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regress to 3.11 through 3.4, issue might be an extra condition stddev…
…>0.03; add debug tools; intermediate cache converter; new configs to run with signal matrix and all windows matrix
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65 changes: 65 additions & 0 deletions
65
latest_configs/dec1_single_config_sigma0p05_rerun_3p11.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,65 @@ | ||
| datasets: | ||
| batch_size: 256 | ||
| empirical_data_fn: /home/mouse9911/gits/spf/empirical_dists/full.pkl | ||
| empirical_individual_radio: false | ||
| empirical_symmetry: true | ||
| flip: true | ||
| double_flip: false | ||
| precompute_cache: /mnt/4tb_ssd/precompute_cache/ | ||
| scatter: continuous | ||
| scatter_k: 21 | ||
| shuffle: true | ||
| sigma: 0.05 | ||
| skip_qc: true | ||
| snapshots_adjacent_stride: 1 | ||
| train_snapshots_per_session: 1 | ||
| val_snapshots_per_session: 1 | ||
| random_snapshot_size: False | ||
| snapshots_stride: 1 | ||
| train_paths: | ||
| - /mnt/4tb_ssd/nosig_data/train.txt | ||
| val_paths: | ||
| - /mnt/4tb_ssd/nosig_data/val.txt | ||
| val_holdout_fraction: 0.2 | ||
| val_subsample_fraction: 0.2 | ||
| workers: 20 | ||
| segmentation_version: 3.11 | ||
| global: | ||
| beamformer_input: true | ||
| empirical_input: true | ||
| n_radios: 2 | ||
| nthetas: 65 | ||
| phase_input: true | ||
| rx_spacing_input: true | ||
| seed: 10 | ||
| logger: | ||
| log_every: 100 | ||
| name: wandb | ||
| plot_every: 15000 | ||
| project: 2024_nov22_single_paired_multi | ||
| model: | ||
| block: true | ||
| bn: true | ||
| depth: 4 | ||
| detach: true | ||
| dropout: 0.0 | ||
| hidden: 1024 | ||
| input_dropout: 0.3 | ||
| name: beamformer | ||
| norm: layer | ||
| optim: | ||
| amp: true | ||
| checkpoint_every: 5000 | ||
| device: cuda | ||
| direct_loss: false | ||
| dtype: torch.float32 | ||
| epochs: 30 | ||
| head_start: 0 | ||
| learning_rate: 0.002 | ||
| loss: mse | ||
| output: /home/mouse9911/gits/spf/nov28_checkpoints/single_checkpoints_inputdo0p3_sigma0p05_rerun_3p11 | ||
| resume_step: 0 | ||
| save_on: val/single_loss | ||
| scheduler_step: 7 | ||
| val_every: 10000 | ||
| weight_decay: 0.0 |
65 changes: 65 additions & 0 deletions
65
latest_configs/dec1_single_config_sigma0p05_rerun_3p31.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,65 @@ | ||
| datasets: | ||
| batch_size: 256 | ||
| empirical_data_fn: /home/mouse9911/gits/spf/empirical_dists/full.pkl | ||
| empirical_individual_radio: false | ||
| empirical_symmetry: true | ||
| flip: true | ||
| double_flip: false | ||
| precompute_cache: /mnt/4tb_ssd/precompute_cache_3p31/ | ||
| scatter: continuous | ||
| scatter_k: 21 | ||
| shuffle: true | ||
| sigma: 0.05 | ||
| skip_qc: true | ||
| snapshots_adjacent_stride: 1 | ||
| train_snapshots_per_session: 1 | ||
| val_snapshots_per_session: 1 | ||
| random_snapshot_size: False | ||
| snapshots_stride: 1 | ||
| train_paths: | ||
| - /mnt/4tb_ssd/nosig_data/train.txt | ||
| val_paths: | ||
| - /mnt/4tb_ssd/nosig_data/val.txt | ||
| val_holdout_fraction: 0.2 | ||
| val_subsample_fraction: 0.2 | ||
| workers: 20 | ||
| segmentation_version: 3.31 | ||
| global: | ||
| beamformer_input: true | ||
| empirical_input: true | ||
| n_radios: 2 | ||
| nthetas: 65 | ||
| phase_input: true | ||
| rx_spacing_input: true | ||
| seed: 10 | ||
| logger: | ||
| log_every: 100 | ||
| name: wandb | ||
| plot_every: 15000 | ||
