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a/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/params/model_name b/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/params/model_name new file mode 100644 index 00000000..e9a1a5bf --- /dev/null +++ b/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/params/model_name @@ -0,0 +1 @@ +GRU_FCN \ No newline at end of file diff --git a/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/tags/mlflow.runName b/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/tags/mlflow.runName new file mode 100644 index 00000000..3e8274b2 --- /dev/null +++ b/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/tags/mlflow.runName @@ -0,0 +1 @@ +HandMovementDirection \ No newline at end of file diff --git a/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/tags/mlflow.source.git.commit b/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/tags/mlflow.source.git.commit new file mode 100644 index 00000000..84096e1a --- /dev/null +++ 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a/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/tags/mlflow.user b/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/tags/mlflow.user new file mode 100644 index 00000000..08b774eb --- /dev/null +++ b/mlruns/813185422761216114/fdf52c5a6b134b20b10fc4816c49cdb4/tags/mlflow.user @@ -0,0 +1 @@ +pops \ No newline at end of file diff --git a/multirun/2024-03-17/11-03-01/0/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/0/.hydra/config.yaml new file mode 100644 index 00000000..b8565caa --- /dev/null +++ b/multirun/2024-03-17/11-03-01/0/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 2 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.30000000000000004 + bidirectional: false + fc_dropout: 0.5 diff --git a/multirun/2024-03-17/11-03-01/0/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/0/.hydra/hydra.yaml new file mode 100644 index 00000000..94895331 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/0/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=False + - models.model.fc_dropout=0.5 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.rnn_dropout=0.30000000000000004,models.model.rnn_layers=2,models=GRU_FCN + id: '0' + num: 0 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/0 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/0/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/0/.hydra/overrides.yaml new file mode 100644 index 00000000..33959480 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/0/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=False +- models.model.fc_dropout=0.5 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/0/main.log b/multirun/2024-03-17/11-03-01/0/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/1/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/1/.hydra/config.yaml new file mode 100644 index 00000000..d324e94c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/1/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 1 + bias: false + cell_dropout: 0.1 + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/1/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/1/.hydra/hydra.yaml new file mode 100644 index 00000000..76c9ed0f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/1/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=1 + - models.model.bias=False + - models.model.cell_dropout=0.1 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.cell_dropout=0.1,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.rnn_dropout=0.2,models.model.rnn_layers=1,models=GRU_FCN + id: '1' + num: 1 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/1 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/1/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/1/.hydra/overrides.yaml new file mode 100644 index 00000000..e756feaa --- /dev/null +++ b/multirun/2024-03-17/11-03-01/1/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=1 +- models.model.bias=False +- models.model.cell_dropout=0.1 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/1/main.log b/multirun/2024-03-17/11-03-01/1/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/10/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/10/.hydra/config.yaml new file mode 100644 index 00000000..5327d630 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/10/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 3 + bias: false + cell_dropout: 0.0 + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.0 diff --git a/multirun/2024-03-17/11-03-01/10/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/10/.hydra/hydra.yaml new file mode 100644 index 00000000..f340a98c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/10/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=3 + - models.model.bias=False + - models.model.cell_dropout=0.0 + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.cell_dropout=0.0,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.rnn_dropout=0.6,models.model.rnn_layers=3,models=GRU_FCN + id: '10' + num: 10 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/10 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/10/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/10/.hydra/overrides.yaml new file mode 100644 index 00000000..3724e363 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/10/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=3 +- models.model.bias=False +- models.model.cell_dropout=0.0 +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/10/main.log b/multirun/2024-03-17/11-03-01/10/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/11/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/11/.hydra/config.yaml new file mode 100644 index 00000000..84b6caa9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/11/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 3 + bias: true + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.6 + bidirectional: true + fc_dropout: 0.5 diff --git a/multirun/2024-03-17/11-03-01/11/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/11/.hydra/hydra.yaml new file mode 100644 index 00000000..5f73f9d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/11/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=3 + - models.model.bias=True + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=True + - models.model.fc_dropout=0.5 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.rnn_dropout=0.6,models.model.rnn_layers=3,models=GRU_FCN + id: '11' + num: 11 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/11 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/11/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/11/.hydra/overrides.yaml new file mode 100644 index 00000000..03f29bb7 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/11/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=3 +- models.model.bias=True +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=True +- models.model.fc_dropout=0.5 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/11/main.log b/multirun/2024-03-17/11-03-01/11/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/12/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/12/.hydra/config.yaml new file mode 100644 index 00000000..f8bf4f35 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/12/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.6 diff --git a/multirun/2024-03-17/11-03-01/12/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/12/.hydra/hydra.yaml new file mode 100644 index 00000000..9ff7878c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/12/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.6 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.6,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '12' + num: 12 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/12 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/12/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/12/.hydra/overrides.yaml new file mode 100644 index 00000000..6871f1c8 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/12/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.6 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/12/main.log b/multirun/2024-03-17/11-03-01/12/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/13/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/13/.hydra/config.yaml new file mode 100644 index 00000000..f8bf4f35 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/13/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.6 diff --git a/multirun/2024-03-17/11-03-01/13/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/13/.hydra/hydra.yaml new file mode 100644 index 00000000..39e5ec08 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/13/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.6 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.6,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '13' + num: 13 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/13 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/13/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/13/.hydra/overrides.yaml new file mode 100644 index 00000000..6871f1c8 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/13/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.6 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/13/main.log b/multirun/2024-03-17/11-03-01/13/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/14/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/14/.hydra/config.yaml new file mode 100644 index 00000000..f8bf4f35 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/14/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.6 diff --git a/multirun/2024-03-17/11-03-01/14/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/14/.hydra/hydra.yaml new file mode 100644 index 00000000..0607195d --- /dev/null +++ b/multirun/2024-03-17/11-03-01/14/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.6 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.6,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '14' + num: 14 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/14 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/14/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/14/.hydra/overrides.yaml new file mode 100644 index 00000000..6871f1c8 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/14/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.6 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/14/main.log b/multirun/2024-03-17/11-03-01/14/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/15/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/15/.hydra/config.yaml new file mode 100644 index 00000000..d90189dd --- /dev/null +++ b/multirun/2024-03-17/11-03-01/15/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.1 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.6 diff --git a/multirun/2024-03-17/11-03-01/15/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/15/.hydra/hydra.yaml new file mode 100644 index 00000000..dbec60a1 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/15/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.1 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.6 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.1,models.model.fc_dropout=0.6,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '15' + num: 15 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/15 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/15/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/15/.hydra/overrides.yaml new file mode 100644 index 00000000..2372924e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/15/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.1 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.6 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/15/main.log b/multirun/2024-03-17/11-03-01/15/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/16/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/16/.hydra/config.yaml new file mode 100644 index 00000000..4b4000b6 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/16/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 4 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.5 diff --git a/multirun/2024-03-17/11-03-01/16/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/16/.hydra/hydra.yaml new file mode 100644 index 00000000..9705bf0a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/16/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.5 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.5,models.model.hidden_size=64,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '16' + num: 16 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/16 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/16/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/16/.hydra/overrides.yaml new file mode 100644 index 00000000..4923022b --- /dev/null +++ b/multirun/2024-03-17/11-03-01/16/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.5 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/16/main.log b/multirun/2024-03-17/11-03-01/16/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/17/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/17/.hydra/config.yaml new file mode 100644 index 00000000..8e798f88 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/17/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 4 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/17/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/17/.hydra/hydra.yaml new file mode 100644 index 00000000..78ad8394 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/17/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.1,models.model.hidden_size=64,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '17' + num: 17 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/17 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/17/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/17/.hydra/overrides.yaml new file mode 100644 index 00000000..a3338f54 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/17/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/17/main.log b/multirun/2024-03-17/11-03-01/17/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/18/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/18/.hydra/config.yaml new file mode 100644 index 00000000..8e798f88 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/18/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 4 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/18/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/18/.hydra/hydra.yaml new file mode 100644 index 00000000..c8ad3ce9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/18/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.1,models.model.hidden_size=64,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '18' + num: 18 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/18 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/18/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/18/.hydra/overrides.yaml new file mode 100644 index 00000000..a3338f54 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/18/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/18/main.log b/multirun/2024-03-17/11-03-01/18/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/19/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/19/.hydra/config.yaml new file mode 100644 index 00000000..8e798f88 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/19/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 4 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/19/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/19/.hydra/hydra.yaml new file mode 100644 index 00000000..e33a4f7e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/19/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.1,models.model.hidden_size=64,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '19' + num: 19 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/19 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/19/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/19/.hydra/overrides.yaml new file mode 100644 index 00000000..a3338f54 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/19/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/19/main.log b/multirun/2024-03-17/11-03-01/19/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/2/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/2/.hydra/config.yaml new file mode 100644 index 00000000..ae743455 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/2/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 2 + bias: false + cell_dropout: 0.2 + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.6 diff --git a/multirun/2024-03-17/11-03-01/2/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/2/.hydra/hydra.yaml new file mode 100644 index 00000000..d8099af0 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/2/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=2 + - models.model.bias=False + - models.model.cell_dropout=0.2 + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.6 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.cell_dropout=0.2,models.model.fc_dropout=0.6,models.model.hidden_size=32,models.model.rnn_dropout=0.6,models.model.rnn_layers=2,models=GRU_FCN + id: '2' + num: 2 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/2 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/2/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/2/.hydra/overrides.yaml new file mode 100644 index 00000000..8faacefc --- /dev/null +++ b/multirun/2024-03-17/11-03-01/2/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=2 +- models.model.bias=False +- models.model.cell_dropout=0.2 +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.6 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/2/main.log b/multirun/2024-03-17/11-03-01/2/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/20/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/20/.hydra/config.yaml new file mode 100644 index 00000000..3463423e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/20/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 128 + rnn_layers: 4 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.0 diff --git a/multirun/2024-03-17/11-03-01/20/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/20/.hydra/hydra.yaml new file mode 100644 index 00000000..d078da9c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/20/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.rnn_dropout=0.2,models.model.rnn_layers=4,models=GRU_FCN + id: '20' + num: 20 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/20 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/20/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/20/.hydra/overrides.yaml new file mode 100644 index 00000000..a8dd976d --- /dev/null +++ b/multirun/2024-03-17/11-03-01/20/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/20/main.log b/multirun/2024-03-17/11-03-01/20/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/21/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/21/.hydra/config.yaml new file mode 100644 index 00000000..3463423e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/21/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 128 + rnn_layers: 4 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.0 diff --git a/multirun/2024-03-17/11-03-01/21/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/21/.hydra/hydra.yaml new file mode 100644 index 00000000..3c2181ab --- /dev/null +++ b/multirun/2024-03-17/11-03-01/21/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.rnn_dropout=0.2,models.model.rnn_layers=4,models=GRU_FCN + id: '21' + num: 21 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/21 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/21/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/21/.hydra/overrides.yaml new file mode 100644 index 00000000..a8dd976d --- /dev/null +++ b/multirun/2024-03-17/11-03-01/21/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/21/main.log b/multirun/2024-03-17/11-03-01/21/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/22/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/22/.hydra/config.yaml new file mode 100644 index 00000000..3463423e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/22/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 128 + rnn_layers: 4 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.0 diff --git a/multirun/2024-03-17/11-03-01/22/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/22/.hydra/hydra.yaml new file mode 100644 index 00000000..eb0a75e7 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/22/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.rnn_dropout=0.2,models.model.rnn_layers=4,models=GRU_FCN + id: '22' + num: 22 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/22 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/22/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/22/.hydra/overrides.yaml new file mode 100644 index 00000000..a8dd976d --- /dev/null +++ b/multirun/2024-03-17/11-03-01/22/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/22/main.log b/multirun/2024-03-17/11-03-01/22/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/23/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/23/.hydra/config.yaml new file mode 100644 index 00000000..3463423e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/23/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 128 + rnn_layers: 4 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.0 diff --git a/multirun/2024-03-17/11-03-01/23/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/23/.hydra/hydra.yaml new file mode 100644 index 00000000..61b09c2c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/23/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.rnn_dropout=0.2,models.model.rnn_layers=4,models=GRU_FCN + id: '23' + num: 23 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/23 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/23/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/23/.hydra/overrides.yaml new file mode 100644 index 00000000..a8dd976d --- /dev/null +++ b/multirun/2024-03-17/11-03-01/23/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/23/main.log b/multirun/2024-03-17/11-03-01/23/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/24/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/24/.hydra/config.yaml new file mode 100644 index 00000000..b458c1e5 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/24/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/24/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/24/.hydra/hydra.yaml new file mode 100644 index 00000000..7c33a9a1 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/24/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '24' + num: 24 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/24 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/24/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/24/.hydra/overrides.yaml new file mode 100644 index 00000000..153a5698 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/24/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/24/main.log b/multirun/2024-03-17/11-03-01/24/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/25/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/25/.hydra/config.yaml new file mode 100644 index 00000000..b458c1e5 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/25/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/25/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/25/.hydra/hydra.yaml new file mode 100644 index 00000000..9de88c52 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/25/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '25' + num: 25 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/25 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/25/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/25/.hydra/overrides.yaml new file mode 100644 index 00000000..153a5698 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/25/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/25/main.log b/multirun/2024-03-17/11-03-01/25/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/26/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/26/.hydra/config.yaml new file mode 100644 index 00000000..b458c1e5 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/26/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/26/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/26/.hydra/hydra.yaml new file mode 100644 index 00000000..0fd63280 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/26/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '26' + num: 26 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/26 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/26/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/26/.hydra/overrides.yaml new file mode 100644 index 00000000..153a5698 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/26/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/26/main.log b/multirun/2024-03-17/11-03-01/26/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/27/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/27/.hydra/config.yaml new file mode 100644 index 00000000..b458c1e5 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/27/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/27/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/27/.hydra/hydra.yaml new file mode 100644 index 00000000..0d380a8c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/27/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '27' + num: 27 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/27 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/27/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/27/.hydra/overrides.yaml new file mode 100644 index 00000000..153a5698 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/27/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/27/main.log b/multirun/2024-03-17/11-03-01/27/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/28/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/28/.hydra/config.yaml new file mode 100644 index 00000000..03ed20d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/28/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/28/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/28/.hydra/hydra.yaml new file mode 100644 index 00000000..d46bbed3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/28/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '28' + num: 28 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/28 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/28/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/28/.hydra/overrides.yaml new file mode 100644 index 00000000..197db90e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/28/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/28/main.log b/multirun/2024-03-17/11-03-01/28/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/29/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/29/.hydra/config.yaml new file mode 100644 index 00000000..03ed20d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/29/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/29/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/29/.hydra/hydra.yaml new file mode 100644 index 00000000..c634d54a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/29/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '29' + num: 29 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/29 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/29/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/29/.hydra/overrides.yaml new file mode 100644 index 00000000..197db90e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/29/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/29/main.log b/multirun/2024-03-17/11-03-01/29/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/3/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/3/.hydra/config.yaml new file mode 100644 index 00000000..c9520e7e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/3/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 128 + rnn_layers: 1 + bias: false + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/3/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/3/.hydra/hydra.yaml new file mode 100644 index 00000000..fb65ef69 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/3/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.rnn_layers=1 + - models.model.bias=False + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.4,models.model.hidden_size=128,models.model.rnn_dropout=0.4,models.model.rnn_layers=1,models=GRU_FCN + id: '3' + num: 3 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/3 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/3/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/3/.hydra/overrides.yaml