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# Extend or contribute with a custom domain generalization model | ||
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## External extension by implementing your custom models | ||
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Look at this example | ||
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```shell | ||
python main_out.py --te_d=caltech --task=mini_vlcs --debug --bs=2 --apath=examples/models/demo_custom_model.py --model=custom --nname_argna2val my_custom_arg_name --nname_argna2val alexnet | ||
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python main_out.py --te_d=caltech --task=mini_vlcs --debug --bs=2 --apath=examples/models/demo_custom_model.py --model=custom --npath_argna2val my_custom_arg_name --npath_argna2val examples/nets/resnet.py | ||
``` | ||
## Software Architecture and Design | ||
![Design Diagram](libDG.svg) | ||
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where the example python file corresponding to `--apath` defines a model which contains several modules that can be customized to different neural networks via `--npath_argna2val` if the neural network is specified in a python file | ||
or `nname_argna2val` if the neural network is already implemented. | ||
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## Code structure | ||
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# Software Architecture and Design | ||
![Design Diagram](libDG.svg) | ||
domainlab/ | ||
├── algos | ||
│ ├── a_algo_builder.py | ||
│ ├── builder_api_model.py | ||
│ ├── builder_custom.py | ||
│ ├── builder_dann.py | ||
│ ├── builder_diva.py | ||
│ ├── builder_erm.py | ||
│ ├── builder_hduva.py | ||
│ ├── builder_jigen1.py | ||
│ ├── __init__.py | ||
│ ├── msels | ||
│ ├── observers | ||
│ ├── trainers | ||
│ ├── utils.py | ||
│ └── zoo_algos.py | ||
├── arg_parser.py | ||
├── cli.py | ||
├── compos | ||
│ ├── a_nn_builder.py | ||
│ ├── builder_nn_alex.py | ||
│ ├── builder_nn_conv_bn_relu_2.py | ||
│ ├── builder_nn_external_from_file.py | ||
│ ├── __init__.py | ||
│ ├── nn_zoo | ||
│ ├── pcr | ||
│ ├── utils_conv_get_flat_dim.py | ||
│ ├── vae | ||
│ └── zoo_nn.py | ||
├── dsets | ||
│ ├── a_dset_mnist_color_rgb_solo.py | ||
│ ├── dset_img_path_list.py | ||
│ ├── dset_mnist_color_solo_default.py | ||
│ ├── dset_poly_domains_mnist_color_default.py | ||
│ ├── dset_subfolder.py | ||
│ ├── __init__.py | ||
│ ├── utils_color_palette.py | ||
│ ├── utils_data.py | ||
│ └── utils_wrapdset_patches.py | ||
├── exp | ||
│ ├── exp_cuda_seed.py | ||
│ ├── exp_main.py | ||
│ ├── exp_utils.py | ||
│ └── __init__.py | ||
├── exp_protocol | ||
│ ├── aggregate_results.py | ||
│ ├── benchmark.smk | ||
│ ├── __init__.py | ||
│ └── run_experiment.py | ||
├── __init__.py | ||
├── mk_exp.py | ||
├── models | ||
│ ├── a_model_classif.py | ||
│ ├── a_model.py | ||
│ ├── args_jigen.py | ||
│ ├── args_vae.py | ||
│ ├── __init__.py | ||
│ ├── interface_vae_xyd.py | ||
│ ├── model_custom.py | ||
│ ├── model_dann.py | ||
│ ├── model_diva.py | ||
│ ├── model_erm.py | ||
│ ├── model_hduva.py | ||
│ ├── model_jigen.py | ||
│ └── model_vae_xyd_classif.py | ||
├── tasks | ||
│ ├── a_task_classif.py | ||
│ ├── a_task.py | ||
│ ├── b_task_classif.py | ||
│ ├── b_task.py | ||
│ ├── __init__.py | ||
│ ├── task_dset.py | ||
│ ├── task_folder_mk.py | ||
│ ├── task_folder.py | ||
│ ├── task_mini_vlcs.py | ||
│ ├── task_mnist_color.py | ||
│ ├── task_pathlist.py | ||
│ ├── task_utils.py | ||
│ ├── utils_task_dset.py | ||
│ ├── utils_task.py | ||
│ └── zoo_tasks.py | ||
├── utils | ||
│ ├── flows_gen_img_model.py | ||
│ ├── generate_benchmark_plots.py | ||
│ ├── get_git_tag.py | ||
│ ├── hyperparameter_gridsearch.py | ||
│ ├── hyperparameter_sampling.py | ||
│ ├── __init__.py | ||
│ ├── logger.py | ||
│ ├── override_interface.py | ||
│ ├── perf_metrics.py | ||
│ ├── perf.py | ||
│ ├── sanity_check.py | ||
│ ├── test_img.py | ||
│ ├── u_import_net_module.py | ||
│ ├── u_import.py | ||
│ ├── utils_classif.py | ||
│ ├── utils_class.py | ||
│ ├── utils_cuda.py | ||
│ └── utils_img_sav.py | ||
└── zdata | ||
├── mixed_codec | ||
├── pacs_mini_10 | ||
├── pacs_split | ||
├── patches_permutation4jigsaw | ||
├── script | ||
├── vlcs_mini | ||
└── ztest_files |