| project: 2024_nov22_single_paired_multi | ||
| model: | ||
| block: true | ||
| bn: true | ||
| depth: 4 | ||
| detach: true | ||
| dropout: 0.0 | ||
| hidden: 1024 | ||
| input_dropout: 0.3 | ||
| name: beamformer | ||
| norm: layer | ||
| optim: | ||
| amp: true | ||
| checkpoint_every: 5000 | ||
| device: cuda | ||
| direct_loss: false | ||
| dtype: torch.float32 | ||
| epochs: 30 | ||
| head_start: 0 | ||
| learning_rate: 0.002 | ||
| loss: mse | ||
| output: /home/mouse9911/gits/spf/nov28_checkpoints/single_checkpoints_inputdo0p3_sigma0p05_rerun_3p31 | ||
| resume_step: 0 | ||
| save_on: val/single_loss | ||
| scheduler_step: 7 | ||
| val_every: 10000 | ||
| weight_decay: 0.0 |
68 changes: 68 additions & 0 deletions
68
latest_configs/dec1_single_config_sigma0p05_rerun_3p3_signal.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,68 @@ | ||
| datasets: | ||
| batch_size: 64 | ||
| empirical_data_fn: /home/mouse9911/gits/spf/empirical_dists/full.pkl | ||
| empirical_individual_radio: false | ||
| empirical_symmetry: true | ||
| flip: true | ||
| double_flip: false | ||
| precompute_cache: /mnt/4tb_ssd/precompute_cache_3p3/ | ||
| scatter: continuous | ||
| scatter_k: 21 | ||
| shuffle: true | ||
| sigma: 0.05 | ||
| skip_qc: true | ||
| snapshots_adjacent_stride: 1 | ||
| train_snapshots_per_session: 1 | ||
| val_snapshots_per_session: 1 | ||
| random_snapshot_size: False | ||
| snapshots_stride: 1 | ||
| train_paths: | ||
| - /mnt/4tb_ssd/nosig_data/train_fullpath.txt | ||
| val_paths: | ||
| - /mnt/4tb_ssd/nosig_data/val_fullpath.txt | ||
| val_holdout_fraction: 0.2 | ||
| val_subsample_fraction: 0.2 | ||
| workers: 8 | ||
| segmentation_version: 3.3 | ||
| global: | ||
| beamformer_input: true | ||
| empirical_input: true | ||
| n_radios: 2 | ||
| nthetas: 65 | ||
| phase_input: true | ||
| rx_spacing_input: true | ||
| signal_matrix_input: true | ||
| seed: 10 | ||
| logger: | ||
| log_every: 100 | ||
| name: wandb | ||
| plot_every: 15000 | ||
| project: 2024_nov22_single_paired_multi | ||
| model: | ||
| block: true | ||
| bn: true | ||
| depth: 4 | ||
| detach: true | ||
| dropout: 0.0 | ||
| hidden: 1024 | ||
| input_dropout: 0.3 | ||
| name: beamformer | ||
| norm: layer | ||
| signal_matrix_net: {} | ||
| windows_stats_net: {} | ||
| optim: | ||
| amp: true | ||
| checkpoint_every: 5000 | ||
| device: cuda | ||
| direct_loss: false | ||
| dtype: torch.float32 | ||
| epochs: 30 | ||
| head_start: 0 | ||
| learning_rate: 0.002 | ||
| loss: mse | ||
| output: /home/mouse9911/gits/spf/nov28_checkpoints/single_checkpoints_inputdo0p3_sigma0p05_rerun_3p3 | ||
| resume_step: 0 | ||
| save_on: val/single_loss | ||
| scheduler_step: 7 | ||
| val_every: 10000 | ||
| weight_decay: 0.0 |
67 changes: 67 additions & 0 deletions
67
latest_configs/dec1_single_config_sigma0p05_rerun_3p3_windows.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,67 @@ | ||
| datasets: | ||
| batch_size: 256 | ||
| empirical_data_fn: /home/mouse9911/gits/spf/empirical_dists/full.pkl | ||
| empirical_individual_radio: false | ||
| empirical_symmetry: true | ||
| flip: true | ||
| double_flip: false | ||
| precompute_cache: /mnt/4tb_ssd/precompute_cache_3p3/ | ||
| scatter: continuous | ||
| scatter_k: 21 | ||
| shuffle: true | ||
| sigma: 0.05 | ||
| skip_qc: true | ||
| snapshots_adjacent_stride: 1 | ||
| train_snapshots_per_session: 1 | ||
| val_snapshots_per_session: 1 | ||
| random_snapshot_size: False | ||
| snapshots_stride: 1 | ||