new file mode 100644 index 00000000..992f2068 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/3/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.rnn_layers=1 +- models.model.bias=False +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/3/main.log b/multirun/2024-03-17/11-03-01/3/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/30/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/30/.hydra/config.yaml new file mode 100644 index 00000000..03ed20d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/30/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/30/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/30/.hydra/hydra.yaml new file mode 100644 index 00000000..0fcbe7fb --- /dev/null +++ b/multirun/2024-03-17/11-03-01/30/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '30' + num: 30 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/30 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/30/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/30/.hydra/overrides.yaml new file mode 100644 index 00000000..197db90e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/30/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/30/main.log b/multirun/2024-03-17/11-03-01/30/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/31/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/31/.hydra/config.yaml new file mode 100644 index 00000000..03ed20d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/31/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/31/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/31/.hydra/hydra.yaml new file mode 100644 index 00000000..12f042e2 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/31/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '31' + num: 31 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/31 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/31/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/31/.hydra/overrides.yaml new file mode 100644 index 00000000..197db90e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/31/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/31/main.log b/multirun/2024-03-17/11-03-01/31/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/32/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/32/.hydra/config.yaml new file mode 100644 index 00000000..615a1e0f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/32/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 2 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/32/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/32/.hydra/hydra.yaml new file mode 100644 index 00000000..1104a51c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/32/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=2,models=GRU_FCN + id: '32' + num: 32 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/32 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/32/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/32/.hydra/overrides.yaml new file mode 100644 index 00000000..97689af4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/32/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/32/main.log b/multirun/2024-03-17/11-03-01/32/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/33/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/33/.hydra/config.yaml new file mode 100644 index 00000000..615a1e0f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/33/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 2 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/33/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/33/.hydra/hydra.yaml new file mode 100644 index 00000000..03985789 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/33/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=2,models=GRU_FCN + id: '33' + num: 33 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/33 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/33/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/33/.hydra/overrides.yaml new file mode 100644 index 00000000..97689af4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/33/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/33/main.log b/multirun/2024-03-17/11-03-01/33/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/34/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/34/.hydra/config.yaml new file mode 100644 index 00000000..615a1e0f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/34/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 2 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/34/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/34/.hydra/hydra.yaml new file mode 100644 index 00000000..7c30f273 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/34/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=2,models=GRU_FCN + id: '34' + num: 34 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/34 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/34/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/34/.hydra/overrides.yaml new file mode 100644 index 00000000..97689af4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/34/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/34/main.log b/multirun/2024-03-17/11-03-01/34/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/35/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/35/.hydra/config.yaml new file mode 100644 index 00000000..615a1e0f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/35/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 2 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/35/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/35/.hydra/hydra.yaml new file mode 100644 index 00000000..7c007ac1 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/35/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=2,models=GRU_FCN + id: '35' + num: 35 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/35 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/35/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/35/.hydra/overrides.yaml new file mode 100644 index 00000000..97689af4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/35/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/35/main.log b/multirun/2024-03-17/11-03-01/35/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/36/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/36/.hydra/config.yaml new file mode 100644 index 00000000..30385e1a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/36/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 2 + bias: true + cell_dropout: 0.2 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/36/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/36/.hydra/hydra.yaml new file mode 100644 index 00000000..3d26c944 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/36/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.2 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.2,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=2,models=GRU_FCN + id: '36' + num: 36 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/36 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/36/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/36/.hydra/overrides.yaml new file mode 100644 index 00000000..915666f0 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/36/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.2 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/36/main.log b/multirun/2024-03-17/11-03-01/36/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/37/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/37/.hydra/config.yaml new file mode 100644 index 00000000..30385e1a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/37/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 2 + bias: true + cell_dropout: 0.2 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/37/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/37/.hydra/hydra.yaml new file mode 100644 index 00000000..c9ab790c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/37/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.2 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.2,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=2,models=GRU_FCN + id: '37' + num: 37 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/37 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/37/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/37/.hydra/overrides.yaml new file mode 100644 index 00000000..915666f0 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/37/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.2 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/37/main.log b/multirun/2024-03-17/11-03-01/37/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/38/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/38/.hydra/config.yaml new file mode 100644 index 00000000..30385e1a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/38/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 2 + bias: true + cell_dropout: 0.2 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/38/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/38/.hydra/hydra.yaml new file mode 100644 index 00000000..c0d6afb6 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/38/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.2 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.2,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=2,models=GRU_FCN + id: '38' + num: 38 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/38 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/38/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/38/.hydra/overrides.yaml new file mode 100644 index 00000000..915666f0 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/38/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.2 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/38/main.log b/multirun/2024-03-17/11-03-01/38/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/39/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/39/.hydra/config.yaml new file mode 100644 index 00000000..b8dc9c48 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/39/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 2 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/39/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/39/.hydra/hydra.yaml new file mode 100644 index 00000000..4881a53b --- /dev/null +++ b/multirun/2024-03-17/11-03-01/39/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=2,models=GRU_FCN + id: '39' + num: 39 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/39 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/39/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/39/.hydra/overrides.yaml new file mode 100644 index 00000000..50aa0471 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/39/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/39/main.log b/multirun/2024-03-17/11-03-01/39/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/4/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/4/.hydra/config.yaml new file mode 100644 index 00000000..5aa7a299 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/4/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 3 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/4/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/4/.hydra/hydra.yaml new file mode 100644 index 00000000..0add6fc8 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/4/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=3 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.4,models.model.fc_dropout=0.4,models.model.hidden_size=16,models.model.rnn_dropout=0.30000000000000004,models.model.rnn_layers=3,models=GRU_FCN + id: '4' + num: 4 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/4 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/4/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/4/.hydra/overrides.yaml new file mode 100644 index 00000000..4c167214 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/4/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=3 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/4/main.log b/multirun/2024-03-17/11-03-01/4/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/40/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/40/.hydra/config.yaml new file mode 100644 index 00000000..9985d056 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/40/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 2 + bias: false + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/40/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/40/.hydra/hydra.yaml new file mode 100644 index 00000000..aa6c1b8a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/40/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=2 + - models.model.bias=False + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.rnn_dropout=0.30000000000000004,models.model.rnn_layers=2,models=GRU_FCN + id: '40' + num: 40 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/40 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/40/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/40/.hydra/overrides.yaml new file mode 100644 index 00000000..012a54d7 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/40/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=2 +- models.model.bias=False +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/40/main.log b/multirun/2024-03-17/11-03-01/40/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/41/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/41/.hydra/config.yaml new file mode 100644 index 00000000..4efc591c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/41/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 2 + bias: false + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/41/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/41/.hydra/hydra.yaml new file mode 100644 index 00000000..8afa21ca --- /dev/null +++ b/multirun/2024-03-17/11-03-01/41/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=2 + - models.model.bias=False + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.4,models.model.hidden_size=32,models.model.rnn_dropout=0.30000000000000004,models.model.rnn_layers=2,models=GRU_FCN + id: '41' + num: 41 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/41 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/41/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/41/.hydra/overrides.yaml new file mode 100644 index 00000000..d16da66c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/41/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=2 +- models.model.bias=False +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/41/main.log b/multirun/2024-03-17/11-03-01/41/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/42/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/42/.hydra/config.yaml new file mode 100644 index 00000000..74426091 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/42/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 2 + bias: false + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.4 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/42/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/42/.hydra/hydra.yaml new file mode 100644 index 00000000..25c05f9d --- /dev/null +++ b/multirun/2024-03-17/11-03-01/42/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=2 + - models.model.bias=False + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.rnn_dropout=0.4,models.model.rnn_layers=2,models=GRU_FCN + id: '42' + num: 42 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/42 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/42/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/42/.hydra/overrides.yaml new file mode 100644 index 00000000..290a8aee --- /dev/null +++ b/multirun/2024-03-17/11-03-01/42/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=2 +- models.model.bias=False +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/42/main.log b/multirun/2024-03-17/11-03-01/42/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/43/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/43/.hydra/config.yaml new file mode 100644 index 00000000..9985d056 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/43/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 2 + bias: false + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/43/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/43/.hydra/hydra.yaml new file mode 100644 index 00000000..41e0bb49 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/43/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=2 + - models.model.bias=False + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.rnn_dropout=0.30000000000000004,models.model.rnn_layers=2,models=GRU_FCN + id: '43' + num: 43 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/43 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/43/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/43/.hydra/overrides.yaml new file mode 100644 index 00000000..012a54d7 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/43/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=2 +- models.model.bias=False +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/43/main.log b/multirun/2024-03-17/11-03-01/43/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/44/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/44/.hydra/config.yaml new file mode 100644 index 00000000..bf7e0984 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/44/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/44/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/44/.hydra/hydra.yaml new file mode 100644 index 00000000..e4056126 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/44/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '44' + num: 44 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/44 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/44/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/44/.hydra/overrides.yaml new file mode 100644 index 00000000..2e53f228 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/44/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/44/main.log b/multirun/2024-03-17/11-03-01/44/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/45/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/45/.hydra/config.yaml new file mode 100644 index 00000000..bf7e0984 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/45/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/45/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/45/.hydra/hydra.yaml new file mode 100644 index 00000000..5a211335 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/45/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '45' + num: 45 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/45 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/45/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/45/.hydra/overrides.yaml new file mode 100644 index 00000000..2e53f228 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/45/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/45/main.log b/multirun/2024-03-17/11-03-01/45/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/46/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/46/.hydra/config.yaml new file mode 100644 index 00000000..bf7e0984 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/46/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/46/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/46/.hydra/hydra.yaml new file mode 100644 index 00000000..af8ed552 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/46/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '46' + num: 46 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/46 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/46/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/46/.hydra/overrides.yaml new file mode 100644 index 00000000..2e53f228 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/46/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/46/main.log b/multirun/2024-03-17/11-03-01/46/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/47/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/47/.hydra/config.yaml new file mode 100644 index 00000000..bf7e0984 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/47/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/47/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/47/.hydra/hydra.yaml new file mode 100644 index 00000000..5055fd40 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/47/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '47' + num: 47 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/47 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/47/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/47/.hydra/overrides.yaml new file mode 100644 index 00000000..2e53f228 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/47/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/47/main.log b/multirun/2024-03-17/11-03-01/47/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/48/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/48/.hydra/config.yaml new file mode 100644 index 00000000..89c64a4e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/48/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 1 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/48/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/48/.hydra/hydra.yaml new file mode 100644 index 00000000..69f04935 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/48/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '48' + num: 48 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/48 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/48/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/48/.hydra/overrides.yaml new file mode 100644 index 00000000..28135e30 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/48/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/48/main.log b/multirun/2024-03-17/11-03-01/48/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/49/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/49/.hydra/config.yaml new file mode 100644 index 00000000..84e288b1 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/49/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 1 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/49/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/49/.hydra/hydra.yaml new file mode 100644 index 00000000..95ca36bf --- /dev/null +++ b/multirun/2024-03-17/11-03-01/49/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '49' + num: 49 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/49 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/49/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/49/.hydra/overrides.yaml new file mode 100644 index 00000000..ad1ff526 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/49/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/49/main.log b/multirun/2024-03-17/11-03-01/49/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/5/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/5/.hydra/config.yaml new file mode 100644 index 00000000..a857f506 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/5/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 1 + bias: false + cell_dropout: 0.6 + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/5/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/5/.hydra/hydra.yaml new file mode 100644 index 00000000..e3264d96 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/5/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=1 + - models.model.bias=False + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.cell_dropout=0.6,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.rnn_dropout=0.2,models.model.rnn_layers=1,models=GRU_FCN + id: '5' + num: 5 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/5 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/5/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/5/.hydra/overrides.yaml new file mode 100644 index 00000000..edcc7670 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/5/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=1 +- models.model.bias=False +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/5/main.log b/multirun/2024-03-17/11-03-01/5/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/50/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/50/.hydra/config.yaml new file mode 100644 index 00000000..84e288b1 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/50/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 1 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/50/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/50/.hydra/hydra.yaml new file mode 100644 index 00000000..b731b94b --- /dev/null +++ b/multirun/2024-03-17/11-03-01/50/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '50' + num: 50 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/50 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/50/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/50/.hydra/overrides.yaml new file mode 100644 index 00000000..ad1ff526 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/50/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/50/main.log b/multirun/2024-03-17/11-03-01/50/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/51/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/51/.hydra/config.yaml new file mode 100644 index 00000000..84e288b1 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/51/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 1 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/51/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/51/.hydra/hydra.yaml new file mode 100644 index 00000000..52e71364 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/51/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '51' + num: 51 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/51 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/51/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/51/.hydra/overrides.yaml new file mode 100644 index 00000000..ad1ff526 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/51/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/51/main.log b/multirun/2024-03-17/11-03-01/51/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/52/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/52/.hydra/config.yaml new file mode 100644 index 00000000..d1c5714a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/52/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 1 + bias: true + cell_dropout: 0.1 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/52/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/52/.hydra/hydra.yaml new file mode 100644 index 00000000..927fb777 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/52/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.1 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.1,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '52' + num: 52 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/52 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/52/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/52/.hydra/overrides.yaml new file mode 100644 index 00000000..1f25736a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/52/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.1 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/52/main.log b/multirun/2024-03-17/11-03-01/52/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/53/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/53/.hydra/config.yaml new file mode 100644 index 00000000..8156012c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/53/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 1 + bias: true + cell_dropout: 0.2 + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/53/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/53/.hydra/hydra.yaml new file mode 100644 index 00000000..4f3a6140 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/53/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.2 + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.2,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.5,models.model.rnn_layers=1,models=GRU_FCN + id: '53' + num: 53 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/53 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/53/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/53/.hydra/overrides.yaml new file mode 100644 index 00000000..26542d79 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/53/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.2 +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/53/main.log b/multirun/2024-03-17/11-03-01/53/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/54/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/54/.hydra/config.yaml new file mode 100644 index 00000000..0993d1f4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/54/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 1 + bias: true + cell_dropout: 0.1 + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/54/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/54/.hydra/hydra.yaml new file mode 100644 index 00000000..52edd411 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/54/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.1 + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.1,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.5,models.model.rnn_layers=1,models=GRU_FCN + id: '54' + num: 54 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/54 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/54/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/54/.hydra/overrides.yaml new file mode 100644 index 00000000..4858f68f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/54/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.1 +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/54/main.log b/multirun/2024-03-17/11-03-01/54/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/55/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/55/.hydra/config.yaml new file mode 100644 index 00000000..0993d1f4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/55/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 1 + bias: true + cell_dropout: 0.1 + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/55/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/55/.hydra/hydra.yaml new file mode 100644 index 00000000..c54a6457 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/55/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.1 + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.1,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.5,models.model.rnn_layers=1,models=GRU_FCN + id: '55' + num: 55 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/55 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/55/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/55/.hydra/overrides.yaml new file mode 100644 index 00000000..4858f68f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/55/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.1 +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/55/main.log b/multirun/2024-03-17/11-03-01/55/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/56/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/56/.hydra/config.yaml new file mode 100644 index 00000000..797011c9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/56/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 3 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/56/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/56/.hydra/hydra.yaml new file mode 100644 index 00000000..eb1c6d24 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/56/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=3 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=3,models=GRU_FCN + id: '56' + num: 56 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/56 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/56/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/56/.hydra/overrides.yaml new file mode 100644 index 00000000..acaa6558 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/56/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=3 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/56/main.log b/multirun/2024-03-17/11-03-01/56/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/57/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/57/.hydra/config.yaml new file mode 100644 index 00000000..797011c9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/57/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 3 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/57/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/57/.hydra/hydra.yaml new file mode 100644 index 00000000..0f22ae02 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/57/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=3 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=3,models=GRU_FCN + id: '57' + num: 57 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/57 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/57/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/57/.hydra/overrides.yaml new file mode 100644 index 00000000..acaa6558 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/57/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=3 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/57/main.log b/multirun/2024-03-17/11-03-01/57/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/58/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/58/.hydra/config.yaml new file mode 100644 index 00000000..797011c9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/58/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 3 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/58/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/58/.hydra/hydra.yaml new file mode 100644 index 00000000..b0fb703c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/58/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=3 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=3,models=GRU_FCN + id: '58' + num: 58 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/58 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/58/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/58/.hydra/overrides.yaml new file mode 100644 index 00000000..acaa6558 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/58/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=3 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/58/main.log b/multirun/2024-03-17/11-03-01/58/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/59/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/59/.hydra/config.yaml new file mode 100644 index 00000000..797011c9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/59/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 3 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/59/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/59/.hydra/hydra.yaml new file mode 100644 index 00000000..09283ecf --- /dev/null +++ b/multirun/2024-03-17/11-03-01/59/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=3 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=3,models=GRU_FCN + id: '59' + num: 59 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/59 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/59/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/59/.hydra/overrides.yaml new file mode 100644 index 00000000..acaa6558 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/59/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=3 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/59/main.log b/multirun/2024-03-17/11-03-01/59/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/6/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/6/.hydra/config.yaml new file mode 100644 index 00000000..d8b5c852 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/6/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 1 + bias: false + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.5 + bidirectional: true + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/6/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/6/.hydra/hydra.yaml new file mode 100644 index 00000000..4868a294 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/6/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=1 + - models.model.bias=False + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=True + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.rnn_dropout=0.5,models.model.rnn_layers=1,models=GRU_FCN + id: '6' + num: 6 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/6 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/6/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/6/.hydra/overrides.yaml new file mode 100644 index 00000000..b40c3490 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/6/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=1 +- models.model.bias=False +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=True +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/6/main.log b/multirun/2024-03-17/11-03-01/6/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/60/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/60/.hydra/config.yaml new file mode 100644 index 00000000..bf4e753e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/60/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.5 diff --git a/multirun/2024-03-17/11-03-01/60/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/60/.hydra/hydra.yaml new file mode 100644 index 00000000..9db63b9c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/60/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.5 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.4,models.model.fc_dropout=0.5,models.model.hidden_size=64,models.model.rnn_dropout=0.2,models.model.rnn_layers=1,models=GRU_FCN + id: '60' + num: 60 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/60 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/60/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/60/.hydra/overrides.yaml new file mode 100644 index 00000000..93da966e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/60/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.5 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/60/main.log b/multirun/2024-03-17/11-03-01/60/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/61/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/61/.hydra/config.yaml new file mode 100644 index 00000000..e0facd04 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/61/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/61/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/61/.hydra/hydra.yaml new file mode 100644 index 00000000..54c80f31 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/61/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.4,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.rnn_dropout=0.2,models.model.rnn_layers=1,models=GRU_FCN + id: '61' + num: 61 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/61 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/61/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/61/.hydra/overrides.yaml new file mode 100644 index 00000000..59b5b2f9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/61/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/61/main.log b/multirun/2024-03-17/11-03-01/61/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/62/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/62/.hydra/config.yaml new file mode 100644 index 00000000..bf4e753e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/62/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.5 diff --git a/multirun/2024-03-17/11-03-01/62/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/62/.hydra/hydra.yaml new file mode 100644 index 00000000..69ad7f38 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/62/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.5 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.4,models.model.fc_dropout=0.5,models.model.hidden_size=64,models.model.rnn_dropout=0.2,models.model.rnn_layers=1,models=GRU_FCN + id: '62' + num: 62 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/62 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/62/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/62/.hydra/overrides.yaml new file mode 100644 index 00000000..93da966e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/62/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.5 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/62/main.log b/multirun/2024-03-17/11-03-01/62/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/63/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/63/.hydra/config.yaml new file mode 100644 index 00000000..bf4e753e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/63/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.5 diff --git a/multirun/2024-03-17/11-03-01/63/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/63/.hydra/hydra.yaml new file mode 100644 index 00000000..45d7cbe8 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/63/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.5 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.4,models.model.fc_dropout=0.5,models.model.hidden_size=64,models.model.rnn_dropout=0.2,models.model.rnn_layers=1,models=GRU_FCN + id: '63' + num: 63 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/63 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/63/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/63/.hydra/overrides.yaml new file mode 100644 index 00000000..93da966e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/63/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.5 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/63/main.log b/multirun/2024-03-17/11-03-01/63/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/64/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/64/.hydra/config.yaml new file mode 100644 index 00000000..9df644b9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/64/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/64/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/64/.hydra/hydra.yaml new file mode 100644 index 00000000..1f64478d --- /dev/null +++ b/multirun/2024-03-17/11-03-01/64/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.5,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '64' + num: 64 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/64 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/64/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/64/.hydra/overrides.yaml new file mode 100644 index 00000000..3230b1da --- /dev/null +++ b/multirun/2024-03-17/11-03-01/64/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/64/main.log b/multirun/2024-03-17/11-03-01/64/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/65/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/65/.hydra/config.yaml new file mode 100644 index 00000000..9df644b9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/65/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/65/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/65/.hydra/hydra.yaml new file mode 100644 index 00000000..67611e62 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/65/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.5,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '65' + num: 65 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/65 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/65/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/65/.hydra/overrides.yaml new file mode 100644 index 00000000..3230b1da --- /dev/null +++ b/multirun/2024-03-17/11-03-01/65/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/65/main.log b/multirun/2024-03-17/11-03-01/65/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/66/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/66/.hydra/config.yaml new file mode 100644 index 00000000..3ab869c7 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/66/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.4 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/66/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/66/.hydra/hydra.yaml new file mode 100644 index 00000000..1eadb75c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/66/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.5,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.rnn_dropout=0.4,models.model.rnn_layers=1,models=GRU_FCN + id: '66' + num: 66 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/66 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/66/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/66/.hydra/overrides.yaml new file mode 100644 index 00000000..4531d5e8 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/66/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/66/main.log b/multirun/2024-03-17/11-03-01/66/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/67/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/67/.hydra/config.yaml new file mode 100644 index 00000000..3ab869c7 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/67/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.4 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/67/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/67/.hydra/hydra.yaml new file mode 100644 index 00000000..a6538db4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/67/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.5,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.rnn_dropout=0.4,models.model.rnn_layers=1,models=GRU_FCN + id: '67' + num: 67 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/67 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/67/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/67/.hydra/overrides.yaml new file mode 100644 index 00000000..4531d5e8 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/67/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/67/main.log b/multirun/2024-03-17/11-03-01/67/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/68/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/68/.hydra/config.yaml new file mode 100644 index 00000000..3e2a719a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/68/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 128 + rnn_layers: 1 + bias: false + cell_dropout: 0.4 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.0 diff --git a/multirun/2024-03-17/11-03-01/68/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/68/.hydra/hydra.yaml new file mode 100644 index 00000000..af0f3e15 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/68/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.rnn_layers=1 + - models.model.bias=False + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.rnn_dropout=0.1,models.model.rnn_layers=1,models=GRU_FCN + id: '68' + num: 68 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/68 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/68/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/68/.hydra/overrides.yaml new file mode 100644 index 00000000..d398db22 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/68/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.rnn_layers=1 +- models.model.bias=False +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/68/main.log b/multirun/2024-03-17/11-03-01/68/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/69/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/69/.hydra/config.yaml new file mode 100644 index 00000000..3e2a719a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/69/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 128 + rnn_layers: 1 + bias: false + cell_dropout: 0.4 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.0 diff --git a/multirun/2024-03-17/11-03-01/69/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/69/.hydra/hydra.yaml new file mode 100644 index 00000000..a18e6775 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/69/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.rnn_layers=1 + - models.model.bias=False + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.rnn_dropout=0.1,models.model.rnn_layers=1,models=GRU_FCN + id: '69' + num: 69 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/69 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/69/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/69/.hydra/overrides.yaml new file mode 100644 index 00000000..d398db22 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/69/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.rnn_layers=1 +- models.model.bias=False +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/69/main.log b/multirun/2024-03-17/11-03-01/69/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/7/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/7/.hydra/config.yaml new file mode 100644 index 00000000..55243952 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/7/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 3 + bias: false + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.6 + bidirectional: true + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/7/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/7/.hydra/hydra.yaml new file mode 100644 index 00000000..85440f05 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/7/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=3 + - models.model.bias=False + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=True + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.rnn_dropout=0.6,models.model.rnn_layers=3,models=GRU_FCN + id: '7' + num: 7 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/7 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/7/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/7/.hydra/overrides.yaml new file mode 100644 index 00000000..6e43b64c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/7/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=3 +- models.model.bias=False +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=True +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/7/main.log b/multirun/2024-03-17/11-03-01/7/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/70/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/70/.hydra/config.yaml new file mode 100644 index 00000000..3e2a719a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/70/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 128 + rnn_layers: 1 + bias: false + cell_dropout: 0.4 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.0 diff --git a/multirun/2024-03-17/11-03-01/70/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/70/.hydra/hydra.yaml new file mode 100644 index 00000000..9fc0a01f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/70/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.rnn_layers=1 + - models.model.bias=False + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.rnn_dropout=0.1,models.model.rnn_layers=1,models=GRU_FCN + id: '70' + num: 70 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/70 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/70/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/70/.hydra/overrides.yaml new file mode 100644 index 00000000..d398db22 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/70/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.rnn_layers=1 +- models.model.bias=False +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/70/main.log b/multirun/2024-03-17/11-03-01/70/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/71/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/71/.hydra/config.yaml new file mode 100644 index 00000000..3e2a719a --- /dev/null +++ b/multirun/2024-03-17/11-03-01/71/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 128 + rnn_layers: 1 + bias: false + cell_dropout: 0.4 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.0 diff --git a/multirun/2024-03-17/11-03-01/71/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/71/.hydra/hydra.yaml new file mode 100644 index 00000000..b7b6df02 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/71/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.rnn_layers=1 + - models.model.bias=False + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.0,models.model.hidden_size=128,models.model.rnn_dropout=0.1,models.model.rnn_layers=1,models=GRU_FCN + id: '71' + num: 71 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/71 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/71/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/71/.hydra/overrides.yaml new file mode 100644 index 00000000..d398db22 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/71/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.rnn_layers=1 +- models.model.bias=False +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/71/main.log b/multirun/2024-03-17/11-03-01/71/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/72/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/72/.hydra/config.yaml new file mode 100644 index 00000000..5618d3b4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/72/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 2 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/72/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/72/.hydra/hydra.yaml new file mode 100644 index 00000000..13f2a82b --- /dev/null +++ b/multirun/2024-03-17/11-03-01/72/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.rnn_dropout=0.0,models.model.rnn_layers=2,models=GRU_FCN + id: '72' + num: 72 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/72 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/72/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/72/.hydra/overrides.yaml new file mode 100644 index 00000000..8af74640 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/72/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/72/main.log b/multirun/2024-03-17/11-03-01/72/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/73/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/73/.hydra/config.yaml new file mode 100644 index 00000000..5618d3b4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/73/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 2 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/73/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/73/.hydra/hydra.yaml new file mode 100644 index 00000000..e74dba75 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/73/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.rnn_dropout=0.0,models.model.rnn_layers=2,models=GRU_FCN + id: '73' + num: 73 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/73 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/73/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/73/.hydra/overrides.yaml new file mode 100644 index 00000000..8af74640 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/73/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/73/main.log b/multirun/2024-03-17/11-03-01/73/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/74/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/74/.hydra/config.yaml new file mode 100644 index 00000000..5618d3b4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/74/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 2 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/74/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/74/.hydra/hydra.yaml new file mode 100644 index 00000000..713ad71e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/74/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.rnn_dropout=0.0,models.model.rnn_layers=2,models=GRU_FCN + id: '74' + num: 74 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/74 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/74/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/74/.hydra/overrides.yaml new file mode 100644 index 00000000..8af74640 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/74/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/74/main.log b/multirun/2024-03-17/11-03-01/74/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/75/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/75/.hydra/config.yaml new file mode 100644 index 00000000..5618d3b4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/75/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 2 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/75/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/75/.hydra/hydra.yaml new file mode 100644 index 00000000..2c048de0 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/75/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=2 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.rnn_dropout=0.0,models.model.rnn_layers=2,models=GRU_FCN + id: '75' + num: 75 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/75 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/75/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/75/.hydra/overrides.yaml new file mode 100644 index 00000000..8af74640 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/75/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=2 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/75/main.log b/multirun/2024-03-17/11-03-01/75/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/76/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/76/.hydra/config.yaml new file mode 100644 index 00000000..03ed20d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/76/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/76/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/76/.hydra/hydra.yaml new file mode 100644 index 00000000..055dd35f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/76/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '76' + num: 