| train_paths: | ||
| - /mnt/4tb_ssd/nosig_data/train_fullpath.txt | ||
| val_paths: | ||
| - /mnt/4tb_ssd/nosig_data/val_fullpath.txt | ||
| val_holdout_fraction: 0.2 | ||
| val_subsample_fraction: 0.2 | ||
| workers: 8 | ||
| segmentation_version: 3.3 | ||
| global: | ||
| beamformer_input: true | ||
| empirical_input: true | ||
| n_radios: 2 | ||
| nthetas: 65 | ||
| phase_input: true | ||
| rx_spacing_input: true | ||
| signal_matrix_input: false | ||
| seed: 10 | ||
| logger: | ||
| log_every: 100 | ||
| name: wandb | ||
| plot_every: 15000 | ||
| project: 2024_nov22_single_paired_multi | ||
| model: | ||
| block: true | ||
| bn: true | ||
| depth: 4 | ||
| detach: true | ||
| dropout: 0.0 | ||
| hidden: 1024 | ||
| input_dropout: 0.3 | ||
| name: beamformer | ||
| norm: layer | ||
| windows_stats_net: {} | ||
| optim: | ||
| amp: true | ||
| checkpoint_every: 5000 | ||
| device: cuda | ||
| direct_loss: false | ||
| dtype: torch.float32 | ||
| epochs: 30 | ||
| head_start: 0 | ||
| learning_rate: 0.002 | ||
| loss: mse | ||
| output: /home/mouse9911/gits/spf/nov28_checkpoints/single_checkpoints_inputdo0p3_sigma0p05_rerun_3p3 | ||
| resume_step: 0 | ||
| save_on: val/single_loss | ||
| scheduler_step: 7 | ||
| val_every: 10000 | ||
| weight_decay: 0.0 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,75 @@ | ||
| datasets: | ||
| batch_size: 256 | ||
| empirical_data_fn: /home/mouse9911/gits/spf/empirical_dists/full.pkl | ||
| empirical_individual_radio: false | ||
| empirical_symmetry: true | ||
| flip: false | ||
| double_flip: True | ||
| precompute_cache: /mnt/4tb_ssd/precompute_cache_new/ | ||
| scatter: continuous | ||
| scatter_k: 21 | ||
| shuffle: true | ||
| sigma: 0.05 | ||
| skip_qc: true | ||
| snapshots_adjacent_stride: 1 | ||
| train_snapshots_per_session: 1 | ||
| val_snapshots_per_session: 1 | ||
| random_snapshot_size: False | ||
| snapshots_stride: 1 | ||
| train_paths: | ||
| - /mnt/4tb_ssd/nosig_data/train.txt | ||
| val_paths: | ||
| - /mnt/4tb_ssd/nosig_data/val.txt | ||
| val_holdout_fraction: 0.2 | ||
| val_subsample_fraction: 0.2 | ||
| workers: 20 | ||
| segmentation_version: 3.2 | ||
| global: | ||
| beamformer_input: true | ||
| empirical_input: true | ||
| n_radios: 2 | ||
| nthetas: 65 | ||
| phase_input: true | ||
| rx_spacing_input: true | ||
| seed: 10 | ||
| logger: | ||
| log_every: 100 | ||
| name: wandb | ||
| plot_every: 15000 | ||
| project: 2024_nov22_single_paired_multi | ||
| model: | ||
| block: true | ||
| bn: true | ||
| depth: 4 | ||
| detach: true | ||
| dropout: 0.0 | ||
| hidden: 1024 | ||
| load_single: true | ||
| name: pairedbeamformer | ||
| norm: layer | ||
| single: | ||
| block: true | ||
| bn: true | ||
| depth: 4 | ||
| detach: true | ||
| dropout: 0.0 | ||
| hidden: 1024 | ||
| input_dropout: 0.3 | ||
| norm: layer | ||
| optim: | ||
| amp: true | ||
| checkpoint: /home/mouse9911/gits/spf/nov28_checkpoints/single_checkpoints_inputdo0p3_sigma0p05_rerun/best.pth | ||
| checkpoint_every: 5000 | ||
| device: cuda | ||
| direct_loss: false | ||
| dtype: torch.float32 | ||
| epochs: 60 | ||
| head_start: 0 | ||
| learning_rate: 0.0002 | ||
| loss: mse | ||
| output: /home/mouse9911/gits/spf/nov28_checkpoints/paired_checkpoints_inputdo0p3_sigma0p05_rerun | ||
| resume_step: 0 | ||
| save_on: val/paired_loss | ||
| scheduler_step: 6 | ||
| val_every: 10000 | ||
| weight_decay: 0.0 |
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