76 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/76 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/76/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/76/.hydra/overrides.yaml new file mode 100644 index 00000000..197db90e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/76/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/76/main.log b/multirun/2024-03-17/11-03-01/76/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/77/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/77/.hydra/config.yaml new file mode 100644 index 00000000..03ed20d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/77/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/77/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/77/.hydra/hydra.yaml new file mode 100644 index 00000000..840e02d8 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/77/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '77' + num: 77 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/77 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/77/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/77/.hydra/overrides.yaml new file mode 100644 index 00000000..197db90e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/77/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/77/main.log b/multirun/2024-03-17/11-03-01/77/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/78/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/78/.hydra/config.yaml new file mode 100644 index 00000000..03ed20d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/78/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/78/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/78/.hydra/hydra.yaml new file mode 100644 index 00000000..58ca5cbf --- /dev/null +++ b/multirun/2024-03-17/11-03-01/78/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '78' + num: 78 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/78 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/78/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/78/.hydra/overrides.yaml new file mode 100644 index 00000000..197db90e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/78/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/78/main.log b/multirun/2024-03-17/11-03-01/78/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/79/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/79/.hydra/config.yaml new file mode 100644 index 00000000..03ed20d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/79/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/79/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/79/.hydra/hydra.yaml new file mode 100644 index 00000000..ea901aea --- /dev/null +++ b/multirun/2024-03-17/11-03-01/79/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '79' + num: 79 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/79 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/79/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/79/.hydra/overrides.yaml new file mode 100644 index 00000000..197db90e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/79/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/79/main.log b/multirun/2024-03-17/11-03-01/79/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/8/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/8/.hydra/config.yaml new file mode 100644 index 00000000..36094ba1 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/8/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 2 + bias: false + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/8/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/8/.hydra/hydra.yaml new file mode 100644 index 00000000..420e2a66 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/8/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=2 + - models.model.bias=False + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=2,models=GRU_FCN + id: '8' + num: 8 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/8 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/8/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/8/.hydra/overrides.yaml new file mode 100644 index 00000000..b8b5aa7f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/8/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=2 +- models.model.bias=False +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/8/main.log b/multirun/2024-03-17/11-03-01/8/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/80/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/80/.hydra/config.yaml new file mode 100644 index 00000000..9df644b9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/80/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/80/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/80/.hydra/hydra.yaml new file mode 100644 index 00000000..a3514396 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/80/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.5,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '80' + num: 80 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/80 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/80/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/80/.hydra/overrides.yaml new file mode 100644 index 00000000..3230b1da --- /dev/null +++ b/multirun/2024-03-17/11-03-01/80/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/80/main.log b/multirun/2024-03-17/11-03-01/80/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/81/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/81/.hydra/config.yaml new file mode 100644 index 00000000..9df644b9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/81/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/81/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/81/.hydra/hydra.yaml new file mode 100644 index 00000000..4487ed0c --- /dev/null +++ b/multirun/2024-03-17/11-03-01/81/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.5,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '81' + num: 81 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/81 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/81/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/81/.hydra/overrides.yaml new file mode 100644 index 00000000..3230b1da --- /dev/null +++ b/multirun/2024-03-17/11-03-01/81/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/81/main.log b/multirun/2024-03-17/11-03-01/81/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/82/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/82/.hydra/config.yaml new file mode 100644 index 00000000..9df644b9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/82/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/82/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/82/.hydra/hydra.yaml new file mode 100644 index 00000000..34c16e2f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/82/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.5,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '82' + num: 82 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/82 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/82/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/82/.hydra/overrides.yaml new file mode 100644 index 00000000..3230b1da --- /dev/null +++ b/multirun/2024-03-17/11-03-01/82/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/82/main.log b/multirun/2024-03-17/11-03-01/82/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/83/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/83/.hydra/config.yaml new file mode 100644 index 00000000..9df644b9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/83/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 64 + rnn_layers: 1 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.0 + bidirectional: true + fc_dropout: 0.4 diff --git a/multirun/2024-03-17/11-03-01/83/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/83/.hydra/hydra.yaml new file mode 100644 index 00000000..448552f8 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/83/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.cell_dropout=0.5,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '83' + num: 83 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/83 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/83/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/83/.hydra/overrides.yaml new file mode 100644 index 00000000..3230b1da --- /dev/null +++ b/multirun/2024-03-17/11-03-01/83/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/83/main.log b/multirun/2024-03-17/11-03-01/83/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/84/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/84/.hydra/config.yaml new file mode 100644 index 00000000..e1b4d3fe --- /dev/null +++ b/multirun/2024-03-17/11-03-01/84/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/84/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/84/.hydra/hydra.yaml new file mode 100644 index 00000000..506c6788 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/84/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '84' + num: 84 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/84 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/84/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/84/.hydra/overrides.yaml new file mode 100644 index 00000000..a5225dd9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/84/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/84/main.log b/multirun/2024-03-17/11-03-01/84/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/85/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/85/.hydra/config.yaml new file mode 100644 index 00000000..e1b4d3fe --- /dev/null +++ b/multirun/2024-03-17/11-03-01/85/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/85/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/85/.hydra/hydra.yaml new file mode 100644 index 00000000..6953f338 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/85/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '85' + num: 85 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/85 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/85/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/85/.hydra/overrides.yaml new file mode 100644 index 00000000..a5225dd9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/85/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/85/main.log b/multirun/2024-03-17/11-03-01/85/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/86/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/86/.hydra/config.yaml new file mode 100644 index 00000000..e1b4d3fe --- /dev/null +++ b/multirun/2024-03-17/11-03-01/86/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/86/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/86/.hydra/hydra.yaml new file mode 100644 index 00000000..6bef3524 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/86/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '86' + num: 86 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/86 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/86/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/86/.hydra/overrides.yaml new file mode 100644 index 00000000..a5225dd9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/86/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/86/main.log b/multirun/2024-03-17/11-03-01/86/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/87/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/87/.hydra/config.yaml new file mode 100644 index 00000000..e1b4d3fe --- /dev/null +++ b/multirun/2024-03-17/11-03-01/87/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.4 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/87/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/87/.hydra/hydra.yaml new file mode 100644 index 00000000..18f59333 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/87/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.4 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.4,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.0,models.model.rnn_layers=4,models=GRU_FCN + id: '87' + num: 87 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/87 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/87/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/87/.hydra/overrides.yaml new file mode 100644 index 00000000..a5225dd9 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/87/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.4 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/87/main.log b/multirun/2024-03-17/11-03-01/87/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/88/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/88/.hydra/config.yaml new file mode 100644 index 00000000..a2a87967 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/88/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/88/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/88/.hydra/hydra.yaml new file mode 100644 index 00000000..2121f4c3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/88/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '88' + num: 88 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/88 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/88/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/88/.hydra/overrides.yaml new file mode 100644 index 00000000..39f6a289 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/88/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/88/main.log b/multirun/2024-03-17/11-03-01/88/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/89/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/89/.hydra/config.yaml new file mode 100644 index 00000000..a2a87967 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/89/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.30000000000000004 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/89/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/89/.hydra/hydra.yaml new file mode 100644 index 00000000..c13e3792 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/89/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.30000000000000004 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.30000000000000004,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '89' + num: 89 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/89 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/89/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/89/.hydra/overrides.yaml new file mode 100644 index 00000000..39f6a289 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/89/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.30000000000000004 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/89/main.log b/multirun/2024-03-17/11-03-01/89/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/9/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/9/.hydra/config.yaml new file mode 100644 index 00000000..54cdb403 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/9/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 32 + rnn_layers: 1 + bias: false + cell_dropout: 0.0 + rnn_dropout: 0.4 + bidirectional: true + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/9/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/9/.hydra/hydra.yaml new file mode 100644 index 00000000..887bc0dd --- /dev/null +++ b/multirun/2024-03-17/11-03-01/9/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.rnn_layers=1 + - models.model.bias=False + - models.model.cell_dropout=0.0 + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=True + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.cell_dropout=0.0,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=32,models.model.rnn_dropout=0.4,models.model.rnn_layers=1,models=GRU_FCN + id: '9' + num: 9 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/9 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/9/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/9/.hydra/overrides.yaml new file mode 100644 index 00000000..a477a41f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/9/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.rnn_layers=1 +- models.model.bias=False +- models.model.cell_dropout=0.0 +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=True +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/9/main.log b/multirun/2024-03-17/11-03-01/9/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/90/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/90/.hydra/config.yaml new file mode 100644 index 00000000..c0c6eff4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/90/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.0 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/90/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/90/.hydra/hydra.yaml new file mode 100644 index 00000000..a818e673 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/90/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.0 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.0,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '90' + num: 90 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/90 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/90/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/90/.hydra/overrides.yaml new file mode 100644 index 00000000..a769a831 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/90/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.0 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/90/main.log b/multirun/2024-03-17/11-03-01/90/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/91/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/91/.hydra/config.yaml new file mode 100644 index 00000000..c0c6eff4 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/91/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.0 + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.2 diff --git a/multirun/2024-03-17/11-03-01/91/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/91/.hydra/hydra.yaml new file mode 100644 index 00000000..3072bab3 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/91/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.0 + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.0,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.rnn_dropout=0.1,models.model.rnn_layers=4,models=GRU_FCN + id: '91' + num: 91 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/91 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/91/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/91/.hydra/overrides.yaml new file mode 100644 index 00000000..a769a831 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/91/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.0 +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/91/main.log b/multirun/2024-03-17/11-03-01/91/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/92/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/92/.hydra/config.yaml new file mode 100644 index 00000000..64cbbbb6 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/92/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.2 + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/92/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/92/.hydra/hydra.yaml new file mode 100644 index 00000000..812d7f65 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/92/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.2 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.2,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.2,models.model.rnn_layers=4,models=GRU_FCN + id: '92' + num: 92 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/92 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/92/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/92/.hydra/overrides.yaml new file mode 100644 index 00000000..cd1b6a05 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/92/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.2 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/92/main.log b/multirun/2024-03-17/11-03-01/92/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/93/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/93/.hydra/config.yaml new file mode 100644 index 00000000..d43ec71e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/93/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.5 + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/93/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/93/.hydra/hydra.yaml new file mode 100644 index 00000000..b0b93172 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/93/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.5 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.5,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.2,models.model.rnn_layers=4,models=GRU_FCN + id: '93' + num: 93 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/93 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/93/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/93/.hydra/overrides.yaml new file mode 100644 index 00000000..31a5887f --- /dev/null +++ b/multirun/2024-03-17/11-03-01/93/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.5 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/93/main.log b/multirun/2024-03-17/11-03-01/93/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/94/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/94/.hydra/config.yaml new file mode 100644 index 00000000..64cbbbb6 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/94/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.2 + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/94/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/94/.hydra/hydra.yaml new file mode 100644 index 00000000..65af2b08 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/94/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.2 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.2,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.2,models.model.rnn_layers=4,models=GRU_FCN + id: '94' + num: 94 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/94 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/94/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/94/.hydra/overrides.yaml new file mode 100644 index 00000000..cd1b6a05 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/94/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.2 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/94/main.log b/multirun/2024-03-17/11-03-01/94/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/95/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/95/.hydra/config.yaml new file mode 100644 index 00000000..64cbbbb6 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/95/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 16 + rnn_layers: 4 + bias: true + cell_dropout: 0.2 + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.1 diff --git a/multirun/2024-03-17/11-03-01/95/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/95/.hydra/hydra.yaml new file mode 100644 index 00000000..ec2a387d --- /dev/null +++ b/multirun/2024-03-17/11-03-01/95/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.rnn_layers=4 + - models.model.bias=True + - models.model.cell_dropout=0.2 + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.2,models.model.fc_dropout=0.1,models.model.hidden_size=16,models.model.rnn_dropout=0.2,models.model.rnn_layers=4,models=GRU_FCN + id: '95' + num: 95 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/95 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/95/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/95/.hydra/overrides.yaml new file mode 100644 index 00000000..cd1b6a05 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/95/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.rnn_layers=4 +- models.model.bias=True +- models.model.cell_dropout=0.2 +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/95/main.log b/multirun/2024-03-17/11-03-01/95/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/96/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/96/.hydra/config.yaml new file mode 100644 index 00000000..33c16e47 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/96/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 1 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/96/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/96/.hydra/hydra.yaml new file mode 100644 index 00000000..c36c9d82 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/96/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '96' + num: 96 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/96 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/96/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/96/.hydra/overrides.yaml new file mode 100644 index 00000000..9c29011e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/96/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/96/main.log b/multirun/2024-03-17/11-03-01/96/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/97/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/97/.hydra/config.yaml new file mode 100644 index 00000000..33c16e47 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/97/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 1 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/97/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/97/.hydra/hydra.yaml new file mode 100644 index 00000000..da5e5bae --- /dev/null +++ b/multirun/2024-03-17/11-03-01/97/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '97' + num: 97 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/97 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/97/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/97/.hydra/overrides.yaml new file mode 100644 index 00000000..9c29011e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/97/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/97/main.log b/multirun/2024-03-17/11-03-01/97/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/98/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/98/.hydra/config.yaml new file mode 100644 index 00000000..33c16e47 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/98/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 1 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/98/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/98/.hydra/hydra.yaml new file mode 100644 index 00000000..cff56325 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/98/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '98' + num: 98 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/98 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/98/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/98/.hydra/overrides.yaml new file mode 100644 index 00000000..9c29011e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/98/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/98/main.log b/multirun/2024-03-17/11-03-01/98/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/99/.hydra/config.yaml b/multirun/2024-03-17/11-03-01/99/.hydra/config.yaml new file mode 100644 index 00000000..33c16e47 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/99/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.GRU_FCN.GRU_FCN_classifier + hidden_size: 256 + rnn_layers: 1 + bias: true + cell_dropout: 0.6 + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 diff --git a/multirun/2024-03-17/11-03-01/99/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-01/99/.hydra/hydra.yaml new file mode 100644 index 00000000..17d9f022 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/99/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.rnn_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.cell_dropout: float (range(0.0, 0.6, 0.1)) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.rnn_layers=1 + - models.model.bias=True + - models.model.cell_dropout=0.6 + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - dataset_name=[HandMovementDirection] + - models=GRU_FCN + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.cell_dropout=0.6,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.rnn_dropout=0.0,models.model.rnn_layers=1,models=GRU_FCN + id: '99' + num: 99 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-01/99 + choices: + models: GRU_FCN + datasets: dataset_params + search_spaces@hydra.sweeper.params: GRU_FCN + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-01/99/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-01/99/.hydra/overrides.yaml new file mode 100644 index 00000000..9c29011e --- /dev/null +++ b/multirun/2024-03-17/11-03-01/99/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.rnn_layers=1 +- models.model.bias=True +- models.model.cell_dropout=0.6 +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- dataset_name=[HandMovementDirection] +- models=GRU_FCN diff --git a/multirun/2024-03-17/11-03-01/99/main.log b/multirun/2024-03-17/11-03-01/99/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-01/optimization_results.yaml b/multirun/2024-03-17/11-03-01/optimization_results.yaml new file mode 100644 index 00000000..9abbec53 --- /dev/null +++ b/multirun/2024-03-17/11-03-01/optimization_results.yaml @@ -0,0 +1,10 @@ +name: optuna +best_params: + models.model.hidden_size: 16 + models.model.rnn_layers: 4 + models.model.bias: true + models.model.cell_dropout: 0.4 + models.model.rnn_dropout: 0.0 + models.model.bidirectional: false + models.model.fc_dropout: 0.1 +best_value: 0.4594594594594595 diff --git a/multirun/2024-03-17/11-03-26/0/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/0/.hydra/config.yaml new file mode 100644 index 00000000..99aeb42f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/0/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: true + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/0/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/0/.hydra/hydra.yaml new file mode 100644 index 00000000..42620ebf --- /dev/null +++ b/multirun/2024-03-17/11-03-26/0/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=True + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '0' + num: 0 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/0 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/0/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/0/.hydra/overrides.yaml new file mode 100644 index 00000000..26bc6a65 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/0/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=True +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/0/main.log b/multirun/2024-03-17/11-03-26/0/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/1/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/1/.hydra/config.yaml new file mode 100644 index 00000000..c59eeeae --- /dev/null +++ b/multirun/2024-03-17/11-03-26/1/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 1 + bias: true + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.30000000000000004 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/1/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/1/.hydra/hydra.yaml new file mode 100644 index 00000000..e89c96a2 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/1/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.2,models=LSTM + id: '1' + num: 1 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/1 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/1/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/1/.hydra/overrides.yaml new file mode 100644 index 00000000..c88ff986 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/1/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/1/main.log b/multirun/2024-03-17/11-03-26/1/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/10/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/10/.hydra/config.yaml new file mode 100644 index 00000000..c563d40c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/10/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 4 + bias: false + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/10/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/10/.hydra/hydra.yaml new file mode 100644 index 00000000..715a808d --- /dev/null +++ b/multirun/2024-03-17/11-03-26/10/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=4 + - models.model.bias=False + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=4,models.model.rnn_dropout=0.0,models=LSTM + id: '10' + num: 10 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/10 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/10/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/10/.hydra/overrides.yaml new file mode 100644 index 00000000..3812163c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/10/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=4 +- models.model.bias=False +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/10/main.log b/multirun/2024-03-17/11-03-26/10/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/11/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/11/.hydra/config.yaml new file mode 100644 index 00000000..9219b618 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/11/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 32 + n_layers: 2 + bias: false + rnn_dropout: 0.30000000000000004 + bidirectional: false + fc_dropout: 0.0 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/11/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/11/.hydra/hydra.yaml new file mode 100644 index 00000000..9e7ef41c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/11/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.n_layers=2 + - models.model.bias=False + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.0,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '11' + num: 11 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/11 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/11/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/11/.hydra/overrides.yaml new file mode 100644 index 00000000..84f1d4c9 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/11/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.n_layers=2 +- models.model.bias=False +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/11/main.log b/multirun/2024-03-17/11-03-26/11/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/12/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/12/.hydra/config.yaml new file mode 100644 index 00000000..cc8c571e --- /dev/null +++ b/multirun/2024-03-17/11-03-26/12/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 64 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: true + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/12/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/12/.hydra/hydra.yaml new file mode 100644 index 00000000..fdbbad63 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/12/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '12' + num: 12 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/12 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/12/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/12/.hydra/overrides.yaml new file mode 100644 index 00000000..d9ba8d06 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/12/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/12/main.log b/multirun/2024-03-17/11-03-26/12/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/13/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/13/.hydra/config.yaml new file mode 100644 index 00000000..cc8c571e --- /dev/null +++ b/multirun/2024-03-17/11-03-26/13/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 64 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: true + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/13/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/13/.hydra/hydra.yaml new file mode 100644 index 00000000..d228dc9b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/13/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '13' + num: 13 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/13 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/13/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/13/.hydra/overrides.yaml new file mode 100644 index 00000000..d9ba8d06 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/13/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/13/main.log b/multirun/2024-03-17/11-03-26/13/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/14/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/14/.hydra/config.yaml new file mode 100644 index 00000000..cc8c571e --- /dev/null +++ b/multirun/2024-03-17/11-03-26/14/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 64 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: true + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/14/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/14/.hydra/hydra.yaml new file mode 100644 index 00000000..e48195b6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/14/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '14' + num: 14 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/14 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/14/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/14/.hydra/overrides.yaml new file mode 100644 index 00000000..d9ba8d06 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/14/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/14/main.log b/multirun/2024-03-17/11-03-26/14/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/15/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/15/.hydra/config.yaml new file mode 100644 index 00000000..112fc774 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/15/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 64 + n_layers: 2 + bias: false + rnn_dropout: 0.6 + bidirectional: true + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/15/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/15/.hydra/hydra.yaml new file mode 100644 index 00000000..1907d507 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/15/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.n_layers=2 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=True + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.4,models.model.hidden_size=64,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.6,models=LSTM + id: '15' + num: 15 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/15 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/15/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/15/.hydra/overrides.yaml new file mode 100644 index 00000000..b8bb38ab --- /dev/null +++ b/multirun/2024-03-17/11-03-26/15/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.n_layers=2 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=True +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/15/main.log b/multirun/2024-03-17/11-03-26/15/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/16/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/16/.hydra/config.yaml new file mode 100644 index 00000000..cd44efb9 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/16/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/16/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/16/.hydra/hydra.yaml new file mode 100644 index 00000000..c43d1efe --- /dev/null +++ b/multirun/2024-03-17/11-03-26/16/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM + id: '16' + num: 16 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/16 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/16/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/16/.hydra/overrides.yaml new file mode 100644 index 00000000..37b61b8c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/16/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/16/main.log b/multirun/2024-03-17/11-03-26/16/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/17/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/17/.hydra/config.yaml new file mode 100644 index 00000000..cd44efb9 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/17/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/17/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/17/.hydra/hydra.yaml new file mode 100644 index 00000000..84eb80f1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/17/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM + id: '17' + num: 17 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/17 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/17/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/17/.hydra/overrides.yaml new file mode 100644 index 00000000..37b61b8c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/17/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/17/main.log b/multirun/2024-03-17/11-03-26/17/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/18/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/18/.hydra/config.yaml new file mode 100644 index 00000000..cd44efb9 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/18/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/18/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/18/.hydra/hydra.yaml new file mode 100644 index 00000000..af46e872 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/18/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM + id: '18' + num: 18 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/18 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/18/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/18/.hydra/overrides.yaml new file mode 100644 index 00000000..37b61b8c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/18/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/18/main.log b/multirun/2024-03-17/11-03-26/18/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/19/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/19/.hydra/config.yaml new file mode 100644 index 00000000..cd44efb9 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/19/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.2 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/19/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/19/.hydra/hydra.yaml new file mode 100644 index 00000000..4268ef84 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/19/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM + id: '19' + num: 19 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/19 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/19/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/19/.hydra/overrides.yaml new file mode 100644 index 00000000..37b61b8c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/19/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/19/main.log b/multirun/2024-03-17/11-03-26/19/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/2/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/2/.hydra/config.yaml new file mode 100644 index 00000000..f89e4e1d --- /dev/null +++ b/multirun/2024-03-17/11-03-26/2/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: false + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/2/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/2/.hydra/hydra.yaml new file mode 100644 index 00000000..a35c5cce --- /dev/null +++ b/multirun/2024-03-17/11-03-26/2/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=False + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM + id: '2' + num: 2 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/2 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/2/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/2/.hydra/overrides.yaml new file mode 100644 index 00000000..4afc39b1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/2/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=False +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/2/main.log b/multirun/2024-03-17/11-03-26/2/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/20/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/20/.hydra/config.yaml new file mode 100644 index 00000000..d7ff708c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/20/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 32 + n_layers: 4 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.1 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/20/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/20/.hydra/hydra.yaml new file mode 100644 index 00000000..ddc40843 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/20/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.n_layers=4 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.1 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '20' + num: 20 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/20 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/20/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/20/.hydra/overrides.yaml new file mode 100644 index 00000000..cac32346 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/20/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.n_layers=4 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.1 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/20/main.log b/multirun/2024-03-17/11-03-26/20/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/21/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/21/.hydra/config.yaml new file mode 100644 index 00000000..d7ff708c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/21/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 32 + n_layers: 4 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.1 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/21/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/21/.hydra/hydra.yaml new file mode 100644 index 00000000..8219e257 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/21/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.n_layers=4 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.1 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '21' + num: 21 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/21 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/21/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/21/.hydra/overrides.yaml new file mode 100644 index 00000000..cac32346 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/21/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.n_layers=4 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.1 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/21/main.log b/multirun/2024-03-17/11-03-26/21/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/22/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/22/.hydra/config.yaml new file mode 100644 index 00000000..2b120747 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/22/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 32 + n_layers: 1 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.1 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/22/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/22/.hydra/hydra.yaml new file mode 100644 index 00000000..8053a190 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/22/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.1 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '22' + num: 22 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/22 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/22/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/22/.hydra/overrides.yaml new file mode 100644 index 00000000..cb26d528 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/22/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.1 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/22/main.log b/multirun/2024-03-17/11-03-26/22/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/23/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/23/.hydra/config.yaml new file mode 100644 index 00000000..d7ff708c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/23/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 32 + n_layers: 4 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.1 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/23/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/23/.hydra/hydra.yaml new file mode 100644 index 00000000..67975056 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/23/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.n_layers=4 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.1 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '23' + num: 23 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/23 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/23/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/23/.hydra/overrides.yaml new file mode 100644 index 00000000..cac32346 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/23/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.n_layers=4 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.1 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/23/main.log b/multirun/2024-03-17/11-03-26/23/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/24/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/24/.hydra/config.yaml new file mode 100644 index 00000000..f89e4e1d --- /dev/null +++ b/multirun/2024-03-17/11-03-26/24/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: false + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/24/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/24/.hydra/hydra.yaml new file mode 100644 index 00000000..0c56033b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/24/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=False + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM + id: '24' + num: 24 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/24 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/24/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/24/.hydra/overrides.yaml new file mode 100644 index 00000000..4afc39b1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/24/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=False +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/24/main.log b/multirun/2024-03-17/11-03-26/24/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/25/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/25/.hydra/config.yaml new file mode 100644 index 00000000..284d3522 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/25/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: false + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.5 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/25/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/25/.hydra/hydra.yaml new file mode 100644 index 00000000..c9493321 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/25/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=False + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.5 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM + id: '25' + num: 25 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/25 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/25/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/25/.hydra/overrides.yaml new file mode 100644 index 00000000..e3b76ad5 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/25/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=False +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.5 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/25/main.log b/multirun/2024-03-17/11-03-26/25/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/26/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/26/.hydra/config.yaml new file mode 100644 index 00000000..284d3522 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/26/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: false + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.5 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/26/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/26/.hydra/hydra.yaml new file mode 100644 index 00000000..6bbe6ce3 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/26/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=False + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.5 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM + id: '26' + num: 26 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/26 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/26/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/26/.hydra/overrides.yaml new file mode 100644 index 00000000..e3b76ad5 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/26/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=False +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.5 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/26/main.log b/multirun/2024-03-17/11-03-26/26/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/27/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/27/.hydra/config.yaml new file mode 100644 index 00000000..284d3522 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/27/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: false + rnn_dropout: 0.1 + bidirectional: false + fc_dropout: 0.5 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/27/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/27/.hydra/hydra.yaml new file mode 100644 index 00000000..ce3e5717 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/27/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=False + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=False + - models.model.fc_dropout=0.5 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM + id: '27' + num: 27 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/27 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/27/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/27/.hydra/overrides.yaml new file mode 100644 index 00000000..e3b76ad5 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/27/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=False +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=False +- models.model.fc_dropout=0.5 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/27/main.log b/multirun/2024-03-17/11-03-26/27/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/28/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/28/.hydra/config.yaml new file mode 100644 index 00000000..3e850867 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/28/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/28/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/28/.hydra/hydra.yaml new file mode 100644 index 00000000..42b5e777 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/28/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '28' + num: 28 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/28 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/28/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/28/.hydra/overrides.yaml new file mode 100644 index 00000000..5638671c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/28/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/28/main.log b/multirun/2024-03-17/11-03-26/28/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/29/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/29/.hydra/config.yaml new file mode 100644 index 00000000..166923d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/29/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/29/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/29/.hydra/hydra.yaml new file mode 100644 index 00000000..850c31ea --- /dev/null +++ b/multirun/2024-03-17/11-03-26/29/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '29' + num: 29 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/29 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/29/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/29/.hydra/overrides.yaml new file mode 100644 index 00000000..efd7fd38 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/29/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/29/main.log b/multirun/2024-03-17/11-03-26/29/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/3/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/3/.hydra/config.yaml new file mode 100644 index 00000000..e65f619f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/3/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 3 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.0 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/3/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/3/.hydra/hydra.yaml new file mode 100644 index 00000000..d50201e7 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/3/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.0 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.4,models=LSTM + id: '3' + num: 3 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/3 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/3/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/3/.hydra/overrides.yaml new file mode 100644 index 00000000..da33951c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/3/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.0 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/3/main.log b/multirun/2024-03-17/11-03-26/3/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/30/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/30/.hydra/config.yaml new file mode 100644 index 00000000..166923d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/30/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/30/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/30/.hydra/hydra.yaml new file mode 100644 index 00000000..478f8b78 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/30/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '30' + num: 30 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/30 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/30/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/30/.hydra/overrides.yaml new file mode 100644 index 00000000..efd7fd38 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/30/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/30/main.log b/multirun/2024-03-17/11-03-26/30/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/31/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/31/.hydra/config.yaml new file mode 100644 index 00000000..166923d3 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/31/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/31/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/31/.hydra/hydra.yaml new file mode 100644 index 00000000..ea85a3a4 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/31/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '31' + num: 31 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/31 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/31/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/31/.hydra/overrides.yaml new file mode 100644 index 00000000..efd7fd38 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/31/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/31/main.log b/multirun/2024-03-17/11-03-26/31/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/32/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/32/.hydra/config.yaml new file mode 100644 index 00000000..742f7b67 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/32/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 1 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/32/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/32/.hydra/hydra.yaml new file mode 100644 index 00000000..1ac2e374 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/32/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.4,models=LSTM + id: '32' + num: 32 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/32 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/32/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/32/.hydra/overrides.yaml new file mode 100644 index 00000000..68215fb1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/32/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/32/main.log b/multirun/2024-03-17/11-03-26/32/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/33/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/33/.hydra/config.yaml new file mode 100644 index 00000000..742f7b67 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/33/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 1 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/33/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/33/.hydra/hydra.yaml new file mode 100644 index 00000000..07fa9884 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/33/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.4,models=LSTM + id: '33' + num: 33 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/33 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/33/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/33/.hydra/overrides.yaml new file mode 100644 index 00000000..68215fb1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/33/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/33/main.log b/multirun/2024-03-17/11-03-26/33/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/34/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/34/.hydra/config.yaml new file mode 100644 index 00000000..742f7b67 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/34/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 1 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/34/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/34/.hydra/hydra.yaml new file mode 100644 index 00000000..aa2b3be6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/34/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.4,models=LSTM + id: '34' + num: 34 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/34 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/34/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/34/.hydra/overrides.yaml new file mode 100644 index 00000000..68215fb1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/34/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/34/main.log b/multirun/2024-03-17/11-03-26/34/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/35/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/35/.hydra/config.yaml new file mode 100644 index 00000000..742f7b67 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/35/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 1 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/35/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/35/.hydra/hydra.yaml new file mode 100644 index 00000000..ac14749f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/35/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.4,models=LSTM + id: '35' + num: 35 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/35 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/35/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/35/.hydra/overrides.yaml new file mode 100644 index 00000000..68215fb1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/35/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/35/main.log b/multirun/2024-03-17/11-03-26/35/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/36/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/36/.hydra/config.yaml new file mode 100644 index 00000000..95797c51 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/36/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: true + fc_dropout: 0.0 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/36/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/36/.hydra/hydra.yaml new file mode 100644 index 00000000..2c8fdf45 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/36/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=True + - models.model.fc_dropout=0.0 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '36' + num: 36 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/36 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/36/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/36/.hydra/overrides.yaml new file mode 100644 index 00000000..18febf97 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/36/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=True +- models.model.fc_dropout=0.0 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/36/main.log b/multirun/2024-03-17/11-03-26/36/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/37/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/37/.hydra/config.yaml new file mode 100644 index 00000000..95797c51 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/37/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: true + fc_dropout: 0.0 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/37/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/37/.hydra/hydra.yaml new file mode 100644 index 00000000..a324904e --- /dev/null +++ b/multirun/2024-03-17/11-03-26/37/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=True + - models.model.fc_dropout=0.0 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '37' + num: 37 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/37 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/37/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/37/.hydra/overrides.yaml new file mode 100644 index 00000000..18febf97 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/37/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=True +- models.model.fc_dropout=0.0 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/37/main.log b/multirun/2024-03-17/11-03-26/37/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/38/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/38/.hydra/config.yaml new file mode 100644 index 00000000..95797c51 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/38/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: true + fc_dropout: 0.0 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/38/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/38/.hydra/hydra.yaml new file mode 100644 index 00000000..1b2b85ff --- /dev/null +++ b/multirun/2024-03-17/11-03-26/38/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=True + - models.model.fc_dropout=0.0 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '38' + num: 38 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/38 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/38/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/38/.hydra/overrides.yaml new file mode 100644 index 00000000..18febf97 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/38/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=True +- models.model.fc_dropout=0.0 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/38/main.log b/multirun/2024-03-17/11-03-26/38/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/39/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/39/.hydra/config.yaml new file mode 100644 index 00000000..95797c51 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/39/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: true + fc_dropout: 0.0 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/39/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/39/.hydra/hydra.yaml new file mode 100644 index 00000000..6fac005d --- /dev/null +++ b/multirun/2024-03-17/11-03-26/39/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=True + - models.model.fc_dropout=0.0 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.0,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '39' + num: 39 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/39 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/39/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/39/.hydra/overrides.yaml new file mode 100644 index 00000000..18febf97 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/39/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=True +- models.model.fc_dropout=0.0 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/39/main.log b/multirun/2024-03-17/11-03-26/39/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/4/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/4/.hydra/config.yaml new file mode 100644 index 00000000..cbb8dd01 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/4/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 1 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/4/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/4/.hydra/hydra.yaml new file mode 100644 index 00000000..c9203694 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/4/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=128,models.model.init_weights=False,models.model.n_layers=1,models.model.rnn_dropout=0.4,models=LSTM + id: '4' + num: 4 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/4 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/4/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/4/.hydra/overrides.yaml new file mode 100644 index 00000000..3452c945 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/4/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/4/main.log b/multirun/2024-03-17/11-03-26/4/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/40/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/40/.hydra/config.yaml new file mode 100644 index 00000000..be505c20 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/40/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/40/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/40/.hydra/hydra.yaml new file mode 100644 index 00000000..14c5cde2 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/40/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '40' + num: 40 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/40 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/40/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/40/.hydra/overrides.yaml new file mode 100644 index 00000000..fe33f5ef --- /dev/null +++ b/multirun/2024-03-17/11-03-26/40/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/40/main.log b/multirun/2024-03-17/11-03-26/40/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/41/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/41/.hydra/config.yaml new file mode 100644 index 00000000..be505c20 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/41/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/41/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/41/.hydra/hydra.yaml new file mode 100644 index 00000000..08e6b0d2 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/41/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '41' + num: 41 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/41 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/41/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/41/.hydra/overrides.yaml new file mode 100644 index 00000000..fe33f5ef --- /dev/null +++ b/multirun/2024-03-17/11-03-26/41/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/41/main.log b/multirun/2024-03-17/11-03-26/41/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/42/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/42/.hydra/config.yaml new file mode 100644 index 00000000..be505c20 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/42/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/42/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/42/.hydra/hydra.yaml new file mode 100644 index 00000000..714fcb98 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/42/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '42' + num: 42 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/42 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/42/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/42/.hydra/overrides.yaml new file mode 100644 index 00000000..fe33f5ef --- /dev/null +++ b/multirun/2024-03-17/11-03-26/42/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/42/main.log b/multirun/2024-03-17/11-03-26/42/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/43/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/43/.hydra/config.yaml new file mode 100644 index 00000000..be505c20 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/43/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/43/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/43/.hydra/hydra.yaml new file mode 100644 index 00000000..0dce6f8b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/43/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '43' + num: 43 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/43 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/43/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/43/.hydra/overrides.yaml new file mode 100644 index 00000000..fe33f5ef --- /dev/null +++ b/multirun/2024-03-17/11-03-26/43/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/43/main.log b/multirun/2024-03-17/11-03-26/43/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/44/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/44/.hydra/config.yaml new file mode 100644 index 00000000..73072550 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/44/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.1 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/44/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/44/.hydra/hydra.yaml new file mode 100644 index 00000000..7e6d00ab --- /dev/null +++ b/multirun/2024-03-17/11-03-26/44/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.5,models=LSTM + id: '44' + num: 44 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/44 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/44/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/44/.hydra/overrides.yaml new file mode 100644 index 00000000..7414e1bc --- /dev/null +++ b/multirun/2024-03-17/11-03-26/44/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/44/main.log b/multirun/2024-03-17/11-03-26/44/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/45/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/45/.hydra/config.yaml new file mode 100644 index 00000000..73072550 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/45/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.1 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/45/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/45/.hydra/hydra.yaml new file mode 100644 index 00000000..5335286f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/45/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.5,models=LSTM + id: '45' + num: 45 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/45 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/45/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/45/.hydra/overrides.yaml new file mode 100644 index 00000000..7414e1bc --- /dev/null +++ b/multirun/2024-03-17/11-03-26/45/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/45/main.log b/multirun/2024-03-17/11-03-26/45/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/46/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/46/.hydra/config.yaml new file mode 100644 index 00000000..73072550 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/46/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.1 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/46/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/46/.hydra/hydra.yaml new file mode 100644 index 00000000..eaf968d9 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/46/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.5,models=LSTM + id: '46' + num: 46 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/46 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/46/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/46/.hydra/overrides.yaml new file mode 100644 index 00000000..7414e1bc --- /dev/null +++ b/multirun/2024-03-17/11-03-26/46/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/46/main.log b/multirun/2024-03-17/11-03-26/46/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/47/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/47/.hydra/config.yaml new file mode 100644 index 00000000..73072550 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/47/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.1 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/47/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/47/.hydra/hydra.yaml new file mode 100644 index 00000000..4bf331a8 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/47/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.5,models=LSTM + id: '47' + num: 47 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/47 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/47/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/47/.hydra/overrides.yaml new file mode 100644 index 00000000..7414e1bc --- /dev/null +++ b/multirun/2024-03-17/11-03-26/47/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/47/main.log b/multirun/2024-03-17/11-03-26/47/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/48/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/48/.hydra/config.yaml new file mode 100644 index 00000000..d79a5e32 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/48/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 64 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/48/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/48/.hydra/hydra.yaml new file mode 100644 index 00000000..4ca1c3c2 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/48/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '48' + num: 48 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/48 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/48/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/48/.hydra/overrides.yaml new file mode 100644 index 00000000..b12d9176 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/48/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/48/main.log b/multirun/2024-03-17/11-03-26/48/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/49/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/49/.hydra/config.yaml new file mode 100644 index 00000000..d79a5e32 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/49/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 64 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/49/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/49/.hydra/hydra.yaml new file mode 100644 index 00000000..42abc944 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/49/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '49' + num: 49 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/49 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/49/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/49/.hydra/overrides.yaml new file mode 100644 index 00000000..b12d9176 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/49/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/49/main.log b/multirun/2024-03-17/11-03-26/49/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/5/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/5/.hydra/config.yaml new file mode 100644 index 00000000..d6765946 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/5/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 2 + bias: false + rnn_dropout: 0.1 + bidirectional: true + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/5/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/5/.hydra/hydra.yaml new file mode 100644 index 00000000..72b9d5ac --- /dev/null +++ b/multirun/2024-03-17/11-03-26/5/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=2 + - models.model.bias=False + - models.model.rnn_dropout=0.1 + - models.model.bidirectional=True + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=True,models.model.fc_dropout=0.2,models.model.hidden_size=16,models.model.init_weights=False,models.model.n_layers=2,models.model.rnn_dropout=0.1,models=LSTM + id: '5' + num: 5 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/5 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/5/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/5/.hydra/overrides.yaml new file mode 100644 index 00000000..89bebced --- /dev/null +++ b/multirun/2024-03-17/11-03-26/5/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=2 +- models.model.bias=False +- models.model.rnn_dropout=0.1 +- models.model.bidirectional=True +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/5/main.log b/multirun/2024-03-17/11-03-26/5/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/50/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/50/.hydra/config.yaml new file mode 100644 index 00000000..d79a5e32 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/50/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 64 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/50/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/50/.hydra/hydra.yaml new file mode 100644 index 00000000..dc12698a --- /dev/null +++ b/multirun/2024-03-17/11-03-26/50/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=64 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=64,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '50' + num: 50 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/50 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/50/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/50/.hydra/overrides.yaml new file mode 100644 index 00000000..b12d9176 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/50/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=64 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/50/main.log b/multirun/2024-03-17/11-03-26/50/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/51/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/51/.hydra/config.yaml new file mode 100644 index 00000000..fc6687c0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/51/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/51/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/51/.hydra/hydra.yaml new file mode 100644 index 00000000..bd3644c6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/51/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.6,models=LSTM + id: '51' + num: 51 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/51 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/51/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/51/.hydra/overrides.yaml new file mode 100644 index 00000000..af2d4829 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/51/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/51/main.log b/multirun/2024-03-17/11-03-26/51/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/52/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/52/.hydra/config.yaml new file mode 100644 index 00000000..74a9e1db --- /dev/null +++ b/multirun/2024-03-17/11-03-26/52/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/52/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/52/.hydra/hydra.yaml new file mode 100644 index 00000000..9f88879f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/52/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '52' + num: 52 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/52 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/52/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/52/.hydra/overrides.yaml new file mode 100644 index 00000000..cc17811a --- /dev/null +++ b/multirun/2024-03-17/11-03-26/52/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/52/main.log b/multirun/2024-03-17/11-03-26/52/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/53/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/53/.hydra/config.yaml new file mode 100644 index 00000000..74a9e1db --- /dev/null +++ b/multirun/2024-03-17/11-03-26/53/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/53/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/53/.hydra/hydra.yaml new file mode 100644 index 00000000..236f6b9b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/53/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '53' + num: 53 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/53 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/53/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/53/.hydra/overrides.yaml new file mode 100644 index 00000000..cc17811a --- /dev/null +++ b/multirun/2024-03-17/11-03-26/53/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/53/main.log b/multirun/2024-03-17/11-03-26/53/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/54/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/54/.hydra/config.yaml new file mode 100644 index 00000000..74a9e1db --- /dev/null +++ b/multirun/2024-03-17/11-03-26/54/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/54/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/54/.hydra/hydra.yaml new file mode 100644 index 00000000..8a595c25 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/54/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '54' + num: 54 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/54 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/54/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/54/.hydra/overrides.yaml new file mode 100644 index 00000000..cc17811a --- /dev/null +++ b/multirun/2024-03-17/11-03-26/54/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/54/main.log b/multirun/2024-03-17/11-03-26/54/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/55/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/55/.hydra/config.yaml new file mode 100644 index 00000000..74a9e1db --- /dev/null +++ b/multirun/2024-03-17/11-03-26/55/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/55/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/55/.hydra/hydra.yaml new file mode 100644 index 00000000..21e62450 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/55/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '55' + num: 55 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/55 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/55/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/55/.hydra/overrides.yaml new file mode 100644 index 00000000..cc17811a --- /dev/null +++ b/multirun/2024-03-17/11-03-26/55/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/55/main.log b/multirun/2024-03-17/11-03-26/55/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/56/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/56/.hydra/config.yaml new file mode 100644 index 00000000..02ee5b01 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/56/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 4 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/56/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/56/.hydra/hydra.yaml new file mode 100644 index 00000000..b39b5a6b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/56/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=4 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM + id: '56' + num: 56 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/56 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/56/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/56/.hydra/overrides.yaml new file mode 100644 index 00000000..6ee79fc6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/56/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=4 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/56/main.log b/multirun/2024-03-17/11-03-26/56/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/57/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/57/.hydra/config.yaml new file mode 100644 index 00000000..02ee5b01 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/57/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 4 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/57/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/57/.hydra/hydra.yaml new file mode 100644 index 00000000..dfd0b03f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/57/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=4 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM + id: '57' + num: 57 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/57 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/57/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/57/.hydra/overrides.yaml new file mode 100644 index 00000000..6ee79fc6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/57/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=4 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/57/main.log b/multirun/2024-03-17/11-03-26/57/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/58/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/58/.hydra/config.yaml new file mode 100644 index 00000000..02ee5b01 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/58/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 4 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/58/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/58/.hydra/hydra.yaml new file mode 100644 index 00000000..4400900a --- /dev/null +++ b/multirun/2024-03-17/11-03-26/58/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=4 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM + id: '58' + num: 58 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/58 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/58/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/58/.hydra/overrides.yaml new file mode 100644 index 00000000..6ee79fc6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/58/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=4 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/58/main.log b/multirun/2024-03-17/11-03-26/58/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/59/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/59/.hydra/config.yaml new file mode 100644 index 00000000..02ee5b01 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/59/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 4 + bias: false + rnn_dropout: 0.6 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/59/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/59/.hydra/hydra.yaml new file mode 100644 index 00000000..ab5db36d --- /dev/null +++ b/multirun/2024-03-17/11-03-26/59/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=4 + - models.model.bias=False + - models.model.rnn_dropout=0.6 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=False,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=4,models.model.rnn_dropout=0.6,models=LSTM + id: '59' + num: 59 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/59 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/59/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/59/.hydra/overrides.yaml new file mode 100644 index 00000000..6ee79fc6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/59/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=4 +- models.model.bias=False +- models.model.rnn_dropout=0.6 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/59/main.log b/multirun/2024-03-17/11-03-26/59/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/6/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/6/.hydra/config.yaml new file mode 100644 index 00000000..991b7805 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/6/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/6/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/6/.hydra/hydra.yaml new file mode 100644 index 00000000..0a053277 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/6/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '6' + num: 6 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/6 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/6/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/6/.hydra/overrides.yaml new file mode 100644 index 00000000..048bb8fa --- /dev/null +++ b/multirun/2024-03-17/11-03-26/6/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/6/main.log b/multirun/2024-03-17/11-03-26/6/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/60/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/60/.hydra/config.yaml new file mode 100644 index 00000000..f9ce7947 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/60/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 2 + bias: true + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.1 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/60/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/60/.hydra/hydra.yaml new file mode 100644 index 00000000..c90a2965 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/60/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.1 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM + id: '60' + num: 60 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/60 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/60/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/60/.hydra/overrides.yaml new file mode 100644 index 00000000..bf531b6b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/60/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.1 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/60/main.log b/multirun/2024-03-17/11-03-26/60/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/61/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/61/.hydra/config.yaml new file mode 100644 index 00000000..f9ce7947 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/61/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 2 + bias: true + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.1 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/61/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/61/.hydra/hydra.yaml new file mode 100644 index 00000000..71c72553 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/61/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.1 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM + id: '61' + num: 61 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/61 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/61/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/61/.hydra/overrides.yaml new file mode 100644 index 00000000..bf531b6b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/61/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.1 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/61/main.log b/multirun/2024-03-17/11-03-26/61/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/62/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/62/.hydra/config.yaml new file mode 100644 index 00000000..f9ce7947 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/62/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 2 + bias: true + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.1 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/62/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/62/.hydra/hydra.yaml new file mode 100644 index 00000000..31f139b7 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/62/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.1 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM + id: '62' + num: 62 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/62 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/62/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/62/.hydra/overrides.yaml new file mode 100644 index 00000000..bf531b6b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/62/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.1 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/62/main.log b/multirun/2024-03-17/11-03-26/62/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/63/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/63/.hydra/config.yaml new file mode 100644 index 00000000..f9ce7947 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/63/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 2 + bias: true + rnn_dropout: 0.2 + bidirectional: true + fc_dropout: 0.1 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/63/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/63/.hydra/hydra.yaml new file mode 100644 index 00000000..e5b78988 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/63/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.2 + - models.model.bidirectional=True + - models.model.fc_dropout=0.1 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.1,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.2,models=LSTM + id: '63' + num: 63 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/63 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/63/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/63/.hydra/overrides.yaml new file mode 100644 index 00000000..bf531b6b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/63/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.2 +- models.model.bidirectional=True +- models.model.fc_dropout=0.1 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/63/main.log b/multirun/2024-03-17/11-03-26/63/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/64/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/64/.hydra/config.yaml new file mode 100644 index 00000000..10c340fa --- /dev/null +++ b/multirun/2024-03-17/11-03-26/64/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/64/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/64/.hydra/hydra.yaml new file mode 100644 index 00000000..7c5cbd8f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/64/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '64' + num: 64 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/64 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/64/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/64/.hydra/overrides.yaml new file mode 100644 index 00000000..a274adee --- /dev/null +++ b/multirun/2024-03-17/11-03-26/64/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/64/main.log b/multirun/2024-03-17/11-03-26/64/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/65/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/65/.hydra/config.yaml new file mode 100644 index 00000000..88816467 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/65/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/65/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/65/.hydra/hydra.yaml new file mode 100644 index 00000000..d425ac17 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/65/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.0,models=LSTM + id: '65' + num: 65 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/65 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/65/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/65/.hydra/overrides.yaml new file mode 100644 index 00000000..e07ead7e --- /dev/null +++ b/multirun/2024-03-17/11-03-26/65/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/65/main.log b/multirun/2024-03-17/11-03-26/65/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/66/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/66/.hydra/config.yaml new file mode 100644 index 00000000..10c340fa --- /dev/null +++ b/multirun/2024-03-17/11-03-26/66/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/66/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/66/.hydra/hydra.yaml new file mode 100644 index 00000000..c639a66b --- /dev/null +++ b/multirun/2024-03-17/11-03-26/66/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '66' + num: 66 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/66 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/66/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/66/.hydra/overrides.yaml new file mode 100644 index 00000000..a274adee --- /dev/null +++ b/multirun/2024-03-17/11-03-26/66/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/66/main.log b/multirun/2024-03-17/11-03-26/66/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/67/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/67/.hydra/config.yaml new file mode 100644 index 00000000..1602c053 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/67/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.2 + init_weights: false diff --git a/multirun/2024-03-17/11-03-26/67/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/67/.hydra/hydra.yaml new file mode 100644 index 00000000..05f93566 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/67/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=False + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=False,models.model.n_layers=3,models.model.rnn_dropout=0.5,models=LSTM + id: '67' + num: 67 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/67 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/67/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/67/.hydra/overrides.yaml new file mode 100644 index 00000000..6a74e29a --- /dev/null +++ b/multirun/2024-03-17/11-03-26/67/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=False +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/67/main.log b/multirun/2024-03-17/11-03-26/67/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/68/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/68/.hydra/config.yaml new file mode 100644 index 00000000..943e88ab --- /dev/null +++ b/multirun/2024-03-17/11-03-26/68/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 32 + n_layers: 3 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.1 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/68/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/68/.hydra/hydra.yaml new file mode 100644 index 00000000..45e61d49 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/68/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.5,models=LSTM + id: '68' + num: 68 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/68 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/68/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/68/.hydra/overrides.yaml new file mode 100644 index 00000000..97bb5ae6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/68/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/68/main.log b/multirun/2024-03-17/11-03-26/68/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/69/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/69/.hydra/config.yaml new file mode 100644 index 00000000..943e88ab --- /dev/null +++ b/multirun/2024-03-17/11-03-26/69/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 32 + n_layers: 3 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.1 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/69/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/69/.hydra/hydra.yaml new file mode 100644 index 00000000..3ac3d9bc --- /dev/null +++ b/multirun/2024-03-17/11-03-26/69/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.5,models=LSTM + id: '69' + num: 69 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/69 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/69/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/69/.hydra/overrides.yaml new file mode 100644 index 00000000..97bb5ae6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/69/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/69/main.log b/multirun/2024-03-17/11-03-26/69/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/7/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/7/.hydra/config.yaml new file mode 100644 index 00000000..cea935dd --- /dev/null +++ b/multirun/2024-03-17/11-03-26/7/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.6 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/7/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/7/.hydra/hydra.yaml new file mode 100644 index 00000000..17cd513c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/7/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.6 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.6,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '7' + num: 7 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/7 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/7/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/7/.hydra/overrides.yaml new file mode 100644 index 00000000..789b9466 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/7/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.6 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/7/main.log b/multirun/2024-03-17/11-03-26/7/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/70/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/70/.hydra/config.yaml new file mode 100644 index 00000000..943e88ab --- /dev/null +++ b/multirun/2024-03-17/11-03-26/70/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 32 + n_layers: 3 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.1 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/70/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/70/.hydra/hydra.yaml new file mode 100644 index 00000000..b070d972 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/70/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=32 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=32,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.5,models=LSTM + id: '70' + num: 70 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/70 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/70/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/70/.hydra/overrides.yaml new file mode 100644 index 00000000..97bb5ae6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/70/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=32 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/70/main.log b/multirun/2024-03-17/11-03-26/70/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/71/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/71/.hydra/config.yaml new file mode 100644 index 00000000..ef414db9 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/71/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.1 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/71/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/71/.hydra/hydra.yaml new file mode 100644 index 00000000..d453274d --- /dev/null +++ b/multirun/2024-03-17/11-03-26/71/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.5,models=LSTM + id: '71' + num: 71 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/71 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/71/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/71/.hydra/overrides.yaml new file mode 100644 index 00000000..f80a91d7 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/71/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/71/main.log b/multirun/2024-03-17/11-03-26/71/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/72/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/72/.hydra/config.yaml new file mode 100644 index 00000000..f832b8a3 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/72/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/72/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/72/.hydra/hydra.yaml new file mode 100644 index 00000000..946af1de --- /dev/null +++ b/multirun/2024-03-17/11-03-26/72/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.4,models=LSTM + id: '72' + num: 72 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/72 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/72/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/72/.hydra/overrides.yaml new file mode 100644 index 00000000..ea2bfe12 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/72/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/72/main.log b/multirun/2024-03-17/11-03-26/72/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/73/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/73/.hydra/config.yaml new file mode 100644 index 00000000..f832b8a3 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/73/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/73/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/73/.hydra/hydra.yaml new file mode 100644 index 00000000..0a21514c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/73/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.4,models=LSTM + id: '73' + num: 73 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/73 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/73/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/73/.hydra/overrides.yaml new file mode 100644 index 00000000..ea2bfe12 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/73/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/73/main.log b/multirun/2024-03-17/11-03-26/73/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/74/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/74/.hydra/config.yaml new file mode 100644 index 00000000..f832b8a3 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/74/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/74/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/74/.hydra/hydra.yaml new file mode 100644 index 00000000..fa48eb89 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/74/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.4,models=LSTM + id: '74' + num: 74 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/74 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/74/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/74/.hydra/overrides.yaml new file mode 100644 index 00000000..ea2bfe12 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/74/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/74/main.log b/multirun/2024-03-17/11-03-26/74/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/75/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/75/.hydra/config.yaml new file mode 100644 index 00000000..f832b8a3 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/75/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 3 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.2 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/75/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/75/.hydra/hydra.yaml new file mode 100644 index 00000000..2ad746a0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/75/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=3 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.2 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.2,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=3,models.model.rnn_dropout=0.4,models=LSTM + id: '75' + num: 75 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/75 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/75/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/75/.hydra/overrides.yaml new file mode 100644 index 00000000..ea2bfe12 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/75/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=3 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.2 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/75/main.log b/multirun/2024-03-17/11-03-26/75/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/76/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/76/.hydra/config.yaml new file mode 100644 index 00000000..cfaecd80 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/76/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/76/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/76/.hydra/hydra.yaml new file mode 100644 index 00000000..7dc879bc --- /dev/null +++ b/multirun/2024-03-17/11-03-26/76/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '76' + num: 76 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/76 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/76/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/76/.hydra/overrides.yaml new file mode 100644 index 00000000..916975b0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/76/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/76/main.log b/multirun/2024-03-17/11-03-26/76/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/77/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/77/.hydra/config.yaml new file mode 100644 index 00000000..cfaecd80 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/77/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/77/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/77/.hydra/hydra.yaml new file mode 100644 index 00000000..f7a9bb50 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/77/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '77' + num: 77 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/77 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/77/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/77/.hydra/overrides.yaml new file mode 100644 index 00000000..916975b0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/77/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/77/main.log b/multirun/2024-03-17/11-03-26/77/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/78/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/78/.hydra/config.yaml new file mode 100644 index 00000000..cfaecd80 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/78/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/78/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/78/.hydra/hydra.yaml new file mode 100644 index 00000000..759d8478 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/78/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '78' + num: 78 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/78 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/78/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/78/.hydra/overrides.yaml new file mode 100644 index 00000000..916975b0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/78/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/78/main.log b/multirun/2024-03-17/11-03-26/78/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/79/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/79/.hydra/config.yaml new file mode 100644 index 00000000..cfaecd80 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/79/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/79/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/79/.hydra/hydra.yaml new file mode 100644 index 00000000..9c75f674 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/79/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '79' + num: 79 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/79 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/79/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/79/.hydra/overrides.yaml new file mode 100644 index 00000000..916975b0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/79/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/79/main.log b/multirun/2024-03-17/11-03-26/79/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/8/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/8/.hydra/config.yaml new file mode 100644 index 00000000..af354632 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/8/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 128 + n_layers: 2 + bias: true + rnn_dropout: 0.0 + bidirectional: false + fc_dropout: 0.1 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/8/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/8/.hydra/hydra.yaml new file mode 100644 index 00000000..8fd7c7b7 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/8/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=128 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.0 + - models.model.bidirectional=False + - models.model.fc_dropout=0.1 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.1,models.model.hidden_size=128,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.0,models=LSTM + id: '8' + num: 8 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/8 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/8/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/8/.hydra/overrides.yaml new file mode 100644 index 00000000..4c6d7549 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/8/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=128 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.0 +- models.model.bidirectional=False +- models.model.fc_dropout=0.1 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/8/main.log b/multirun/2024-03-17/11-03-26/8/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/80/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/80/.hydra/config.yaml new file mode 100644 index 00000000..56598436 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/80/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 1 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.5 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/80/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/80/.hydra/hydra.yaml new file mode 100644 index 00000000..510f29cd --- /dev/null +++ b/multirun/2024-03-17/11-03-26/80/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.5 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '80' + num: 80 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/80 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/80/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/80/.hydra/overrides.yaml new file mode 100644 index 00000000..bd40aeaf --- /dev/null +++ b/multirun/2024-03-17/11-03-26/80/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.5 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/80/main.log b/multirun/2024-03-17/11-03-26/80/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/81/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/81/.hydra/config.yaml new file mode 100644 index 00000000..ac2befa1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/81/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 1 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.6 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/81/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/81/.hydra/hydra.yaml new file mode 100644 index 00000000..115bacdc --- /dev/null +++ b/multirun/2024-03-17/11-03-26/81/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.6 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.6,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '81' + num: 81 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/81 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/81/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/81/.hydra/overrides.yaml new file mode 100644 index 00000000..d4452732 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/81/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.6 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/81/main.log b/multirun/2024-03-17/11-03-26/81/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/82/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/82/.hydra/config.yaml new file mode 100644 index 00000000..ac2befa1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/82/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 1 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.6 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/82/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/82/.hydra/hydra.yaml new file mode 100644 index 00000000..e4a75ff1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/82/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.6 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.6,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '82' + num: 82 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/82 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/82/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/82/.hydra/overrides.yaml new file mode 100644 index 00000000..d4452732 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/82/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.6 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/82/main.log b/multirun/2024-03-17/11-03-26/82/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/83/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/83/.hydra/config.yaml new file mode 100644 index 00000000..ac2befa1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/83/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 1 + bias: true + rnn_dropout: 0.30000000000000004 + bidirectional: true + fc_dropout: 0.6 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/83/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/83/.hydra/hydra.yaml new file mode 100644 index 00000000..dfeaa1f1 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/83/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=1 + - models.model.bias=True + - models.model.rnn_dropout=0.30000000000000004 + - models.model.bidirectional=True + - models.model.fc_dropout=0.6 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.6,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=1,models.model.rnn_dropout=0.30000000000000004,models=LSTM + id: '83' + num: 83 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/83 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/83/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/83/.hydra/overrides.yaml new file mode 100644 index 00000000..d4452732 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/83/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=1 +- models.model.bias=True +- models.model.rnn_dropout=0.30000000000000004 +- models.model.bidirectional=True +- models.model.fc_dropout=0.6 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/83/main.log b/multirun/2024-03-17/11-03-26/83/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/84/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/84/.hydra/config.yaml new file mode 100644 index 00000000..eb86307f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/84/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/84/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/84/.hydra/hydra.yaml new file mode 100644 index 00000000..88b25d2c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/84/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '84' + num: 84 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/84 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/84/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/84/.hydra/overrides.yaml new file mode 100644 index 00000000..f6a0296f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/84/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/84/main.log b/multirun/2024-03-17/11-03-26/84/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/85/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/85/.hydra/config.yaml new file mode 100644 index 00000000..eb86307f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/85/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/85/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/85/.hydra/hydra.yaml new file mode 100644 index 00000000..ec41a867 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/85/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '85' + num: 85 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/85 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/85/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/85/.hydra/overrides.yaml new file mode 100644 index 00000000..f6a0296f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/85/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/85/main.log b/multirun/2024-03-17/11-03-26/85/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/86/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/86/.hydra/config.yaml new file mode 100644 index 00000000..eb86307f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/86/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 16 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/86/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/86/.hydra/hydra.yaml new file mode 100644 index 00000000..ab96b740 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/86/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=16 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=16,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '86' + num: 86 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/86 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/86/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/86/.hydra/overrides.yaml new file mode 100644 index 00000000..f6a0296f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/86/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=16 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/86/main.log b/multirun/2024-03-17/11-03-26/86/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/87/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/87/.hydra/config.yaml new file mode 100644 index 00000000..cfaecd80 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/87/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.4 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/87/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/87/.hydra/hydra.yaml new file mode 100644 index 00000000..10d94965 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/87/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.4 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.4,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '87' + num: 87 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/87 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/87/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/87/.hydra/overrides.yaml new file mode 100644 index 00000000..916975b0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/87/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.4 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/87/main.log b/multirun/2024-03-17/11-03-26/87/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/88/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/88/.hydra/config.yaml new file mode 100644 index 00000000..142139e0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/88/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.5 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/88/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/88/.hydra/hydra.yaml new file mode 100644 index 00000000..fd953f55 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/88/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.5 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '88' + num: 88 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/88 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/88/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/88/.hydra/overrides.yaml new file mode 100644 index 00000000..fd2841c6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/88/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.5 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/88/main.log b/multirun/2024-03-17/11-03-26/88/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/89/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/89/.hydra/config.yaml new file mode 100644 index 00000000..142139e0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/89/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.5 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/89/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/89/.hydra/hydra.yaml new file mode 100644 index 00000000..1d52d455 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/89/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.5 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '89' + num: 89 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/89 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/89/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/89/.hydra/overrides.yaml new file mode 100644 index 00000000..fd2841c6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/89/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.5 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/89/main.log b/multirun/2024-03-17/11-03-26/89/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/9/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/9/.hydra/config.yaml new file mode 100644 index 00000000..656be61d --- /dev/null +++ b/multirun/2024-03-17/11-03-26/9/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 4 + bias: true + rnn_dropout: 0.4 + bidirectional: true + fc_dropout: 0.6 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/9/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/9/.hydra/hydra.yaml new file mode 100644 index 00000000..95fe594f --- /dev/null +++ b/multirun/2024-03-17/11-03-26/9/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=4 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=True + - models.model.fc_dropout=0.6 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=True,models.model.fc_dropout=0.6,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=4,models.model.rnn_dropout=0.4,models=LSTM + id: '9' + num: 9 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/9 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/9/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/9/.hydra/overrides.yaml new file mode 100644 index 00000000..f406b164 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/9/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=4 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=True +- models.model.fc_dropout=0.6 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/9/main.log b/multirun/2024-03-17/11-03-26/9/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/90/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/90/.hydra/config.yaml new file mode 100644 index 00000000..142139e0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/90/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.5 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/90/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/90/.hydra/hydra.yaml new file mode 100644 index 00000000..722a9d2c --- /dev/null +++ b/multirun/2024-03-17/11-03-26/90/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.5 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '90' + num: 90 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/90 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/90/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/90/.hydra/overrides.yaml new file mode 100644 index 00000000..fd2841c6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/90/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.5 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/90/main.log b/multirun/2024-03-17/11-03-26/90/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/91/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/91/.hydra/config.yaml new file mode 100644 index 00000000..142139e0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/91/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.5 + bidirectional: false + fc_dropout: 0.5 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/91/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/91/.hydra/hydra.yaml new file mode 100644 index 00000000..ef62c2b8 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/91/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.5 + - models.model.bidirectional=False + - models.model.fc_dropout=0.5 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.5,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.5,models=LSTM + id: '91' + num: 91 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/91 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/91/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/91/.hydra/overrides.yaml new file mode 100644 index 00000000..fd2841c6 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/91/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.5 +- models.model.bidirectional=False +- models.model.fc_dropout=0.5 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/91/main.log b/multirun/2024-03-17/11-03-26/91/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/92/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/92/.hydra/config.yaml new file mode 100644 index 00000000..14759840 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/92/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/92/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/92/.hydra/hydra.yaml new file mode 100644 index 00000000..5eefa067 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/92/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '92' + num: 92 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/92 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/92/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/92/.hydra/overrides.yaml new file mode 100644 index 00000000..31afd308 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/92/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/92/main.log b/multirun/2024-03-17/11-03-26/92/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/93/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/93/.hydra/config.yaml new file mode 100644 index 00000000..14759840 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/93/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/93/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/93/.hydra/hydra.yaml new file mode 100644 index 00000000..4b65bab9 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/93/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '93' + num: 93 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/93 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/93/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/93/.hydra/overrides.yaml new file mode 100644 index 00000000..31afd308 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/93/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/93/main.log b/multirun/2024-03-17/11-03-26/93/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/94/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/94/.hydra/config.yaml new file mode 100644 index 00000000..14759840 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/94/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/94/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/94/.hydra/hydra.yaml new file mode 100644 index 00000000..b8910b33 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/94/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '94' + num: 94 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/94 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/94/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/94/.hydra/overrides.yaml new file mode 100644 index 00000000..31afd308 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/94/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/94/main.log b/multirun/2024-03-17/11-03-26/94/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/95/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/95/.hydra/config.yaml new file mode 100644 index 00000000..14759840 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/95/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/95/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/95/.hydra/hydra.yaml new file mode 100644 index 00000000..63d96f63 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/95/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '95' + num: 95 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/95 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/95/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/95/.hydra/overrides.yaml new file mode 100644 index 00000000..31afd308 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/95/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/95/main.log b/multirun/2024-03-17/11-03-26/95/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/96/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/96/.hydra/config.yaml new file mode 100644 index 00000000..14759840 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/96/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/96/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/96/.hydra/hydra.yaml new file mode 100644 index 00000000..c4ae5ff0 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/96/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '96' + num: 96 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/96 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/96/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/96/.hydra/overrides.yaml new file mode 100644 index 00000000..31afd308 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/96/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/96/main.log b/multirun/2024-03-17/11-03-26/96/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/97/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/97/.hydra/config.yaml new file mode 100644 index 00000000..14759840 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/97/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/97/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/97/.hydra/hydra.yaml new file mode 100644 index 00000000..85e9f77a --- /dev/null +++ b/multirun/2024-03-17/11-03-26/97/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '97' + num: 97 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/97 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/97/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/97/.hydra/overrides.yaml new file mode 100644 index 00000000..31afd308 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/97/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/97/main.log b/multirun/2024-03-17/11-03-26/97/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/98/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/98/.hydra/config.yaml new file mode 100644 index 00000000..14759840 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/98/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/98/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/98/.hydra/hydra.yaml new file mode 100644 index 00000000..4e0bbe0a --- /dev/null +++ b/multirun/2024-03-17/11-03-26/98/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '98' + num: 98 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/98 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/98/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/98/.hydra/overrides.yaml new file mode 100644 index 00000000..31afd308 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/98/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/98/main.log b/multirun/2024-03-17/11-03-26/98/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/99/.hydra/config.yaml b/multirun/2024-03-17/11-03-26/99/.hydra/config.yaml new file mode 100644 index 00000000..14759840 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/99/.hydra/config.yaml @@ -0,0 +1,21 @@ +dataset_name: +- HandMovementDirection +training_params: + epochs: 500 + lr: 0.001 +datasets: + model_params: + _target_: codes.dataset.Datasets.Datasets + data_params: + ts_length: 24 + normalize: true +models: + model: + _target_: codes.models.LSTM.LSTM_classifier + hidden_size: 256 + n_layers: 2 + bias: true + rnn_dropout: 0.4 + bidirectional: false + fc_dropout: 0.30000000000000004 + init_weights: true diff --git a/multirun/2024-03-17/11-03-26/99/.hydra/hydra.yaml b/multirun/2024-03-17/11-03-26/99/.hydra/hydra.yaml new file mode 100644 index 00000000..71a2e9ab --- /dev/null +++ b/multirun/2024-03-17/11-03-26/99/.hydra/hydra.yaml @@ -0,0 +1,191 @@ +hydra: + run: + dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S} + sweep: + dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S} + subdir: ${hydra.job.num} + launcher: + _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher + sweeper: + sampler: + _target_: optuna.samplers.TPESampler + seed: 123 + consider_prior: true + prior_weight: 1.0 + consider_magic_clip: true + consider_endpoints: false + n_startup_trials: 10 + n_ei_candidates: 24 + multivariate: false + warn_independent_sampling: true + _target_: hydra_plugins.hydra_optuna_sweeper.optuna_sweeper.OptunaSweeper + direction: maximize + storage: null + study_name: main_val + n_trials: 100 + n_jobs: 4 + search_space: null + params: + models.model.hidden_size: choice(16, 32, 64, 128, 256) + models.model.n_layers: choice(1, 2, 3, 4) + models.model.bias: bool (True, False) + models.model.rnn_dropout: float (range(0.0, 0.6, 0.1)) + models.model.bidirectional: bool (True, False) + models.model.fc_dropout: float (range(0.0, 0.6, 0.1)) + models.model.init_weights: bool (True, False) + custom_search_space: null + help: + app_name: ${hydra.job.name} + header: '${hydra.help.app_name} is powered by Hydra. + + ' + footer: 'Powered by Hydra (https://hydra.cc) + + Use --hydra-help to view Hydra specific help + + ' + template: '${hydra.help.header} + + == Configuration groups == + + Compose your configuration from those groups (group=option) + + + $APP_CONFIG_GROUPS + + + == Config == + + Override anything in the config (foo.bar=value) + + + $CONFIG + + + ${hydra.help.footer} + + ' + hydra_help: + template: 'Hydra (${hydra.runtime.version}) + + See https://hydra.cc for more info. + + + == Flags == + + $FLAGS_HELP + + + == Configuration groups == + + Compose your configuration from those groups (For example, append hydra/job_logging=disabled + to command line) + + + $HYDRA_CONFIG_GROUPS + + + Use ''--cfg hydra'' to Show the Hydra config. + + ' + hydra_help: ??? + hydra_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][HYDRA] %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + root: + level: INFO + handlers: + - console + loggers: + logging_example: + level: DEBUG + disable_existing_loggers: false + job_logging: + version: 1 + formatters: + simple: + format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s' + handlers: + console: + class: logging.StreamHandler + formatter: simple + stream: ext://sys.stdout + file: + class: logging.FileHandler + formatter: simple + filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log + root: + level: INFO + handlers: + - console + - file + disable_existing_loggers: false + env: {} + mode: MULTIRUN + searchpath: [] + callbacks: {} + output_subdir: .hydra + overrides: + hydra: + - hydra.mode=MULTIRUN + task: + - models.model.hidden_size=256 + - models.model.n_layers=2 + - models.model.bias=True + - models.model.rnn_dropout=0.4 + - models.model.bidirectional=False + - models.model.fc_dropout=0.30000000000000004 + - models.model.init_weights=True + - dataset_name=[HandMovementDirection] + - models=LSTM + job: + name: main + chdir: null + override_dirname: dataset_name=[HandMovementDirection],models.model.bias=True,models.model.bidirectional=False,models.model.fc_dropout=0.30000000000000004,models.model.hidden_size=256,models.model.init_weights=True,models.model.n_layers=2,models.model.rnn_dropout=0.4,models=LSTM + id: '99' + num: 99 + config_name: main_config.yaml + env_set: {} + env_copy: [] + config: + override_dirname: + kv_sep: '=' + item_sep: ',' + exclude_keys: [] + runtime: + version: 1.3.2 + version_base: '1.3' + cwd: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna + config_sources: + - path: hydra.conf + schema: pkg + provider: hydra + - path: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/configs + schema: file + provider: main + - path: '' + schema: structured + provider: schema + output_dir: /home/pops/myProjects/ts_classification_mlflow_hydra_optuna/multirun/2024-03-17/11-03-26/99 + choices: + models: LSTM + datasets: dataset_params + search_spaces@hydra.sweeper.params: LSTM + hydra/env: default + hydra/callbacks: null + hydra/job_logging: default + hydra/hydra_logging: default + hydra/hydra_help: default + hydra/help: default + hydra/sweeper: optuna + hydra/sweeper/sampler: tpe + hydra/launcher: basic + hydra/output: default + verbose: false diff --git a/multirun/2024-03-17/11-03-26/99/.hydra/overrides.yaml b/multirun/2024-03-17/11-03-26/99/.hydra/overrides.yaml new file mode 100644 index 00000000..31afd308 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/99/.hydra/overrides.yaml @@ -0,0 +1,9 @@ +- models.model.hidden_size=256 +- models.model.n_layers=2 +- models.model.bias=True +- models.model.rnn_dropout=0.4 +- models.model.bidirectional=False +- models.model.fc_dropout=0.30000000000000004 +- models.model.init_weights=True +- dataset_name=[HandMovementDirection] +- models=LSTM diff --git a/multirun/2024-03-17/11-03-26/99/main.log b/multirun/2024-03-17/11-03-26/99/main.log new file mode 100644 index 00000000..e69de29b diff --git a/multirun/2024-03-17/11-03-26/optimization_results.yaml b/multirun/2024-03-17/11-03-26/optimization_results.yaml new file mode 100644 index 00000000..f0953f19 --- /dev/null +++ b/multirun/2024-03-17/11-03-26/optimization_results.yaml @@ -0,0 +1,10 @@ +name: optuna +best_params: + models.model.hidden_size: 256 + models.model.n_layers: 2 + models.model.bias: true + models.model.rnn_dropout: 0.4 + models.model.bidirectional: false + models.model.fc_dropout: 0.2 + models.model.init_weights: true +best_value: 0.47297297297297297 diff --git a/notebooks/test.ipynb b/notebooks/test.ipynb index c34d0d13..3fab3cdd 100644 --- a/notebooks/test.ipynb +++ b/notebooks/test.ipynb @@ -1058,12 +1058,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "test" + "import torch" ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using device: cpu\n" + ] + } + ], + "source": [ + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + "print('Using device:', device)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {