diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 6b6401260..fc0ff8a62 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -2,11 +2,10 @@ name: CI on: push: - branches: fbopt + branches: mhof_dev_merge pull_request: - branches: fbopt + branches: mhof_dev_merge workflow_dispatch: - jobs: test: name: Run tests @@ -44,6 +43,12 @@ jobs: - name: check if readme yaml works run: rm -r zoutput && python main_out.py -c ./examples/conf/vlcs_diva_mldg_dial.yaml - name: test if examples in markdown works - run: bash -x -v ci_run_examples.sh + run: bash -x -v scripts/ci_run_examples.sh - name: test if benchmark works - run: pip install snakemake==7.32.0 && pip install pulp==2.7.0 && sed -i '1s/^/#!\/bin\/bash -x -v\n/' run_benchmark_standalone.sh && bash -x -v run_benchmark_standalone.sh examples/benchmark/demo_shared_hyper_grid.yaml && cat zoutput/benchmarks/mnist_benchmark_grid/hyperparameters.csv && cat zoutput/benchmarks/mnist_benchmark_grid/results.csv + run: | + pip install snakemake==7.32.0 && pip install pulp==2.7.0 + echo "insert a shebang line (#!/bin/bash -x -v) at the beginning of the bash script" + sed -i '1s/^/#!\/bin\/bash -x -v\n/' run_benchmark_standalone.sh + bash -x -v run_benchmark_standalone.sh examples/benchmark/demo_shared_hyper_grid.yaml + cat zoutput/benchmarks/mnist_benchmark_grid/hyperparameters.csv + cat zoutput/benchmarks/mnist_benchmark_grid/results.csv diff --git a/.gitignore b/.gitignore index edfe19c37..a351b31fe 100644 --- a/.gitignore +++ b/.gitignore @@ -1,7 +1,13 @@ .ropeproject -./zdpath -./zoutput +/zdpath +/zoutput tests/__pycache__/ *.pyc .vscode/ -data/pacs +domainlab/zdata/pacs +/data/ +/.snakemake/ +/dist +/domainlab.egg-info +/runs +/slurm_errors.txt \ No newline at end of file diff --git a/README.md b/README.md index ccedf4048..e16d02681 100644 --- a/README.md +++ b/README.md @@ -1,19 +1,141 @@ -# M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling +# DomainLab: modular python package for training domain invariant neural networks -Source: https://arxiv.org/pdf/2403.13728.pdf +![GH Actions CI ](https://github.com/marrlab/DomainLab/actions/workflows/ci.yml/badge.svg?branch=master) +[![codecov](https://codecov.io/gh/marrlab/DomainLab/branch/master/graph/badge.svg)](https://app.codecov.io/gh/marrlab/DomainLab) +[![Codacy Badge](https://app.codacy.com/project/badge/Grade/bc22a1f9afb742efb02b87284e04dc86)](https://www.codacy.com/gh/marrlab/DomainLab/dashboard) +[![Documentation](https://img.shields.io/badge/Documentation-Here)](https://marrlab.github.io/DomainLab/) +[![pages-build-deployment](https://github.com/marrlab/DomainLab/actions/workflows/pages/pages-build-deployment/badge.svg)](https://github.com/marrlab/DomainLab/actions/workflows/pages/pages-build-deployment) + +## Distribution shifts, domain generalization and DomainLab + +Neural networks trained using data from a specific distribution (domain) usually fail to generalize to novel distributions (domains). Domain generalization aims at learning domain invariant features by utilizing data from multiple domains (data sites, cohorts, batches, vendors) so the learned feature can be generalized to new unseen domains (distributions). + +DomainLab is a software platform with state-of-the-art domain generalization algorithms implemented and designed by maximal decoupling of different software components thus enhancing maximal code reuse. + +### DomainLab +DomainLab decouples the following concepts or objects: +- task $M$: In DomainLab, a task is a container for datasets from different domains. (e.g. from distribution $D_1$ and $D_2$). The task offers a static protocol to evaluate the generalization performance of a neural network: which dataset(s) is used for training, and which dataset(s) is used for testing. +- neural network: a map $\phi$ from the input data to the feature space and a map $\varphi$ from the feature space to output $\hat{y}$ (e.g. decision variable). +- model: structural risk in the form of $\ell() + \mu R()$ where + - $\ell(Y, \hat{y}=\varphi(\phi(X)))$ is the task-specific empirical loss (e.g. cross entropy for classification task). + - $R(\phi(X))$ is the penalty loss to boost domain invariant feature extraction using $\phi$. + - $\mu$ is the corresponding multiplier to each penalty function factor. +- trainer: an object that guides the data flow to model and append further domain invariant losses +like inter-domain feature alignment. + +We offer detailed documentation on how these models and trainers work on our documentation page: https://marrlab.github.io/DomainLab/ + +DomainLab makes it possible to combine models with models, trainers with models, and trainers with trainers in a decorator pattern like the line of code below + +``` +Trainer A( + Trainer B(Model C( + Model D(network E), + network E, + network F + ) + ) + ) +``` + +which correspond to $\ell() + \mu_a R_a() + \mu_b R_b + \mu_c R_c() + \mu_d R_d()$, where Model C and Model D share neural network E, but Model C has an extra neural network F. All models share the same neural network for feature extraction, but can have different auxiliary networks for $R()$. + +
+
+ +
+
+ +## Getting started + +### Installation +For the development version in Github, see [Installation and Dependencies handling](./docs/doc_install.md) + +We also offer a PyPI version here https://pypi.org/project/domainlab/ which one could install via `pip install domainlab` and it is recommended to create a virtual environment for it. + +### Task specification +We offer various ways for the user to specify a scenario to evaluate the generalization performance via training on a limited number of datasets. See detail in +[Task Specification](./docs/doc_tasks.md) + +### Example and usage +#### Available arguments for commandline + +The following command tells which arguments/hyperparameters/multipliers are available to be set by the user and which model they are associated with + +```shell +python main_out.py --help +``` + +or + +``` +domainlab --help +``` + +#### Command line configuration file + +`domainlab -c ./examples/conf/vlcs_diva_mldg_dial.yaml` (if you install via pip) + +or if you clone this the code repository for DomainLab + +`python main_out.py -c ./examples/conf/vlcs_diva_mldg_dial.yaml` + +where the configuration file below can be downloaded [here](https://raw.githubusercontent.com/marrlab/DomainLab/master/examples/conf/vlcs_diva_mldg_dial.yaml) +``` +te_d: caltech # domain name of test domain +tpath: examples/tasks/task_vlcs.py # python file path to specify the task +bs: 2 # batch size +model: dann_diva # combine model DANN with DIVA +epos: 1 # number of epochs +trainer: mldg_dial # combine trainer MLDG and DIAL +gamma_y: 700000.0 # hyperparameter of diva +gamma_d: 100000.0 # hyperparameter of diva +npath: examples/nets/resnet.py # neural network for class classification +npath_dom: examples/nets/resnet.py # neural network for domain classification +``` +See details in [Command line usage](./docs/doc_usage_cmd.md) + +#### or Programm against DomainLab API + +See example here: [Transformer as feature extractor, decorate JIGEN with DANN, training using MLDG decorated by DIAL](https://github.com/marrlab/DomainLab/blob/master/examples/api/jigen_dann_transformer.py) + + +### Benchmark different methods +DomainLab provides a powerful benchmark functionality. +To benchmark several algorithms(combination of neural networks, models, trainers and associated hyperparameters), a single line command along with a benchmark configuration files is sufficient. See details in [benchmarks documentation and tutorial](./docs/doc_benchmark.md) + +One could simply run +`bash run_benchmark_slurm.sh your_benchmark_configuration.yaml` to launch different experiments with specified configuraiton. + + +For example, the following result (without any augmentation like flip) is for PACS dataset using ResNet. The reader should note that using different neural network, whether pre-trained or not, what kind of preprocessinga and augmentation to use can lead to very different result distributions, which is one of the features DomainLab provide: the above factors get decoupled in DomainLab. + +
+
+ +
+
Benchmark results plot generated from DomainLab, where each rectangle represent one model trainer combination, each bar inside the rectangle represent a unique hyperparameter index associated with that method combination, each dot represent a random seeds.
+
+
+
+ + +### Citation + +Source: https://arxiv.org/pdf/2403.14356.pdf Citation: ```bibtex -@misc{sun2024m, - title={M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling}, - author={Sun, Xudong and Chen, Nutan and Gossmann, Alexej and Xing, Yu and Dorigatt, Emilio and Drost, Felix and Feistner, Carla and Scarcella, Daniele and Beer, Lisa and Marr, Carsten}, - journal={https://arxiv.org/pdf/2403.13728.pdf}, - number={2403.13728}, - year={2024}, - publisher={https://arxiv.org/pdf/2403.13728.pdf} +@misc{sun2024domainlab, + title={DomainLab: A modular Python package for domain generalization in deep learning}, + author={Sun, Xudong and Feistner, Carla and Gossmann, Alexej and Schwarz, George and Umer, Rao Muhammad and Beer, Lisa and Rockenschaub, Patrick and Shrestha, Rahul Babu and Gruber, Armin and Chen, Nutan and others}, + journal={https://arxiv.org/pdf/2403.14356.pdf}, + year={2024} } ``` +# M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling +Source: https://arxiv.org/pdf/2403.13728.pdf M-HOF-Opt is implemented in [DomainLab](https://github.com/marrlab/DomainLab). If you meet any problems, feel free to report them at https://github.com/marrlab/DomainLab/issues @@ -67,3 +189,15 @@ bash script_generate_all_figures_diva.sh ``` The resulting figures will be stored in the directory `figures_diva`, which can be changed by editing the top of the [script_generate_all_figures_diva.sh](https://github.com/marrlab/DomainLab/blob/mhof/script_generate_all_figures_diva.sh) file if needed. + +Citation: +```bibtex +@misc{sun2024m, + title={M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling}, + author={Sun, Xudong and Chen, Nutan and Gossmann, Alexej and Xing, Yu and Dorigatt, Emilio and Drost, Felix and Feistner, Carla and Scarcella, Daniele and Beer, Lisa and Marr, Carsten}, + journal={https://arxiv.org/pdf/2403.13728.pdf}, + number={2403.13728}, + year={2024}, + publisher={https://arxiv.org/pdf/2403.13728.pdf} +} +``` \ No newline at end of file diff --git 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--- a/data/pacs_mini_10/run_with_bash_copy_files_according2txt.sh +++ /dev/null @@ -1,26 +0,0 @@ -#!/bin/bash -input=$1 -path=$2 - -# test string array works -sentence="this is a story" -stringarray=($sentence) -echo "${stringarray[0]}" - -while IFS= read -r line -do - echo "$line" - stringarray=($line) - echo "${stringarray[0]}" - relativepath=${stringarray[0]} - fullpath="$path/$relativepath" - echo "fullpath is $fullpath" - newpath="$3/$relativepath" - echo "newpath is $newpath" - newpath2=`dirname "$newpath"` - echo "newpath2 is $newpath2" - mkdir -p "$newpath2" - cp "$fullpath" "$newpath2" - # cp "$fullpath" --parent "$3" - -done < "$input" diff --git a/data/pacs_mini_10/sketch/dog/5302.png b/data/pacs_mini_10/sketch/dog/5302.png deleted file mode 100644 index 3ec54e87b..000000000 Binary files a/data/pacs_mini_10/sketch/dog/5302.png and /dev/null differ diff --git a/data/pacs_mini_10/sketch/dog/5317.png b/data/pacs_mini_10/sketch/dog/5317.png deleted file mode 100644 index 8e6434ab4..000000000 Binary files a/data/pacs_mini_10/sketch/dog/5317.png and /dev/null differ diff --git a/data/pacs_mini_10/sketch/dog/n02103406_3255-6.png b/data/pacs_mini_10/sketch/dog/n02103406_3255-6.png deleted file mode 100644 index 2921bfe54..000000000 Binary files a/data/pacs_mini_10/sketch/dog/n02103406_3255-6.png and /dev/null differ diff --git a/data/pacs_mini_10/sketch/elephant/5981.png b/data/pacs_mini_10/sketch/elephant/5981.png deleted file mode 100644 index 22562d022..000000000 Binary files a/data/pacs_mini_10/sketch/elephant/5981.png and /dev/null differ diff --git a/data/pacs_mini_10/sketch/elephant/n02503517_12688-4.png b/data/pacs_mini_10/sketch/elephant/n02503517_12688-4.png deleted file mode 100644 index 2bdebdc11..000000000 Binary files a/data/pacs_mini_10/sketch/elephant/n02503517_12688-4.png and /dev/null differ diff --git a/data/pacs_mini_10/sketch/giraffe/n02439033_13384-2.png b/data/pacs_mini_10/sketch/giraffe/n02439033_13384-2.png deleted file mode 100644 index 81ac8d66e..000000000 Binary files a/data/pacs_mini_10/sketch/giraffe/n02439033_13384-2.png and /dev/null differ diff --git a/data/pacs_mini_10/sketch/guitar/n02676566_8618-2.png b/data/pacs_mini_10/sketch/guitar/n02676566_8618-2.png deleted file mode 100644 index be920f071..000000000 Binary files a/data/pacs_mini_10/sketch/guitar/n02676566_8618-2.png and /dev/null differ diff --git a/data/pacs_mini_10/sketch/guitar/n03467517_6423-3.png b/data/pacs_mini_10/sketch/guitar/n03467517_6423-3.png deleted file mode 100644 index 7bfd45e84..000000000 Binary files a/data/pacs_mini_10/sketch/guitar/n03467517_6423-3.png and /dev/null differ diff --git a/data/pacs_mini_10/sketch/horse/n02374451_779-1.png b/data/pacs_mini_10/sketch/horse/n02374451_779-1.png deleted file mode 100644 index 1c09e0754..000000000 Binary files a/data/pacs_mini_10/sketch/horse/n02374451_779-1.png and /dev/null differ diff --git a/data/pacs_mini_10/sketch/house/8873.png b/data/pacs_mini_10/sketch/house/8873.png deleted file mode 100644 index 6645def94..000000000 Binary files a/data/pacs_mini_10/sketch/house/8873.png and /dev/null differ diff --git a/data/pacs_split/art_painting_10.txt b/data/pacs_split/art_painting_10.txt deleted file mode 100644 index 77f7627a2..000000000 --- a/data/pacs_split/art_painting_10.txt +++ /dev/null @@ -1,10 +0,0 @@ -art_painting/person/pic_199.jpg 7 -art_painting/person/pic_497.jpg 7 -art_painting/guitar/pic_020.jpg 4 -art_painting/dog/pic_195.jpg 1 -art_painting/guitar/pic_182.jpg 4 -art_painting/giraffe/pic_243.jpg 3 -art_painting/elephant/pic_026.jpg 2 -art_painting/dog/pic_304.jpg 1 -art_painting/horse/pic_142.jpg 5 -art_painting/person/pic_165.jpg 7 diff --git a/data/pacs_split/art_painting_100.txt b/data/pacs_split/art_painting_100.txt deleted file mode 100644 index 7da95eda1..000000000 --- a/data/pacs_split/art_painting_100.txt +++ /dev/null @@ -1,100 +0,0 @@ -art_painting/dog/pic_289.jpg 1 -art_painting/person/pic_460.jpg 7 -art_painting/horse/pic_073.jpg 5 -art_painting/horse/pic_108.jpg 5 -art_painting/dog/pic_324.jpg 1 -art_painting/elephant/pic_053.jpg 2 -art_painting/horse/pic_174.jpg 5 -art_painting/giraffe/pic_035.jpg 3 -art_painting/horse/pic_223.jpg 5 -art_painting/person/pic_387.jpg 7 -art_painting/dog/pic_196.jpg 1 -art_painting/horse/pic_171.jpg 5 -art_painting/person/pic_184.jpg 7 -art_painting/dog/pic_146.jpg 1 -art_painting/dog/pic_002.jpg 1 -art_painting/dog/pic_121.jpg 1 -art_painting/dog/pic_180.jpg 1 -art_painting/giraffe/pic_192.jpg 3 -art_painting/giraffe/pic_236.jpg 3 -art_painting/house/pic_306.jpg 6 -art_painting/person/pic_089.jpg 7 -art_painting/dog/pic_212.jpg 1 -art_painting/dog/pic_387.jpg 1 -art_painting/person/pic_214.jpg 7 -art_painting/elephant/pic_240.jpg 2 -art_painting/guitar/pic_064.jpg 4 -art_painting/elephant/pic_218.jpg 2 -art_painting/guitar/pic_011.jpg 4 -art_painting/horse/pic_151.jpg 5 -art_painting/house/pic_301.jpg 6 -art_painting/elephant/pic_193.jpg 2 -art_painting/dog/pic_117.jpg 1 -art_painting/person/pic_171.jpg 7 -art_painting/person/pic_143.jpg 7 -art_painting/house/pic_125.jpg 6 -art_painting/house/pic_044.jpg 6 -art_painting/dog/pic_077.jpg 1 -art_painting/person/pic_132.jpg 7 -art_painting/dog/pic_150.jpg 1 -art_painting/dog/pic_268.jpg 1 -art_painting/house/pic_207.jpg 6 -art_painting/guitar/pic_189.jpg 4 -art_painting/dog/pic_183.jpg 1 -art_painting/elephant/pic_164.jpg 2 -art_painting/guitar/pic_035.jpg 4 -art_painting/giraffe/pic_259.jpg 3 -art_painting/giraffe/pic_119.jpg 3 -art_painting/elephant/pic_098.jpg 2 -art_painting/horse/pic_160.jpg 5 -art_painting/giraffe/pic_204.jpg 3 -art_painting/horse/pic_196.jpg 5 -art_painting/giraffe/pic_046.jpg 3 -art_painting/dog/pic_245.jpg 1 -art_painting/horse/pic_083.jpg 5 -art_painting/house/pic_131.jpg 6 -art_painting/dog/pic_388.jpg 1 -art_painting/horse/pic_050.jpg 5 -art_painting/house/pic_171.jpg 6 -art_painting/elephant/pic_041.jpg 2 -art_painting/person/pic_108.jpg 7 -art_painting/guitar/pic_113.jpg 4 -art_painting/dog/pic_244.jpg 1 -art_painting/person/pic_111.jpg 7 -art_painting/horse/pic_081.jpg 5 -art_painting/dog/pic_186.jpg 1 -art_painting/dog/pic_258.jpg 1 -art_painting/house/pic_156.jpg 6 -art_painting/horse/pic_062.jpg 5 -art_painting/guitar/pic_085.jpg 4 -art_painting/dog/pic_090.jpg 1 -art_painting/person/pic_228.jpg 7 -art_painting/horse/pic_154.jpg 5 -art_painting/dog/pic_299.jpg 1 -art_painting/person/pic_510.jpg 7 -art_painting/person/pic_468.jpg 7 -art_painting/horse/pic_222.jpg 5 -art_painting/guitar/pic_104.jpg 4 -art_painting/giraffe/pic_015.jpg 3 -art_painting/person/pic_256.jpg 7 -art_painting/giraffe/pic_171.jpg 3 -art_painting/horse/pic_107.jpg 5 -art_painting/horse/pic_225.jpg 5 -art_painting/elephant/pic_102.jpg 2 -art_painting/guitar/pic_155.jpg 4 -art_painting/elephant/pic_144.jpg 2 -art_painting/giraffe/pic_058.jpg 3 -art_painting/person/pic_356.jpg 7 -art_painting/guitar/pic_136.jpg 4 -art_painting/person/pic_572.jpg 7 -art_painting/house/pic_104.jpg 6 -art_painting/elephant/pic_210.jpg 2 -art_painting/house/pic_346.jpg 6 -art_painting/dog/pic_246.jpg 1 -art_painting/dog/pic_024.jpg 1 -art_painting/elephant/pic_221.jpg 2 -art_painting/person/pic_145.jpg 7 -art_painting/person/pic_042.jpg 7 -art_painting/house/pic_116.jpg 6 -art_painting/house/pic_198.jpg 6 -art_painting/person/pic_342.jpg 7 diff --git a/data/pacs_split/art_painting_crossval_kfold.txt b/data/pacs_split/art_painting_crossval_kfold.txt deleted file mode 100644 index 61b3f44e1..000000000 --- a/data/pacs_split/art_painting_crossval_kfold.txt +++ /dev/null @@ -1,208 +0,0 @@ -art_painting/dog/pic_225.jpg 0 -art_painting/dog/pic_248.jpg 1 -art_painting/dog/pic_306.jpg 1 -art_painting/dog/pic_241.jpg 1 -art_painting/dog/pic_219.jpg 1 -art_painting/dog/pic_252.jpg 1 -art_painting/dog/pic_309.jpg 1 -art_painting/dog/pic_255.jpg 1 -art_painting/dog/pic_310.jpg 1 -art_painting/dog/pic_247.jpg 1 -art_painting/dog/pic_236.jpg 1 -art_painting/dog/pic_242.jpg 1 -art_painting/dog/pic_257.jpg 1 -art_painting/dog/pic_314.jpg 1 -art_painting/dog/pic_317.jpg 1 -art_painting/dog/pic_315.jpg 1 -art_painting/dog/pic_248.jpg 1 -art_painting/dog/pic_250.jpg 1 -art_painting/dog/pic_282.jpg 1 -art_painting/dog/pic_260.jpg 1 -art_painting/dog/pic_316.jpg 1 -art_painting/dog/pic_305.jpg 1 -art_painting/dog/pic_300.jpg 1 -art_painting/dog/pic_365.jpg 1 -art_painting/dog/pic_296.jpg 1 -art_painting/dog/pic_301.jpg 1 -art_painting/dog/pic_298.jpg 1 -art_painting/dog/pic_291.jpg 1 -art_painting/dog/pic_313.jpg 1 -art_painting/dog/pic_311.jpg 1 -art_painting/dog/pic_312.jpg 1 -art_painting/dog/pic_308.jpg 1 -art_painting/dog/pic_329.jpg 1 -art_painting/dog/pic_322.jpg 1 -art_painting/dog/pic_323.jpg 1 -art_painting/dog/pic_330.jpg 1 -art_painting/dog/pic_371.jpg 1 -art_painting/dog/pic_339.jpg 1 -art_painting/elephant/pic_243.jpg 2 -art_painting/elephant/pic_154.jpg 2 -art_painting/elephant/pic_239.jpg 2 -art_painting/elephant/pic_156.jpg 2 -art_painting/elephant/pic_167.jpg 2 -art_painting/elephant/pic_168.jpg 2 -art_painting/elephant/pic_162.jpg 2 -art_painting/elephant/pic_161.jpg 2 -art_painting/elephant/pic_159.jpg 2 -art_painting/elephant/pic_160.jpg 2 -art_painting/elephant/pic_158.jpg 2 -art_painting/elephant/pic_157.jpg 2 -art_painting/elephant/pic_166.jpg 2 -art_painting/elephant/pic_171.jpg 2 -art_painting/elephant/pic_169.jpg 2 -art_painting/elephant/pic_170.jpg 2 -art_painting/elephant/pic_176.jpg 2 -art_painting/elephant/pic_175.jpg 2 -art_painting/elephant/pic_173.jpg 2 -art_painting/elephant/pic_172.jpg 2 -art_painting/elephant/pic_082.jpg 2 -art_painting/elephant/pic_081.jpg 2 -art_painting/elephant/pic_080.jpg 2 -art_painting/elephant/pic_078.jpg 2 -art_painting/elephant/pic_079.jpg 2 -art_painting/elephant/pic_093.jpg 2 -art_painting/giraffe/pic_134.jpg 3 -art_painting/giraffe/pic_129.jpg 3 -art_painting/giraffe/pic_127.jpg 3 -art_painting/giraffe/pic_151.jpg 3 -art_painting/giraffe/pic_131.jpg 3 -art_painting/giraffe/pic_158.jpg 3 -art_painting/giraffe/pic_144.jpg 3 -art_painting/giraffe/pic_238.jpg 3 -art_painting/giraffe/pic_222.jpg 3 -art_painting/giraffe/pic_185.jpg 3 -art_painting/giraffe/pic_160.jpg 3 -art_painting/giraffe/pic_155.jpg 3 -art_painting/giraffe/pic_209.jpg 3 -art_painting/giraffe/pic_228.jpg 3 -art_painting/giraffe/pic_169.jpg 3 -art_painting/giraffe/pic_198.jpg 3 -art_painting/giraffe/pic_145.jpg 3 -art_painting/giraffe/pic_273.jpg 3 -art_painting/giraffe/pic_303.jpg 3 -art_painting/giraffe/pic_284.jpg 3 -art_painting/giraffe/pic_302.jpg 3 -art_painting/giraffe/pic_286.jpg 3 -art_painting/giraffe/pic_287.jpg 3 -art_painting/giraffe/pic_301.jpg 3 -art_painting/giraffe/pic_295.jpg 3 -art_painting/giraffe/pic_296.jpg 3 -art_painting/giraffe/pic_311.jpg 3 -art_painting/giraffe/pic_309.jpg 3 -art_painting/giraffe/pic_310.jpg 3 -art_painting/guitar/pic_125.jpg 4 -art_painting/guitar/pic_124.jpg 4 -art_painting/guitar/pic_179.jpg 4 -art_painting/guitar/pic_147.jpg 4 -art_painting/guitar/pic_146.jpg 4 -art_painting/guitar/pic_183.jpg 4 -art_painting/guitar/pic_126.jpg 4 -art_painting/guitar/pic_172.jpg 4 -art_painting/guitar/pic_137.jpg 4 -art_painting/guitar/pic_180.jpg 4 -art_painting/guitar/pic_150.jpg 4 -art_painting/guitar/pic_176.jpg 4 -art_painting/guitar/pic_187.jpg 4 -art_painting/guitar/pic_186.jpg 4 -art_painting/guitar/pic_184.jpg 4 -art_painting/guitar/pic_174.jpg 4 -art_painting/guitar/pic_165.jpg 4 -art_painting/guitar/pic_161.jpg 4 -art_painting/guitar/pic_162.jpg 4 -art_painting/horse/pic_034.jpg 5 -art_painting/horse/pic_040.jpg 5 -art_painting/horse/pic_039.jpg 5 -art_painting/horse/pic_042.jpg 5 -art_painting/horse/pic_028.jpg 5 -art_painting/horse/pic_037.jpg 5 -art_painting/horse/pic_041.jpg 5 -art_painting/horse/pic_033.jpg 5 -art_painting/horse/pic_038.jpg 5 -art_painting/horse/pic_025.jpg 5 -art_painting/horse/pic_023.jpg 5 -art_painting/horse/pic_045.jpg 5 -art_painting/horse/pic_030.jpg 5 -art_painting/horse/pic_043.jpg 5 -art_painting/horse/pic_021.jpg 5 -art_painting/horse/pic_026.jpg 5 -art_painting/horse/pic_046.jpg 5 -art_painting/horse/pic_001.jpg 5 -art_painting/horse/pic_002.jpg 5 -art_painting/horse/pic_003.jpg 5 -art_painting/horse/pic_004.jpg 5 -art_painting/house/pic_313.jpg 6 -art_painting/house/pic_169.jpg 6 -art_painting/house/pic_168.jpg 6 -art_painting/house/pic_308.jpg 6 -art_painting/house/pic_167.jpg 6 -art_painting/house/pic_310.jpg 6 -art_painting/house/pic_314.jpg 6 -art_painting/house/pic_170.jpg 6 -art_painting/house/pic_316.jpg 6 -art_painting/house/pic_175.jpg 6 -art_painting/house/pic_173.jpg 6 -art_painting/house/pic_322.jpg 6 -art_painting/house/pic_321.jpg 6 -art_painting/house/pic_320.jpg 6 -art_painting/house/pic_178.jpg 6 -art_painting/house/pic_331.jpg 6 -art_painting/house/pic_001.jpg 6 -art_painting/house/pic_002.jpg 6 -art_painting/house/pic_003.jpg 6 -art_painting/house/pic_004.jpg 6 -art_painting/house/pic_005.jpg 6 -art_painting/house/pic_006.jpg 6 -art_painting/house/pic_007.jpg 6 -art_painting/house/pic_008.jpg 6 -art_painting/house/pic_009.jpg 6 -art_painting/house/pic_010.jpg 6 -art_painting/house/pic_011.jpg 6 -art_painting/house/pic_013.jpg 6 -art_painting/house/pic_015.jpg 6 -art_painting/house/pic_030.jpg 6 -art_painting/person/pic_280.jpg 7 -art_painting/person/pic_278.jpg 7 -art_painting/person/pic_277.jpg 7 -art_painting/person/pic_276.jpg 7 -art_painting/person/pic_275.jpg 7 -art_painting/person/pic_273.jpg 7 -art_painting/person/pic_284.jpg 7 -art_painting/person/pic_283.jpg 7 -art_painting/person/pic_281.jpg 7 -art_painting/person/pic_282.jpg 7 -art_painting/person/pic_285.jpg 7 -art_painting/person/pic_269.jpg 7 -art_painting/person/pic_297.jpg 7 -art_painting/person/pic_298.jpg 7 -art_painting/person/pic_296.jpg 7 -art_painting/person/pic_295.jpg 7 -art_painting/person/pic_134.jpg 7 -art_painting/person/pic_133.jpg 7 -art_painting/person/pic_135.jpg 7 -art_painting/person/pic_310.jpg 7 -art_painting/person/pic_141.jpg 7 -art_painting/person/pic_001.jpg 7 -art_painting/person/pic_002.jpg 7 -art_painting/person/pic_003.jpg 7 -art_painting/person/pic_004.jpg 7 -art_painting/person/pic_005.jpg 7 -art_painting/person/pic_048.jpg 7 -art_painting/person/pic_050.jpg 7 -art_painting/person/pic_052.jpg 7 -art_painting/person/pic_055.jpg 7 -art_painting/person/pic_056.jpg 7 -art_painting/person/pic_065.jpg 7 -art_painting/person/pic_331.jpg 7 -art_painting/person/pic_330.jpg 7 -art_painting/person/pic_176.jpg 7 -art_painting/person/pic_416.jpg 7 -art_painting/person/pic_420.jpg 7 -art_painting/person/pic_426.jpg 7 -art_painting/person/pic_424.jpg 7 -art_painting/person/pic_423.jpg 7 -art_painting/person/pic_421.jpg 7 -art_painting/person/pic_183.jpg 7 -art_painting/person/pic_428.jpg 7 -art_painting/person/pic_430.jpg 7 -art_painting/person/pic_429.jpg 7 diff --git a/data/pacs_split/art_painting_test_kfold.txt b/data/pacs_split/art_painting_test_kfold.txt deleted file mode 100644 index 9a5728738..000000000 --- a/data/pacs_split/art_painting_test_kfold.txt +++ /dev/null @@ -1,2048 +0,0 @@ -art_painting/dog/pic_225.jpg 1 -art_painting/dog/pic_249.jpg 1 -art_painting/dog/pic_306.jpg 1 -art_painting/dog/pic_241.jpg 1 -art_painting/dog/pic_219.jpg 1 -art_painting/dog/pic_252.jpg 1 -art_painting/dog/pic_309.jpg 1 -art_painting/dog/pic_255.jpg 1 -art_painting/dog/pic_310.jpg 1 -art_painting/dog/pic_247.jpg 1 -art_painting/dog/pic_236.jpg 1 -art_painting/dog/pic_242.jpg 1 -art_painting/dog/pic_257.jpg 1 -art_painting/dog/pic_314.jpg 1 -art_painting/dog/pic_317.jpg 1 -art_painting/dog/pic_315.jpg 1 -art_painting/dog/pic_248.jpg 1 -art_painting/dog/pic_250.jpg 1 -art_painting/dog/pic_282.jpg 1 -art_painting/dog/pic_260.jpg 1 -art_painting/dog/pic_316.jpg 1 -art_painting/dog/pic_305.jpg 1 -art_painting/dog/pic_300.jpg 1 -art_painting/dog/pic_365.jpg 1 -art_painting/dog/pic_296.jpg 1 -art_painting/dog/pic_301.jpg 1 -art_painting/dog/pic_298.jpg 1 -art_painting/dog/pic_291.jpg 1 -art_painting/dog/pic_313.jpg 1 -art_painting/dog/pic_311.jpg 1 -art_painting/dog/pic_312.jpg 1 -art_painting/dog/pic_308.jpg 1 -art_painting/dog/pic_329.jpg 1 -art_painting/dog/pic_322.jpg 1 -art_painting/dog/pic_323.jpg 1 -art_painting/dog/pic_330.jpg 1 -art_painting/dog/pic_371.jpg 1 -art_painting/dog/pic_339.jpg 1 -art_painting/dog/pic_333.jpg 1 -art_painting/dog/pic_376.jpg 1 -art_painting/dog/pic_259.jpg 1 -art_painting/dog/pic_261.jpg 1 -art_painting/dog/pic_256.jpg 1 -art_painting/dog/pic_253.jpg 1 -art_painting/dog/pic_265.jpg 1 -art_painting/dog/pic_258.jpg 1 -art_painting/dog/pic_279.jpg 1 -art_painting/dog/pic_324.jpg 1 -art_painting/dog/pic_325.jpg 1 -art_painting/dog/pic_332.jpg 1 -art_painting/dog/pic_251.jpg 1 -art_painting/dog/pic_275.jpg 1 -art_painting/dog/pic_276.jpg 1 -art_painting/dog/pic_269.jpg 1 -art_painting/dog/pic_267.jpg 1 -art_painting/dog/pic_334.jpg 1 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a/data/pacs_split/cartoon_10.txt b/data/pacs_split/cartoon_10.txt deleted file mode 100644 index 9c90dce46..000000000 --- a/data/pacs_split/cartoon_10.txt +++ /dev/null @@ -1,10 +0,0 @@ -cartoon/person/pic_180.jpg 7 -cartoon/dog/pic_112.jpg 1 -cartoon/giraffe/pic_377.jpg 3 -cartoon/person/pic_111.jpg 7 -cartoon/giraffe/pic_382.jpg 3 -cartoon/horse/pic_064.jpg 5 -cartoon/dog/pic_137.jpg 1 -cartoon/house/pic_040.jpg 6 -cartoon/dog/pic_219.jpg 1 -cartoon/elephant/pic_332.jpg 2 diff --git a/data/pacs_split/cartoon_100.txt b/data/pacs_split/cartoon_100.txt deleted file mode 100644 index 678652e4c..000000000 --- a/data/pacs_split/cartoon_100.txt +++ /dev/null @@ -1,100 +0,0 @@ -cartoon/house/pic_032.jpg 6 -cartoon/giraffe/pic_286.jpg 3 -cartoon/giraffe/pic_147.jpg 3 -cartoon/horse/pic_303.jpg 5 -cartoon/giraffe/pic_193.jpg 3 -cartoon/elephant/pic_496.jpg 2 -cartoon/giraffe/pic_275.jpg 3 -cartoon/dog/pic_423.jpg 1 -cartoon/person/pic_340.jpg 7 -cartoon/dog/pic_332.jpg 1 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The h5py files was pre-read using cv2, so it is BGR channel order. -2. This benckmark is sensitive to the different train val splits, so please use this train val splits for the fair comparisons. - -https://drive.google.com/uc?id=1JFr8f805nMUelQWWmfnJR3y4_SYoN5Pd - -[https://drive.google.com/uc?id=1JFr8f805nMUelQWWmfnJR3y4_SYoN5Pd](https://drive.google.com/uc?id=1JFr8f805nMUelQWWmfnJR3y4_SYoN5Pd) - - -https://github.com/facebookresearch/DomainBed/blob/4294ec699df761b46a1505734f6be16ef009cad9/domainbed/scripts/download.py#L29 diff --git a/data/pacs_split/sketch_10.txt b/data/pacs_split/sketch_10.txt deleted file mode 100644 index 79f855d52..000000000 --- a/data/pacs_split/sketch_10.txt +++ /dev/null @@ -1,10 +0,0 @@ -sketch/house/8873.png 6 -sketch/guitar/n03467517_6423-3.png 4 -sketch/elephant/5981.png 2 -sketch/dog/n02103406_3255-6.png 1 -sketch/horse/n02374451_779-1.png 5 -sketch/guitar/n02676566_8618-2.png 4 -sketch/elephant/n02503517_12688-4.png 2 -sketch/dog/5302.png 1 -sketch/giraffe/n02439033_13384-2.png 3 -sketch/dog/5317.png 1 diff --git a/data/pacs_split/sketch_100.txt b/data/pacs_split/sketch_100.txt deleted file mode 100644 index 2856e053f..000000000 --- a/data/pacs_split/sketch_100.txt +++ /dev/null @@ -1,100 +0,0 @@ -sketch/guitar/n02676566_6704-1.png 4 -sketch/dog/5356.png 1 -sketch/dog/n02103406_3743-4.png 1 -sketch/person/12197.png 7 -sketch/person/12198.png 7 -sketch/person/12133.png 7 -sketch/elephant/n02503517_6937-1.png 2 -sketch/horse/8537.png 5 -sketch/horse/8527.png 5 -sketch/horse/n02374451_14425-8.png 5 -sketch/giraffe/n02439033_8875-1.png 3 -sketch/dog/n02106662_466-2.png 1 -sketch/guitar/n03272010_1708-4.png 4 -sketch/dog/n02103406_6688-9.png 1 -sketch/horse/n02374451_3388-8.png 5 -sketch/elephant/n02503517_4253-3.png 2 -sketch/giraffe/n02439033_14600-1.png 3 -sketch/elephant/n02503517_9241-3.png 2 -sketch/giraffe/n02439033_11215-2.png 3 -sketch/elephant/n02503517_1415-2.png 2 -sketch/dog/n02106662_2157-2.png 1 -sketch/elephant/n02503517_4253-5.png 2 -sketch/giraffe/n02439033_14040-4.png 3 -sketch/elephant/n02503517_5905-8.png 2 -sketch/guitar/n03272010_6255-5.png 4 -sketch/horse/n02374451_10809-5.png 5 -sketch/giraffe/n02439033_8846-4.png 3 -sketch/person/12171.png 7 -sketch/elephant/n02503517_5267-3.png 2 -sketch/giraffe/n02439033_11504-4.png 3 -sketch/person/12131.png 7 -sketch/dog/n02109525_18347-4.png 1 -sketch/horse/n02374451_17634-1.png 5 -sketch/elephant/n02503517_8757-1.png 2 -sketch/guitar/n03467517_19701-2.png 4 -sketch/dog/n02106662_27393-2.png 1 -sketch/horse/n02374451_8065-4.png 5 -sketch/guitar/n02676566_6864-1.png 4 -sketch/elephant/n02503517_8901-2.png 2 -sketch/horse/n02374451_9892-3.png 5 -sketch/dog/n02106662_7960-1.png 1 -sketch/guitar/n03272010_9858-1.png 4 -sketch/guitar/n02676566_8467-1.png 4 -sketch/dog/n02103406_3108-6.png 1 -sketch/giraffe/n02439033_14781-3.png 3 -sketch/horse/8499.png 5 -sketch/guitar/n02676566_4469-2.png 4 -sketch/dog/n02109525_704-6.png 1 -sketch/dog/n02106662_24786-5.png 1 -sketch/guitar/n03467517_8929-1.png 4 -sketch/guitar/n03272010_6725-1.png 4 -sketch/giraffe/n02439033_11683-7.png 3 -sketch/elephant/n02503517_5117-1.png 2 -sketch/dog/n02106662_2101-9.png 1 -sketch/elephant/n02503517_10193-9.png 2 -sketch/horse/n02374451_18909-6.png 5 -sketch/guitar/n02676566_9254-1.png 4 -sketch/elephant/n02503517_2993-2.png 2 -sketch/horse/n02374451_1443-4.png 5 -sketch/elephant/n02503517_4413-3.png 2 -sketch/horse/n02374451_16948-1.png 5 -sketch/dog/n02106662_10406-3.png 1 -sketch/giraffe/n02439033_10164-2.png 3 -sketch/person/12210.png 7 -sketch/dog/n02106662_26549-6.png 1 -sketch/elephant/n02503517_10259-6.png 2 -sketch/elephant/n02503517_10558-4.png 2 -sketch/elephant/n02503517_3108-3.png 2 -sketch/giraffe/n02439033_13602-6.png 3 -sketch/elephant/n02503517_6429-3.png 2 -sketch/guitar/n02676566_2866-3.png 4 -sketch/horse/n02374451_12174-3.png 5 -sketch/dog/n02103406_3056-1.png 1 -sketch/giraffe/7410.png 3 -sketch/guitar/n02676566_6914-1.png 4 -sketch/giraffe/n02439033_11130-5.png 3 -sketch/giraffe/7425.png 3 -sketch/horse/n02374451_12418-10.png 5 -sketch/horse/n02374451_12847-5.png 5 -sketch/dog/n02106662_15858-1.png 1 -sketch/elephant/n02503517_8571-6.png 2 -sketch/giraffe/n02439033_14580-1.png 3 -sketch/giraffe/n02439033_11666-5.png 3 -sketch/guitar/n03272010_7383-4.png 4 -sketch/guitar/n02676566_3360-2.png 4 -sketch/guitar/n03272010_5483-1.png 4 -sketch/elephant/n02503517_10193-1.png 2 -sketch/giraffe/7440.png 3 -sketch/guitar/n03272010_7390-4.png 4 -sketch/dog/n02103406_2209-6.png 1 -sketch/elephant/n02503517_5892-4.png 2 -sketch/guitar/n02676566_6430-1.png 4 -sketch/giraffe/n02439033_9472-7.png 3 -sketch/guitar/n02676566_8618-6.png 4 -sketch/person/12134.png 7 -sketch/giraffe/n02439033_11627-5.png 3 -sketch/giraffe/n02439033_11059-8.png 3 -sketch/giraffe/n02439033_3944-10.png 3 -sketch/dog/n02103406_1754-3.png 1 -sketch/house/8812.png 6 diff --git a/data/pacs_split/sketch_crossval_kfold.txt b/data/pacs_split/sketch_crossval_kfold.txt deleted file mode 100644 index 63c0f2050..000000000 --- a/data/pacs_split/sketch_crossval_kfold.txt +++ /dev/null @@ -1,398 +0,0 @@ -sketch/dog/n02103406_343-1.png 1 -sketch/dog/n02103406_343-2.png 1 -sketch/dog/n02103406_343-3.png 1 -sketch/dog/n02103406_343-4.png 1 -sketch/dog/n02103406_343-5.png 1 -sketch/dog/n02103406_343-6.png 1 -sketch/dog/n02103406_343-7.png 1 -sketch/dog/n02103406_343-8.png 1 -sketch/dog/n02103406_343-9.png 1 -sketch/dog/n02103406_346-1.png 1 -sketch/dog/n02103406_346-2.png 1 -sketch/dog/n02103406_346-3.png 1 -sketch/dog/n02103406_346-4.png 1 -sketch/dog/n02103406_346-5.png 1 -sketch/dog/n02103406_346-6.png 1 -sketch/dog/n02103406_346-7.png 1 -sketch/dog/n02103406_371-1.png 1 -sketch/dog/n02103406_371-2.png 1 -sketch/dog/n02103406_371-3.png 1 -sketch/dog/n02103406_371-4.png 1 -sketch/dog/n02103406_371-5.png 1 -sketch/dog/n02103406_371-6.png 1 -sketch/dog/n02103406_371-7.png 1 -sketch/dog/n02103406_371-8.png 1 -sketch/dog/n02103406_371-9.png 1 -sketch/dog/n02103406_371-10.png 1 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e97dac647..000000000 Binary files a/data/patches_permutation4jigsaw/permutations_100.npy and /dev/null differ diff --git a/data/patches_permutation4jigsaw/permutations_30.npy b/data/patches_permutation4jigsaw/permutations_30.npy deleted file mode 100644 index d9e4fd8b3..000000000 Binary files a/data/patches_permutation4jigsaw/permutations_30.npy and /dev/null differ diff --git a/data/patches_permutation4jigsaw/permutations_31.npy b/data/patches_permutation4jigsaw/permutations_31.npy deleted file mode 100644 index 196351ca0..000000000 Binary files a/data/patches_permutation4jigsaw/permutations_31.npy and /dev/null differ diff --git a/data/script/download_pacs.py b/data/script/download_pacs.py deleted file mode 100644 index 51c346f24..000000000 --- a/data/script/download_pacs.py +++ /dev/null @@ -1,64 +0,0 @@ -"this script can be used to download the pacs dataset" -import os -import tarfile -from zipfile import ZipFile - -import gdown - - -def stage_path(data_dir, name): - """ - creates the path to data_dir/name - if it does not exist already - """ - full_path = os.path.join(data_dir, name) - - if not os.path.exists(full_path): - os.makedirs(full_path) - - return full_path - - -def download_and_extract(url, dst, remove=True): - """ - downloads and extracts the data behind the url - and saves it at dst - """ - gdown.download(url, dst, quiet=False) - - if dst.endswith(".tar.gz"): - with open(dst, "r:gz") as tar: - tar.extractall(os.path.dirname(dst)) - tar.close() - - if dst.endswith(".tar"): - with open(dst, "r:") as tar: - tar.extractall(os.path.dirname(dst)) - tar.close() - - if dst.endswith(".zip"): - zfile = ZipFile(dst, "r") - zfile.extractall(os.path.dirname(dst)) - zfile.close() - - if remove: - os.remove(dst) - - -def download_pacs(data_dir): - """ - download and extract dataset pacs. - Dataset is saved at location data_dir - """ - full_path = stage_path(data_dir, "PACS") - - download_and_extract( - "https://drive.google.com/uc?id=1JFr8f805nMUelQWWmfnJR3y4_SYoN5Pd", - os.path.join(data_dir, "PACS.zip"), - ) - - os.rename(os.path.join(data_dir, "kfold"), full_path) - - -if __name__ == "__main__": - download_pacs("../pacs") diff --git a/data/vlcs_mini/caltech/auto/train_imgs_150.jpg b/data/vlcs_mini/caltech/auto/train_imgs_150.jpg deleted file mode 100644 index 8d01af8c3..000000000 Binary files a/data/vlcs_mini/caltech/auto/train_imgs_150.jpg and /dev/null differ diff --git a/data/vlcs_mini/caltech/auto/train_imgs_151.jpg b/data/vlcs_mini/caltech/auto/train_imgs_151.jpg deleted file mode 100644 index 4d1bdc631..000000000 Binary files a/data/vlcs_mini/caltech/auto/train_imgs_151.jpg and /dev/null differ diff --git a/data/vlcs_mini/caltech/auto/train_imgs_152.jpg b/data/vlcs_mini/caltech/auto/train_imgs_152.jpg deleted file mode 100644 index 6eb2ed77e..000000000 Binary files a/data/vlcs_mini/caltech/auto/train_imgs_152.jpg and /dev/null differ diff --git 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b/data/vlcs_mini/sun/vehicle/train_imgs_26.jpg deleted file mode 100644 index 60f378112..000000000 Binary files a/data/vlcs_mini/sun/vehicle/train_imgs_26.jpg and /dev/null differ diff --git a/data/vlcs_mini/sun/vehicle/train_imgs_478.jpg b/data/vlcs_mini/sun/vehicle/train_imgs_478.jpg deleted file mode 100644 index 5a5131742..000000000 Binary files a/data/vlcs_mini/sun/vehicle/train_imgs_478.jpg and /dev/null differ diff --git a/data/ztest_files/aggret_res_test1 b/data/ztest_files/aggret_res_test1 deleted file mode 100644 index f53acf3ae..000000000 --- a/data/ztest_files/aggret_res_test1 +++ /dev/null @@ -1,2 +0,0 @@ -param_index, method, algo, epos, te_d, seed, params, acc, precision, recall, specificity, f1, auroc -0, Task1, diva, 2, caltech, 1, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.75, 0.87068963, 0.5588235, 0.5588235, 0.53100574, 0.8098495 diff --git a/data/ztest_files/aggret_res_test11 b/data/ztest_files/aggret_res_test11 deleted file mode 100644 index 797cc5055..000000000 --- a/data/ztest_files/aggret_res_test11 +++ /dev/null @@ -1,9 +0,0 @@ -param_index, method, algo, epos, te_d, seed, params, acc, precision, recall, specificity, f1, auroc -0, Task1, diva, 2, caltech, 1, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.75, 0.87068963, 0.5588235, 0.5588235, 0.53100574, 0.8098495 -0, Task1, diva, 2, caltech, 2, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.8111111, 0.8232258, 0.6903785, 0.6903785, 0.71645665, 0.89284086 -1, Task1, diva, 2, caltech, 1, "{'gamma_y': 3648291, 'gamma_d': 320432}", 0.75, 0.87068963, 0.5588235, 0.5588235, 0.53100574, 0.8095455 -1, Task1, diva, 2, caltech, 2, "{'gamma_y': 3648291, 'gamma_d': 320432}", 0.82222223, 0.8609804, 0.6981304, 0.6981304, 0.7278397, 0.9361605 -0, Task2, hduva, 2, caltech, 1, "{'a': 1, 'b': 3}", 0.76, 0.76, 0.49, 0.56, 0.57, 0.76 -0, Task2, hduva, 2, caltech, 2, "{'a': 1, 'b': 3}", 0.81, 0.75, 0.45, 0.64, 0.75, 0.89 -1, Task2, hduva, 2, caltech, 1, "{'a': 2, 'b': 4}", 0.75, 0.81, 0.45, 0.54, 0.39, 0.88 -1, Task2, hduva, 2, caltech, 2, "{'a': 2, 'b': 4}", 0.73, 0.72, 0.51, 0.51, 0.6, 0.88 diff --git a/data/ztest_files/aggret_res_test2 b/data/ztest_files/aggret_res_test2 deleted file mode 100644 index 93104ef85..000000000 --- a/data/ztest_files/aggret_res_test2 +++ /dev/null @@ -1,5 +0,0 @@ -param_index, method, algo, epos, te_d, seed, params, acc, precision, recall, specificity, f1, auroc -0, Task1, diva, 2, caltech, 1, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.75, 0.87068963, 0.5588235, 0.5588235, 0.53100574, 0.8098495 -0, Task1, diva, 2, caltech, 2, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.8111111, 0.8232258, 0.6903785, 0.6903785, 0.71645665, 0.89284086 -2, Task1, diva, 2, caltech, 3, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.77397263, 0.82765615, 0.59528303, 0.59528303, 0.5953641, 0.74150944 -0, Task2, diva, 2, caltech, 1, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.75, 0.87068963, 0.5588235, 0.5588235, 0.53100574, 0.8098495 diff --git a/data/ztest_files/aggret_res_test21 b/data/ztest_files/aggret_res_test21 deleted file mode 100644 index 5bb677ba7..000000000 --- a/data/ztest_files/aggret_res_test21 +++ /dev/null @@ -1,23 +0,0 @@ -param_index, method, algo, epos, te_d, seed, params, acc, precision, recall, specificity, f1, auroc -0, Task1, diva, 2, caltech, 1, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.75, 0.87068963, 0.5588235, 0.5588235, 0.53100574, 0.8098495 -0, Task1, diva, 2, caltech, 2, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.8111111, 0.8232258, 0.6903785, 0.6903785, 0.71645665, 0.89284086 -2, Task1, diva, 2, caltech, 3, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.77397263, 0.82765615, 0.59528303, 0.59528303, 0.5953641, 0.74150944 -2, Task1, diva, 2, caltech, 4, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.851917, 0.7569983, 0.8873113, 0.8173113, 0.7985473, 0.8769811 -2, Task1, diva, 2, caltech, 5, "{'gamma_y': 1688039, 'gamma_d': 265711}", 0.84, 0.85, 0.615, 0.62, 0.62, 0.74 -1, Task1, diva, 2, caltech, 1, "{'gamma_y': 3648291, 'gamma_d': 320432}", 0.75, 0.87068963, 0.5588235, 0.5588235, 0.53100574, 0.8095455 -1, Task1, diva, 2, caltech, 2, "{'gamma_y': 3648291, 'gamma_d': 320432}", 0.82222223, 0.8609804, 0.6981304, 0.6981304, 0.7278397, 0.9361605 -1, Task1, diva, 2, caltech, 3, "{'gamma_y': 3648291, 'gamma_d': 320432}", 0.85397263, 0.95765615, 0.67528303, 0.6728303, 0.6853641, 0.81150944 -1, Task1, diva, 2, caltech, 4, "{'gamma_y': 3648291, 'gamma_d': 320432}", 0.971917, 0.8869983, 0.9273113, 0.9273113, 0.8285473, 0.9369811 -1, Task1, diva, 2, caltech, 5, "{'gamma_y': 3648291, 'gamma_d': 320432}", 0.92, 0.91, 0.74, 0.75, 0.67, 0.8 -0, Task2, hduva, 2, caltech, 1, "{'gamma_y': 97228, 'zy_dim': 76}", 0.76, 0.76, 0.49, 0.56, 0.57, 0.76 -0, Task2, hduva, 2, caltech, 2, "{'gamma_y': 97228, 'zy_dim': 76}", 0.81, 0.75, 0.45, 0.64, 0.75, 0.89 -0, Task2, hduva, 2, caltech, 3, "{'gamma_y': 97228, 'zy_dim': 76}", 0.8251667, 0.104563385, 0.10817383, 0.90109926, 0.08242064, 0.519054 -0, Task2, hduva, 2, caltech, 4, "{'gamma_y': 97228, 'zy_dim': 76}", 0.97535366, 0.88569593, 0.87402904, 0.98618114, 0.87845683, 0.99118155 -0, Task2, hduva, 2, caltech, 5, "{'gamma_y': 97228, 'zy_dim': 76}", 0.82422227, 0.10658247, 0.1084048, 0.9009563, 0.08635866, 0.51927835 -1, Task2, hduva, 2, caltech, 1, "{'gamma_y': 196616, 'zy_dim': 68}", 0.75, 0.81, 0.45, 0.54, 0.39, 0.88 -1, Task2, hduva, 2, caltech, 2, "{'gamma_y': 196616, 'zy_dim': 68}", 0.73, 0.72, 0.51, 0.51, 0.6, 0.88 -1, Task2, hduva, 2, caltech, 1, "{'gamma_y': 113475, 'zy_dim': 48}", 0.8551667, 0.204563385, 0.20817383, 0.80109926, 0.15242064, 0.559054 -1, Task2, hduva, 2, caltech, 2, "{'gamma_y': 113475, 'zy_dim': 48}", 0.57535366, 0.52569593, 0.41402904, 0.68618114, 0.57845683, 0.89118155 -1, Task2, hduva, 2, caltech, 3, "{'gamma_y': 113475, 'zy_dim': 48}", 0.72422227, 0.20658247, 0.2084048, 0.7009563, 0.18635866, 0.61927835 -1, Task2, erm, 2, caltech, 1, "{}", 0.5, 0.5, 0.5, 0.5, 0.5, 0.5 -1, Task2, erm, 2, caltech, 2, "{}", 0.4, 0.4, 0.4, 0.4, 0.4, 0.4 diff --git a/data/ztest_files/dummy_file.py b/data/ztest_files/dummy_file.py deleted file mode 100644 index e0c7faa27..000000000 --- a/data/ztest_files/dummy_file.py +++ /dev/null @@ -1,4 +0,0 @@ -""" -I am a dummy file used in tests/test_git_tag.py -to produce a file which is not commited -""" diff --git a/data/ztest_files/test_parameter_samples.csv b/data/ztest_files/test_parameter_samples.csv deleted file mode 100644 index e3ebdbf4a..000000000 --- a/data/ztest_files/test_parameter_samples.csv +++ /dev/null @@ -1,2 +0,0 @@ -,method,model,params -0,diva,diva,"{'gamma_y': 10e5, 'gamma_d': 1e5}" diff --git a/docs/doc_benchmark.md b/docs/doc_benchmark.md index 082b14632..41b19bffb 100644 --- a/docs/doc_benchmark.md +++ b/docs/doc_benchmark.md @@ -36,11 +36,11 @@ example. ## Running a benchmark For the execution of a benchmark we provide two scripts in our repository: -- local version for running the benchmark on a standalone machine: +- running the benchmark on a standalone machine (computation node): [run_benchmark_standalone.sh](https://github.com/marrlab/DomainLab/blob/master/run_benchmark_standalone.sh) -- cluster version for running the benchmark on a slurm cluster: [run_benchmark_slurm.sh](https://github.com/marrlab/DomainLab/blob/master/run_benchmark_slurm.sh) +- launching the benchmark on the login node of a slurm cluster (benchmark will be dispatched to computation node via DomainLab scripts): [run_benchmark_slurm.sh](https://github.com/marrlab/DomainLab/blob/master/run_benchmark_slurm.sh) -### Benchmark on a standalone machine (with or without GPU) +### Benchmark on a standalone machine/computation node (with or without GPU) To run the benchmark with a specific configuration on a standalone machine, inside the DomainLab folder, one can execute (we assume you have a machine with 4 cores or more) ```shell @@ -138,8 +138,8 @@ the following after cd into the DomainLab directory: ```commandline python main_out.py --agg_partial_bm OUTPUT_DIR ``` -specifying the benchmark output directory containing the partially completed benchmark, -e.g. `./zoutput/benchmarks/demo_benchmark`, where `demo_benchmark` is a name defined in the yaml file. +where `OUTPUT_DIR` specifying the benchmark output directory containing the partially completed benchmark, +e.g. `./zoutput/benchmarks/demo_benchmark`, where `demo_benchmark` is a name defined in the benchmark yaml file. Alternatively, one could use ```examples @@ -155,10 +155,9 @@ Here for, the user must cd into the DomainLab directory and run ```commandline python main_out.py --gen_plots CSV_FILE --outp_dir OUTPUT_DIR ``` - -specifying the path of the csv file of the aggregated results (e.g. `./zoutput/benchmarks/demo_benchmark/results.csv`) -and the output directory of the partially completed benchmark (e.g. `./zoutput/benchmarks/demo_benchmark`). -Note that the cvs file must have the same form as the one generated by the fully executed benchmark, i.e. +where `CSV_FILE` specifies the path of the csv file of the aggregated results (e.g. `./zoutput/benchmarks/demo_benchmark/results.csv`) +and `OUTPUT_DIR` specifies the output directory of the partially completed benchmark (e.g. `./zoutput/benchmarks/demo_benchmark`). +Note that the cvs file must have the same form as the one generated by the fully executed benchmark, e.g. diff --git a/docs/doc_model.md b/docs/doc_model.md new file mode 100644 index 000000000..bf83c0239 --- /dev/null +++ b/docs/doc_model.md @@ -0,0 +1,29 @@ +# Model Specification + +Domainlab is built to easily extend to other models. There exist two options. One is to implement a new model from scratch and add it to the existing models; the other is to extend the custom model abstract class. This guide outlines the necessary steps to add a new model to the domain generalization framework for both approaches mentioned above. + +## Option 1: Extend the Custom Model Class +Create a new model by extending `AModelCustom`. + + +Because `AModelCustom` extends `AModelClassif`, the only function a custom model needs to extend is `dict_net_module_na2arg_na`, which returns a dictionary with the key being the Pytorch module name and value being the command-line argument name. In addition, it is necessary to specify a function called `get_node_na` in the same Python file, which returns the custom algorithm builder as shown [here](../examples/models/demo_custom_model.py). + +To run the custom model, follow the examples [here](./doc_examples.md) under 'Custom algorithm defined in external python file'. It also shows an example of using additional command line arguments. + + +## Option 2: Add alongside existing models +If the repository is cloned and it is possible to add files to the source code, one can extend one of the other base classes: `AModel` or `AModelClassif`. + +### Step 1: Implement Required Abstract Methods +Implement all abstract methods from the base class. For `AModel`, it is required to implement the following methods: + +`cal_task_loss(self, tensor_x, tensor_y)`: Computes the loss for the primary task, which for classification could be cross-entropy.
+`_cal_reg_loss(self, tensor_x, tensor_y, tensor_d, others=None)`: Calculates the task independent regularization loss. + +### Step 2: Add Additional Arguments +If additional arguments for the model are needed, it is possible to specify a Python file with functionality for the argument parsing, as done [here](../domainlab/models/args_vae.py). The specified function needs to be applied in the [arg_parser.py](../domainlab/arg_parser.py) in the domainlab root directory in order to add the parameters to the argument dictionary. + +### Step 3: Create a Builder +After specifying the model and retrieving the correct parameters, we can create functionality to create the model. To do so, we need to create a NodeAlgoBuilder. For that, we create a class that inherits from `NodeAlgoBuilder` and extend the `init_business(exp)` method. We must create the trainer, model, observer, and device in this method. See [here](../domainlab/algos/builder_dann.py) for an example. + +After that, we can add the builder into the chain that creates all specified models [here](../domainlab/algos/zoo_algos.py). \ No newline at end of file diff --git a/docs/doc_tasks.md b/docs/doc_tasks.md index 3d3f0d73d..21a774c59 100644 --- a/docs/doc_tasks.md +++ b/docs/doc_tasks.md @@ -17,7 +17,7 @@ here in the example, 3 domains are defined to be named "domain1", "domain2", "do ## Possibility 2: TaskPathList The user need to provide a python file indicating the root directories where images (data) from each domain are located, and for each domain, the user shall provide a plain text file indicating the file names. -An example python file can be found in the [examples directory of the repository](https://github.com/marrlab/DomainLab/blob/master/examples/tasks/demo_task_path_list_small.py) with the corresponding data be found at [the data directory of the repository](https://github.com/marrlab/DomainLab/tree/master/data), where the text file indicating which file correspond to which class label (starting from 1) can be found at [example text file](https://github.com/marrlab/DomainLab/blob/master/data/pacs_split/art_painting_10.txt). +An example python file can be found in the [examples directory of the repository](https://github.com/marrlab/DomainLab/blob/master/examples/tasks/demo_task_path_list_small.py) with the corresponding data be found at [the data directory of the repository](https://github.com/marrlab/DomainLab/tree/master/domainlab/zdata), where the text file indicating which file correspond to which class label (starting from 1) can be found at [example text file](https://github.com/marrlab/DomainLab/blob/master/domainlab/zdata/pacs_split/art_painting_10.txt). The user should specify the location of the python file via command line arguments `--tpath` ```shell @@ -32,10 +32,16 @@ To give an example, suppose we have a classification task to classify between ca In each folder, the images are organized in sub-folders by their class. For example, "/path/to/3rd_domain/folder_c/dog" folder contains all the images of class "dog" from the 3rd domain. -It might be the case that across the different data sources the same class is named differently. For example, in the 1st data source, the class dog is stored in sub-folder named -"hund", in the 2nd data source, the dog is stored in sub-folder named "husky" and in the 3rd data source, the dog is stored in sub-folder named "dog". +It might be the case that the same classes are named differently across the different data sources. For example, in the 1st data source, the class dog is stored in a sub-folder named "hund", in the 2nd data source, the dog is stored in a sub-folder named "husky", and in the 3rd data source, the dog is stored in a sub-folder called "dog". -It might also be the case that some classes exist in one data source but does not exist in another data source. For example, folder "/path/to/2nd_domain/folder_b" does not have a sub-folder for class "human". +In that case, we can use `dict_domain_folder_name2class` to map the corresponding subfolders to the correct domain. The `dict_domain_folder_name2class` parameter is a dictionary where: + +- Key: The name of a subfolder in a specific domain. +- Value: The corresponding user-defined class name. + +This is also shown in the example below, where the dictionary maps the different subfolder names to 'car' and 'chair', which are the user defined classes. A more complex example of such a mapping can be found [here](../examples/tasks/task_blood3.py). + +It might also be the case that some classes exist in one data source but do not exist in another data source. For example, folder "/path/to/2nd_domain/folder_b" does not have a sub-folder for the class "human". In that case, we don't add the entry into the `dict_domain_folder_name2class` mapping. Folder structure of the 1st domain: ```text @@ -125,28 +131,28 @@ from domainlab.tasks import mk_task_folder print(mk_task_folder.__doc__) ``` -extensions: a python dictionary with key as the domain name +`extensions`: a python dictionary with key as the domain name and value as the file extensions of the image. -list_str_y: a python list with user defined class names where +`list_str_y`: a python list with user defined class names where the order of the list matters. -dict_domain_folder_name2class: a python dictionary, with key +`dict_domain_folder_name2class`: a python dictionary, with key as the user specified domain name, value as a dictionary to map the sub-folder name of each domain's class folder into the user defined common class name. -dict_domain_img_trans: a python dictionary with keys as the user +`dict_domain_img_trans`: a python dictionary with keys as the user specified domain name, value as a user defined torchvision transform. This feature allows carrying out different transformation (composition) to different domains at training time. -img_trans_te: at test or inference time, we do not have knowledge +`img_trans_te`: at test or inference time, we do not have knowledge of domain information so only a unique transform (composition) is allowed. -isize: domainlab.tasks.ImSize(image channel, image height, image width) +`isize`: domainlab.tasks.ImSize(image channel, image height, image width) -dict_domain2imgroot: a python dictionary with keys as user specified domain names and values +`dict_domain2imgroot`: a python dictionary with keys as user specified domain names and values as the absolute path to each domain's data. -taskna: user defined task name +`taskna`: user defined task name diff --git a/docs/doc_trainer.md b/docs/doc_trainer.md new file mode 100644 index 000000000..757694af4 --- /dev/null +++ b/docs/doc_trainer.md @@ -0,0 +1,44 @@ +# Model Specification + +When developing new trainers, you can extend the `TrainerBasic` class. This allows you to build upon established training routines while introducing specialized behaviors tailored to your model. + +### Steps to Extend `TrainerBasic` + +1. **Extend the class**: Begin by inheriting from [`TrainerBasic`](../domainlab/algos/trainers/train_basic.py). + +2. **Customize Key Methods**: You have several methods that you can override to customize the trainer's behavior. Here's a brief overview of what they do: + + - **`before_tr(self)`**: Set up necessary configurations or states before training begins. Useful for initial logging or setting model to train mode. + + - **`tr_epoch(self, epoch)`**: Define the training logic for each epoch. This is where the bulk of your model's training will be implemented. + + - **`before_epoch(self)`**: Prepare anything specific at the start of each epoch, like resetting counters or updating learning rate schedules. + + - **`after_epoch(self, epoch)`**: Typically used for logging and validation checks after each epoch. + + - **`tr_batch(self, tensor_x, tensor_y, tensor_d, others, ind_batch, epoch)`**: Handle the processing of each batch. This includes forward and backward propagation. + + - **`before_batch(self, epoch, ind_batch)`** and **`after_batch(self, epoch, ind_batch)`**: Perform actions right before and after processing a batch, respectively. Useful for implementing behaviors like batch-wise logging or applying gradients. + +3. **Register Your Trainer**: Make sure the framework can utilize the new trainer. For that, it is necessary to register it in the [zoo_trainers.py](../domainlab/algos/trainers/zoo_trainer.py). + +### Example Implementation + +Here is a simple example of a custom trainer that logs additional details at the start of each training: + +```python +class MyCustomTrainer(TrainerBasic): + def before_tr(self): + super().before_tr() # Ensure to call the base method if needed + print("Starting training session.") + + def tr_epoch(self, epoch): + # Custom training logic for each epoch + for ind_batch, data in enumerate(self.loader_tr): + self.tr_batch(data, ind_batch, epoch) + print(f"Completed epoch {epoch}") + + def tr_batch(self, data, ind_batch, epoch): + # Process each batch + super().tr_batch(data, ind_batch, epoch) # Optionally call the base method + print(f"Batch {ind_batch} of epoch {epoch} processed.") diff --git a/docs/doc_usage_cmd.md b/docs/doc_usage_cmd.md index b6320328b..ac9a0e48c 100644 --- a/docs/doc_usage_cmd.md +++ b/docs/doc_usage_cmd.md @@ -1,17 +1,121 @@ -### Basic usage -DomainLab comes with some minimal toy-dataset to test its basis functionality, see [A minimal subsample of the VLCS dataset](../data/vlcs_mini) and [an example configuration file for vlcs_mini](../examples/tasks/task_vlcs.py) +# DomainLab Usage Guide -Suppose you have cloned the repository and have the dependencies ready, change directory to this repository: +Given the repository and the dependencies are set up, here is how can use DomainLab: -To train a domain invariant model on the vlcs_mini task + +## Essential Commands + +To run DomainLab, the minimum necessary parameters are: + +1. **Task Specification (```--tpath``` or ```--task```):** This is to specify a task. You can eiter give a path to as Python file which specifies the task, or use a predfined set. You can find more about specifying tasks [here](./doc_tasks.md). +2. **Test Domain (```--te_d```):** Specifies the domain(s) used for testing. Can be a single domain or multiple domains. +3. **Model Choice (```--model```):** Chooses the algorithm or model for the training (e.g., erm, diva). This also includes hyperparameters for the model, e.g., ```--gamma_d``` and ```--gamma_y``` for diva. +4. **Neural Network (```--nname``` or ```--npath```):** Specifies which neural network is used for feature extraction, either through a path or predefined options. + +### Example Command +```python3 main_out.py --te_d 0 1 2 --task=mnistcolor10 --model=diva --nname=conv_bn_pool_2 --gamma_y=7e5 --gamma_d=1e5``` + + +## Optional Commands + +### Advanced Configuration + +- **Learning Rate (`--lr`):** Set the training learning rate. +- **Regularization (`--gamma_reg`):** Sets the weight of the regularization loss. This parameter can be configured either as a single value applied to individual classes, or using a dictionary to specify different weights for different models and trainers. + + - **Command Line Usage:** + - For a single value: `python script.py --gamma_reg=0.1` + - For multiple values: `python script.py --gamma_reg='default=0.1,dann=0.05,diva=0.2'` + + - **YAML Configuration:** + - For a single value: + ```yaml + gamma_reg: 0.1 + ``` + - For different values: + + ```yaml + gamma_reg: + default: 0.1 # every other instance that is not listed below will get this value assigned + dann: 0.05 + diva: 0.2 + ``` +- **Early Stopping (`--es`):** Steps for early stopping. +- **Random Seed (`--seed`):** Seed for reproducibility. +- **CUDA Options (`--nocu`, `--device`):** Configure CUDA usage and device settings. +- **Generated Images (`--gen`):** Option to save generated images. +- **Model Preservation (`--keep_model`):** Choose not to delete the model at the end of training. +- **Epochs (`--epos`, `--epos_min`):** Configure maximum and minimum numbers of epochs. +- **Test Interval (`--epo_te`):** Set intervals for testing performance. +- **Hyperparameter Warm-Up (`-w` or `--warmup`):** Epochs for hyperparameter warm-up. +- **Debugging (`--debug`):** Enable debug mode for verbose output. +- **Memory Debugging (`--dmem`):** Memory usage debugging. +- **Output Suppression (`--no_dump`):** Suppress saving the confusion matrix. +- **Trainer Selection (`--trainer`):** Specify which trainer to use. +- **Output Directory (`--out`):** Directory to store outputs. +- **Data Path (`--dpath`):** Path for storing the downloaded dataset. +- **Additional Neural Network Options:** + - Custom Argument Values (`--npath_argna2val`, `--nname_argna2val`) + - Domain Feature Extraction Network (`--npath_dom`, `--nname_dom`) + - Custom Algorithm Path (`--apath`) +- **Experiment and Aggregation Tags (`--exptag`, `--aggtag`):** Tags for experiment tracking and result aggregation. +- **Benchmarking and Plotting:** + - Partial Benchmark Aggregation (`--agg_partial_bm`) + - Plot Generation (`--gen_plots`, `--outp_dir`, `--param_idx`) + +### Task-Specific Arguments + +- **Batch Size (`--bs`):** Loader batch size for mixed domains. +- **Training-Validation Split (`--split`):** Proportion of training, a value between 0 and 1. +- **Training Domain (`--tr_d`):** Specify training domain names. +- **Sanity Check (`--san_check`):** Save images from the dataset as a sanity check. +- **Sanity Check Image Count (`--san_num`):** Number of images for the sanity check. +- **Logging Level (`--loglevel`):** Set the log level of the logger. +- **Shuffling (`--shuffling_off`):** Disable shuffling of the training dataloader for the dataset. + +### Model-Specific Hyperparameters + +#### VAE Model Parameters + +- **Latent Space Dimensions (`--zd_dim`, `--zx_dim`, `--zy_dim`):** Set the size of latent spaces for domain, unobserved, and class features. +- **Topic Dimension (`--topic_dim`):** Number of topics for HDUVA. +- **Networks for HDUVA Model:** + - Image to Topic Distribution (`--nname_encoder_x2topic_h`, `--npath_encoder_x2topic_h`) + - Image and Topic to ZD (`--nname_encoder_sandwich_x2h4zd`, `--npath_encoder_sandwich_x2h4zd`) +- **Hyperparameters for DIVA and HDUVA (`--gamma_y`, `--gamma_d`, `--beta_t`, `--beta_d`, `--beta_x`, `--beta_y`):** Multipliers for various classifiers and loss components. + +#### MatchDG Parameters + +- **Cosine Similarity Factor (`--tau`):** Magnify cosine similarity. +- **Match Tensor Update Frequency (`--epos_per_match_update`):** Epochs before updating the match tensor. +- **Epochs for CTR (`--epochs_ctr`):** Total epochs for CTR. + +#### Jigen Parameters + +- **Permutation Settings (`--nperm`, `--pperm`, `--jigen_ppath`):** Configure image tile permutations. +- **Grid Length (`--grid_len`):** Length of image in tile units. + +#### DIAL Parameters + +- **Adversarial Image Generation (`--dial_steps_perturb`, `--dial_noise_scale`, `--dial_lr`, `--dial_epsilon`):** Configure parameters for generating adversarial images. + + +For a comprehensive understanding of all available commands, use: +```shell +python main_out.py --help +``` + +## Example +DomainLab comes with some minimal toy-dataset to test its basis functionality, see [a minimal subsample of the VLCS dataset](./zdata/vlcs_mini) and [an example configuration file for vlcs_mini](../examples/tasks/task_vlcs.py). + +To train a domain invariant model on the vlcs_mini task: ```shell python main_out.py --te_d=caltech --tpath=examples/tasks/task_vlcs.py --config=examples/yaml/demo_config_single_run_diva.yaml ``` where `--tpath` specifies the path of a user specified python file which defines the domain generalization task [see here](../examples/tasks/task_vlcs.py), `--te_d` specifies the test domain name (or index starting from 0), `--config` specifies the configurations of the domain generalization algorithms, [see here](../examples/yaml/demo_config_single_run_diva.yaml) -#### Further usage -Alternatively, in a verbose mode without using the algorithm configuration file: +In more detail, in a verbose mode without using the algorithm configuration file: ```shell python main_out.py --te_d=caltech --tpath=examples/tasks/task_vlcs.py --debug --bs=2 --model=diva --gamma_y=7e5 --gamma_d=1e5 --nname=alexnet --nname_dom=conv_bn_pool_2 @@ -19,22 +123,11 @@ python main_out.py --te_d=caltech --tpath=examples/tasks/task_vlcs.py --debug -- where `--model` specifies which algorithm to use, `--bs` specifies the batch size, `--debug` restrain only running for 2 epochs and save results with prefix 'debug'. For DIVA, the hyper-parameters include `--gamma_y=7e5` which is the relative weight of ERM loss compared to ELBO loss, and `--gamma_d=1e5`, which is the relative weight of domain classification loss compared to ELBO loss. `--nname` is to specify which neural network to use for feature extraction for classification, `--nname_dom` is to specify which neural network to use for feature extraction of domains. -For usage of other arguments, check with - -```shell -python main_out.py --help -``` - -See also [Examples](./doc_examples.md). - -### Custom Neural network - -where the user could plugin different neural network architectures for the same algorithm. See -[Specify Custom Neural Networks for an algorithm](./doc_custom_nn.md) -### Output structure (results storage) and Performance Measure -[Output structure and Performance Measure](./doc_output.md) +See [more examples](./doc_examples.md). +## Further Resources -## Software Design Pattern, Extend or Contribution -[Extend or Contibute](./doc_extend_contribute.md) +- **Custom Neural Networks:** [Guide on specifying custom neural networks](./doc_custom_nn.md) +- **Output and Performance:** [Understanding the output structure and performance measures](./doc_output.md) +- **Extending DomainLab:** [Guide for extending or contributing to DomainLab](./doc_extend_contribute.md) diff --git a/domainlab/algos/builder_api_model.py b/domainlab/algos/builder_api_model.py index 07c087e3b..9bfb66fc2 100644 --- a/domainlab/algos/builder_api_model.py +++ b/domainlab/algos/builder_api_model.py @@ -20,7 +20,7 @@ def init_business(self, exp): """ args = exp.args device = get_device(args) - model_sel = MSelOracleVisitor(MSelValPerf(max_es=args.es)) + model_sel = MSelOracleVisitor(MSelValPerf(max_es=args.es), val_threshold=args.val_threshold) observer = ObVisitor(model_sel) trainer = TrainerChainNodeGetter(args.trainer)(default="hyperscheduler") return trainer, None, observer, device diff --git a/domainlab/algos/builder_custom.py b/domainlab/algos/builder_custom.py index 9c50110b7..166f34018 100644 --- a/domainlab/algos/builder_custom.py +++ b/domainlab/algos/builder_custom.py @@ -104,7 +104,8 @@ def init_business(self, exp): task = exp.task args = exp.args device = get_device(args) - model_sel = MSelOracleVisitor(MSelValPerf(max_es=args.es)) + model_sel = MSelOracleVisitor(MSelValPerf(max_es=args.es), + val_threshold=args.val_threshold) observer = ObVisitor(model_sel) model = class_name_model(net_classifier=None, list_str_y=task.list_str_y) model = self.init_next_model(model, exp) diff --git a/domainlab/algos/builder_dann.py b/domainlab/algos/builder_dann.py index d026a5bb1..73b373c15 100644 --- a/domainlab/algos/builder_dann.py +++ b/domainlab/algos/builder_dann.py @@ -13,6 +13,7 @@ from domainlab.compos.zoo_nn import FeatExtractNNBuilderChainNodeGetter from domainlab.models.model_dann import mk_dann from domainlab.utils.utils_cuda import get_device +from domainlab.utils.hyperparameter_retrieval import get_gamma_reg class NodeAlgoBuilderDANN(NodeAlgoBuilder): @@ -29,7 +30,7 @@ def init_business(self, exp): args = exp.args task.get_list_domains_tr_te(args.tr_d, args.te_d) device = get_device(args) - msel = MSelOracleVisitor(MSelValPerf(max_es=args.es)) + msel = MSelOracleVisitor(MSelValPerf(max_es=args.es), val_threshold=args.val_threshold) observer = ObVisitor(msel) observer = ObVisitorCleanUp(observer) @@ -55,7 +56,7 @@ def init_business(self, exp): model = mk_dann(list_str_y=task.list_str_y, net_classifier=net_classifier)( list_d_tr=task.list_domain_tr, - alpha=args.gamma_reg, + alpha=get_gamma_reg(args, 'dann'), net_encoder=net_encoder, net_discriminator=net_discriminator, builder=self) diff --git a/domainlab/algos/builder_diva.py b/domainlab/algos/builder_diva.py index 34cc3605b..968840d2c 100644 --- a/domainlab/algos/builder_diva.py +++ b/domainlab/algos/builder_diva.py @@ -52,7 +52,7 @@ def init_business(self, exp): ) device = get_device(args) model_sel = MSelSetpointDelay( - MSelOracleVisitor(MSelValPerfTopK(max_es=args.es)) + MSelOracleVisitor(MSelValPerfTopK(max_es=args.es)), val_threshold=args.val_threshold ) if not args.gen: observer = ObVisitor(model_sel) diff --git a/domainlab/algos/builder_erm.py b/domainlab/algos/builder_erm.py index 4e76670c0..1221cb209 100644 --- a/domainlab/algos/builder_erm.py +++ b/domainlab/algos/builder_erm.py @@ -24,7 +24,7 @@ def init_business(self, exp): task = exp.task args = exp.args device = get_device(args) - model_sel = MSelOracleVisitor(MSelValPerf(max_es=args.es)) + model_sel = MSelOracleVisitor(MSelValPerf(max_es=args.es), val_threshold=args.val_threshold) observer = ObVisitor(model_sel) builder = FeatExtractNNBuilderChainNodeGetter( diff --git a/domainlab/algos/builder_hduva.py b/domainlab/algos/builder_hduva.py index 80e4526cb..1a752e47f 100644 --- a/domainlab/algos/builder_hduva.py +++ b/domainlab/algos/builder_hduva.py @@ -43,7 +43,7 @@ def init_business(self, exp): beta_d=args.beta_d, ) model = self.init_next_model(model, exp) - model_sel = MSelOracleVisitor(MSelValPerf(max_es=args.es)) + model_sel = MSelOracleVisitor(MSelValPerf(max_es=args.es), val_threshold=args.val_threshold) observer = ObVisitorCleanUp(ObVisitor(model_sel)) trainer = TrainerChainNodeGetter(args.trainer)(default="hyperscheduler") trainer.init_business(model, task, observer, device, args) diff --git a/domainlab/algos/builder_jigen1.py b/domainlab/algos/builder_jigen1.py index 712d959d4..fb1e78214 100644 --- a/domainlab/algos/builder_jigen1.py +++ b/domainlab/algos/builder_jigen1.py @@ -17,6 +17,7 @@ from domainlab.dsets.utils_wrapdset_patches import WrapDsetPatches from domainlab.models.model_jigen import mk_jigen from domainlab.utils.utils_cuda import get_device +from domainlab.utils.hyperparameter_retrieval import get_gamma_reg class NodeAlgoBuilderJiGen(NodeAlgoBuilder): @@ -31,7 +32,7 @@ def init_business(self, exp): task = exp.task args = exp.args device = get_device(args) - msel = MSelSetpointDelay(MSelOracleVisitor(MSelValPerfTopK(max_es=args.es))) + msel = MSelSetpointDelay(MSelOracleVisitor(MSelValPerfTopK(max_es=args.es)), val_threshold=args.val_threshold) observer = ObVisitor(msel) observer = ObVisitorCleanUp(observer) @@ -58,7 +59,7 @@ def init_business(self, exp): model = mk_jigen( list_str_y=task.list_str_y, net_classifier=net_classifier)( - coeff_reg=args.gamma_reg, + coeff_reg=get_gamma_reg(args, 'jigen'), net_encoder=net_encoder, net_classifier_permutation=net_classifier_perm, n_perm=args.nperm, diff --git a/domainlab/algos/msels/a_model_sel.py b/domainlab/algos/msels/a_model_sel.py index 1cbfffeaa..4f62b9982 100644 --- a/domainlab/algos/msels/a_model_sel.py +++ b/domainlab/algos/msels/a_model_sel.py @@ -10,14 +10,16 @@ class AMSel(metaclass=abc.ABCMeta): Abstract Model Selection """ - def __init__(self): + def __init__(self, val_threshold = None): """ trainer and tr_observer """ self.trainer = None - self._tr_obs = None + self._observer = None self.msel = None self._max_es = None + self._model_selection_epoch = None + self._val_threshold = val_threshold def reset(self): """ @@ -27,11 +29,11 @@ def reset(self): self.msel.reset() @property - def tr_obs(self): + def observer4msel(self): """ the observer from trainer """ - return self._tr_obs + return self._observer @property def max_es(self): @@ -44,35 +46,55 @@ def max_es(self): return self.msel.max_es return self._max_es - def accept(self, trainer, tr_obs): + def accept(self, trainer, observer4msel): """ Visitor pattern to trainer accept trainer and tr_observer """ self.trainer = trainer - self._tr_obs = tr_obs + self._observer = observer4msel if self.msel is not None: - self.msel.accept(trainer, tr_obs) + self.msel.accept(trainer, observer4msel) + + def update(self, epoch, clear_counter=False): + """ + level above the observer + visitor pattern to get information about the epoch + """ + update = self.base_update(clear_counter) + if update: + self._model_selection_epoch = epoch + + return update @abc.abstractmethod - def update(self, clear_counter=False): + def base_update(self, clear_counter=False): """ observer + visitor pattern to trainer if the best model should be updated return boolean """ - def if_stop(self): + def if_stop(self, acc_val = None): """ - check if trainer should stop + check if trainer should stop and additionally tests for validation threshold return boolean """ # NOTE: since if_stop is not abstract, one has to # be careful to always override it in child class # only if the child class has a decorator which will # dispatched. + if self.msel is not None and acc_val is not None: + if self._val_threshold is not None and acc_val < self._val_threshold: + return False + return self.early_stop() + + def early_stop(self): + """ + check if trainer should stop + return boolean + """ if self.msel is not None: - return self.msel.if_stop() + return self.msel.early_stop() raise NotImplementedError @property @@ -107,3 +129,18 @@ def oracle_last_setpoint_sel_te_acc(self): if self.msel is not None: return self.msel.oracle_last_setpoint_sel_te_acc return -1 + + def model_selection_epoch(self): + """ + the epoch when the model was selected + """ + if self._model_selection_epoch is not None: + return self._model_selection_epoch + return -1 + + @property + def val_threshold(self): + """ + the treshold below which we don't stop early + """ + return self._val_threshold diff --git a/domainlab/algos/msels/c_msel_oracle.py b/domainlab/algos/msels/c_msel_oracle.py index e232b1e78..d61047c75 100644 --- a/domainlab/algos/msels/c_msel_oracle.py +++ b/domainlab/algos/msels/c_msel_oracle.py @@ -11,11 +11,11 @@ class MSelOracleVisitor(AMSel): how the final model is selected """ - def __init__(self, msel=None): + def __init__(self, msel=None, val_threshold = None): """ Decorator pattern """ - super().__init__() + super().__init__(val_threshold) self.best_oracle_acc = 0 self.msel = msel @@ -30,15 +30,15 @@ def oracle_last_setpoint_sel_te_acc(self): return self.msel.oracle_last_setpoint_sel_te_acc return -1 - def update(self, clear_counter=False): + def base_update(self, clear_counter=False): """ if the best model should be updated """ self.trainer.model.save("epoch") flag = False - if self.tr_obs.metric_val is None: - return super().update(clear_counter) - metric = self.tr_obs.metric_te[self.tr_obs.str_metric4msel] + if self.observer4msel.metric_val is None: + return super().base_update(clear_counter) + metric = self.observer4msel.metric_te[self.observer4msel.str_metric4msel] if metric > self.best_oracle_acc: self.best_oracle_acc = metric if self.msel is not None: @@ -49,20 +49,20 @@ def update(self, clear_counter=False): logger.info("new oracle model saved") flag = True if self.msel is not None: - return self.msel.update(clear_counter) + return self.msel.base_update(clear_counter) return flag - def if_stop(self): + def early_stop(self): """ if should early stop oracle model selection does not intervene how models get selected by the innermost model selection """ if self.msel is not None: - return self.msel.if_stop() + return self.msel.early_stop() return False - def accept(self, trainer, tr_obs): + def accept(self, trainer, observer4msel): if self.msel is not None: - self.msel.accept(trainer, tr_obs) - super().accept(trainer, tr_obs) + self.msel.accept(trainer, observer4msel) + super().accept(trainer, observer4msel) diff --git a/domainlab/algos/msels/c_msel_setpoint_delay.py b/domainlab/algos/msels/c_msel_setpoint_delay.py index 8387dbb26..d62983e89 100644 --- a/domainlab/algos/msels/c_msel_setpoint_delay.py +++ b/domainlab/algos/msels/c_msel_setpoint_delay.py @@ -11,8 +11,8 @@ class MSelSetpointDelay(AMSel): selected performance from the decoratee each time the setpoint shrinks """ - def __init__(self, msel): - super().__init__() + def __init__(self, msel, val_threshold = None): + super().__init__(val_threshold) # NOTE: super() has to come first always otherwise self.msel will be overwritten to be None self.msel = msel self._oracle_last_setpoint_sel_te_acc = 0.0 @@ -24,7 +24,7 @@ def oracle_last_setpoint_sel_te_acc(self): """ return self._oracle_last_setpoint_sel_te_acc - def update(self, clear_counter=False): + def base_update(self, clear_counter=False): """ if the best model should be updated currently, clear_counter is set via diff --git a/domainlab/algos/msels/c_msel_tr_loss.py b/domainlab/algos/msels/c_msel_tr_loss.py index 58ca03e21..609550a9a 100644 --- a/domainlab/algos/msels/c_msel_tr_loss.py +++ b/domainlab/algos/msels/c_msel_tr_loss.py @@ -13,8 +13,8 @@ class MSelTrLoss(AMSel): 2. Visitor pattern to trainer """ - def __init__(self, max_es): - super().__init__() + def __init__(self, max_es, val_threshold = None): + super().__init__(val_threshold) # NOTE: super() must come first otherwise it will overwrite existing # values! self.reset() @@ -28,7 +28,7 @@ def reset(self): def max_es(self): return self._max_es - def update(self, clear_counter=False): + def base_update(self, clear_counter=False): """ if the best model should be updated """ @@ -50,7 +50,7 @@ def update(self, clear_counter=False): self.es_c = 0 return flag - def if_stop(self): + def early_stop(self): """ if should early stop """ diff --git a/domainlab/algos/msels/c_msel_val.py b/domainlab/algos/msels/c_msel_val.py index c1f2f5561..38c91ad58 100644 --- a/domainlab/algos/msels/c_msel_val.py +++ b/domainlab/algos/msels/c_msel_val.py @@ -11,8 +11,8 @@ class MSelValPerf(MSelTrLoss): 2. Visitor pattern to trainer """ - def __init__(self, max_es): - super().__init__(max_es) # construct self.tr_obs (observer) + def __init__(self, max_es, val_threshold = None): + super().__init__(max_es, val_threshold) # construct self.observer4msel (observer) self.reset() def reset(self): @@ -39,16 +39,16 @@ def best_te_metric(self): """ return self._best_te_metric - def update(self, clear_counter=False): + def base_update(self, clear_counter=False): """ if the best model should be updated """ flag = True - if self.tr_obs.metric_val is None: - return super().update(clear_counter) - metric = self.tr_obs.metric_val[self.tr_obs.str_metric4msel] - if self.tr_obs.metric_te is not None: - metric_te_current = self.tr_obs.metric_te[self.tr_obs.str_metric4msel] + if self.observer4msel.metric_val is None: + return super().base_update(clear_counter) + metric = self.observer4msel.metric_val[self.observer4msel.str_metric4msel] + if self.observer4msel.metric_te is not None: + metric_te_current = self.observer4msel.metric_te[self.observer4msel.str_metric4msel] self._best_te_metric = max(self._best_te_metric, metric_te_current) if metric > self._best_val_acc: # update hat{model} @@ -56,8 +56,8 @@ def update(self, clear_counter=False): # the bigger the better self._best_val_acc = metric self.es_c = 0 # restore counter - if self.tr_obs.metric_te is not None: - metric_te_current = self.tr_obs.metric_te[self.tr_obs.str_metric4msel] + if self.observer4msel.metric_te is not None: + metric_te_current = self.observer4msel.metric_te[self.observer4msel.str_metric4msel] self._sel_model_te_acc = metric_te_current else: @@ -65,7 +65,7 @@ def update(self, clear_counter=False): logger = Logger.get_logger() logger.info(f"early stop counter: {self.es_c}") logger.info( - f"val acc:{self.tr_obs.metric_val['acc']}, " + f"val acc:{self.observer4msel.metric_val['acc']}, " + f"best validation acc: {self.best_val_acc}, " + f"corresponding to test acc: \ {self.sel_model_te_acc} / {self.best_te_metric}" diff --git a/domainlab/algos/observers/b_obvisitor.py b/domainlab/algos/observers/b_obvisitor.py index 6dce73c28..4c3d1917c 100644 --- a/domainlab/algos/observers/b_obvisitor.py +++ b/domainlab/algos/observers/b_obvisitor.py @@ -61,12 +61,12 @@ def update(self, epoch, flag_info=False): self.loader_te, self.device ) self.metric_te = metric_te - if self.model_sel.update(flag_info): + if self.model_sel.update(epoch, flag_info): logger.info("better model found") self.host_trainer.model.save() logger.info("persisted") - flag_stop = self.model_sel.if_stop() - + acc = self.metric_te.get("acc") + flag_stop = self.model_sel.if_stop(acc) flag_enough = epoch >= self.host_trainer.aconf.epos_min self.flag_setpoint_changed_once |= flag_info @@ -116,6 +116,7 @@ def after_all(self): metric_te.update({"acc_oracle": -1}) if hasattr(self, "model_sel"): metric_te.update({"acc_val": self.model_sel.best_val_acc}) + metric_te.update({"model_selection_epoch": self.model_sel.model_selection_epoch}) else: metric_te.update({"acc_val": -1}) diff --git a/domainlab/algos/trainers/a_trainer.py b/domainlab/algos/trainers/a_trainer.py index 34a603dbe..5a0da5bb3 100644 --- a/domainlab/algos/trainers/a_trainer.py +++ b/domainlab/algos/trainers/a_trainer.py @@ -132,7 +132,9 @@ def init_business(self, model, task, observer, device, aconf, flag_accept=True): self._decoratee.init_business( model, task, observer, device, aconf, flag_accept ) - self.model = model + self.model = self._decoratee + else: + self.model = model self.task = task self.task.init_business(trainer=self, args=aconf) self.model.list_d_tr = self.task.list_domain_tr @@ -272,3 +274,11 @@ def dset_decoration_args_algo(self, args, ddset): if self._decoratee is not None: return self._decoratee.dset_decoration_args_algo(args, ddset) return ddset + + def print_parameters(self): + """ + Function to print all parameters of the object. + Can be used to print the parameters of any child class + """ + params = vars(self) + print(f"Parameters of {type(self).__name__}: {params}") diff --git a/domainlab/algos/trainers/fbopt_mu_controller.py b/domainlab/algos/trainers/fbopt_mu_controller.py index 9f8e02971..824638461 100644 --- a/domainlab/algos/trainers/fbopt_mu_controller.py +++ b/domainlab/algos/trainers/fbopt_mu_controller.py @@ -206,27 +206,32 @@ def search_mu( self.writer.add_scalar(f"controller_gain/{key}", dict_gain[key], miter) ind = list_str_multiplier_na.index(key) self.writer.add_scalar(f"delta/{key}", self.delta_epsilon_r[ind], miter) - for i, (reg_dyn, reg_set) in enumerate( - zip(epo_reg_loss, self.get_setpoint4r()) - ): - self.writer.add_scalar( - f"lossrd/dyn_{list_str_multiplier_na[i]}", reg_dyn, miter - ) - self.writer.add_scalar( - f"lossrs/setpoint_{list_str_multiplier_na[i]}", reg_set, miter - ) - self.writer.add_scalars( - f"loss_rds/loss_{list_str_multiplier_na[i]}_w_setpoint", - { - f"lossr/loss_{list_str_multiplier_na[i]}": reg_dyn, - f"lossr/setpoint_{list_str_multiplier_na[i]}": reg_set, - }, - miter, - ) - self.writer.add_scalar( - f"x_ell_y_r/loss_{list_str_multiplier_na[i]}", reg_dyn, epo_task_loss - ) + if list_str_multiplier_na: + for i, (reg_dyn, reg_set) in enumerate( + zip(epo_reg_loss, self.get_setpoint4r()) + ): + + self.writer.add_scalar( + f"lossrd/dyn_{list_str_multiplier_na[i]}", reg_dyn, miter + ) + self.writer.add_scalar( + f"lossrs/setpoint_{list_str_multiplier_na[i]}", reg_set, miter + ) + + self.writer.add_scalars( + f"loss_rds/loss_{list_str_multiplier_na[i]}_w_setpoint", + { + f"lossr/loss_{list_str_multiplier_na[i]}": reg_dyn, + f"lossr/setpoint_{list_str_multiplier_na[i]}": reg_set, + }, + miter, + ) + self.writer.add_scalar( + f"x_ell_y_r/loss_{list_str_multiplier_na[i]}", reg_dyn, epo_task_loss + ) + else: + logger.info("No multiplier provided") self.writer.add_scalar("loss_task/penalized", epo_loss_tr, miter) self.writer.add_scalar("loss_task/ell", epo_task_loss, miter) acc_te = 0 diff --git a/domainlab/algos/trainers/train_dial.py b/domainlab/algos/trainers/train_dial.py index 76f2dff02..dbcb50eae 100644 --- a/domainlab/algos/trainers/train_dial.py +++ b/domainlab/algos/trainers/train_dial.py @@ -5,6 +5,7 @@ from torch.autograd import Variable from domainlab.algos.trainers.train_basic import TrainerBasic +from domainlab.utils.hyperparameter_retrieval import get_gamma_reg class TrainerDIAL(TrainerBasic): @@ -49,7 +50,7 @@ def _cal_reg_loss(self, tensor_x, tensor_y, tensor_d, others=None): tensor_x_adv = self.gen_adversarial(self.device, tensor_x, tensor_y) tensor_x_batch_adv_no_grad = Variable(tensor_x_adv, requires_grad=False) loss_dial = self.model.cal_task_loss(tensor_x_batch_adv_no_grad, tensor_y) - return [loss_dial], [self.aconf.gamma_reg] + return [loss_dial], [get_gamma_reg(self.aconf, self.name)] def hyper_init(self, functor_scheduler, trainer): """ diff --git a/domainlab/algos/trainers/train_fishr.py b/domainlab/algos/trainers/train_fishr.py index 1a11e3780..250b4109d 100644 --- a/domainlab/algos/trainers/train_fishr.py +++ b/domainlab/algos/trainers/train_fishr.py @@ -13,6 +13,7 @@ backpack = None from domainlab.algos.trainers.train_basic import TrainerBasic +from domainlab.utils.hyperparameter_retrieval import get_gamma_reg class TrainerFishr(TrainerBasic): @@ -25,7 +26,7 @@ class TrainerFishr(TrainerBasic): "Fishr: Invariant gradient variances for out-of-distribution generalization." International Conference on Machine Learning. PMLR, 2022. """ - def tr_epoch(self, epoch): + def tr_epoch(self, epoch, flag_info=False): list_loaders = list(self.dict_loader_tr.values()) loaders_zip = zip(*list_loaders) self.model.train() @@ -39,13 +40,13 @@ def tr_epoch(self, epoch): dict_layerwise_var_var_grads_sum = \ {key: val.sum() for key, val in dict_layerwise_var_var_grads.items()} loss_fishr = sum(dict_layerwise_var_var_grads_sum.values()) - loss = sum(list_loss_erm) + self.aconf.gamma_reg * loss_fishr + loss = sum(list_loss_erm) + get_gamma_reg(self.aconf, self.name) * loss_fishr loss.backward() self.optimizer.step() self.epo_loss_tr += loss.detach().item() self.after_batch(epoch, ind_batch) - flag_stop = self.observer.update(epoch) # notify observer + flag_stop = self.observer.update(epoch, flag_info) # notify observer return flag_stop def var_grads_and_loss(self, tuple_data_domains_batch): @@ -160,10 +161,6 @@ def cal_dict_variance_grads(self, tensor_x, vec_y): inputs=list(self.model.parameters()), retain_graph=True, create_graph=True ) - for name, param in self.model.named_parameters(): - print(name) - print(".grad.shape: ", param.variance.shape) - dict_variance = OrderedDict( [(name, weights.variance.clone()) for name, weights in self.model.named_parameters() diff --git a/domainlab/algos/trainers/train_hyper_scheduler.py b/domainlab/algos/trainers/train_hyper_scheduler.py index 2e60bf5e8..9eda2e494 100644 --- a/domainlab/algos/trainers/train_hyper_scheduler.py +++ b/domainlab/algos/trainers/train_hyper_scheduler.py @@ -55,7 +55,7 @@ def before_tr(self): flag_update_epoch=True, ) - def tr_epoch(self, epoch): + def tr_epoch(self, epoch, flag_info=False): """ update hyper-parameters only per epoch """ diff --git a/domainlab/algos/trainers/train_irm.py b/domainlab/algos/trainers/train_irm.py new file mode 100644 index 000000000..9e91f1edc --- /dev/null +++ b/domainlab/algos/trainers/train_irm.py @@ -0,0 +1,70 @@ +""" +use random start to generate adversarial images +""" +import torch +from torch import autograd +from torch.nn import functional as F +from domainlab.algos.trainers.train_basic import TrainerBasic + + +class TrainerIRM(TrainerBasic): + """ + IRMv1 split a minibatch into half, and use an unbiased estimate of the + squared gradient norm via inner product + $$\\delta_{w|w=1} \\ell(w\\dot \\Phi(X^{e, i}), Y^{e, i})$$ + of dimension dim(Grad) + with + $$\\delta_{w|w=1} \\ell(w\\dot \\Phi(X^{e, j}), Y^{e, j})$$ + of dimension dim(Grad) + For more details, see section 3.2 and Appendix D of : + Arjovsky et al., “Invariant Risk Minimization.” + """ + def tr_epoch(self, epoch, flag_info=False): + list_loaders = list(self.dict_loader_tr.values()) + loaders_zip = zip(*list_loaders) + self.model.train() + self.epo_loss_tr = 0 + + for ind_batch, tuple_data_domains_batch in enumerate(loaders_zip): + self.optimizer.zero_grad() + list_domain_loss_erm = [] + list_domain_reg = [] + for batch_domain_e in tuple_data_domains_batch: + tensor_x, tensor_y, tensor_d, *others = batch_domain_e + tensor_x, tensor_y, tensor_d = \ + tensor_x.to(self.device), tensor_y.to(self.device), \ + tensor_d.to(self.device) + list_domain_loss_erm.append( + self.model.cal_task_loss(tensor_x, tensor_y)) + list_1ele_loss_irm, _ = \ + self._cal_reg_loss(tensor_x, tensor_y, tensor_d, others) + list_domain_reg += list_1ele_loss_irm + loss = torch.sum(torch.stack(list_domain_loss_erm)) + \ + self.aconf.gamma_reg * torch.sum(torch.stack(list_domain_reg)) + loss.backward() + self.optimizer.step() + self.epo_loss_tr += loss.detach().item() + self.after_batch(epoch, ind_batch) + + flag_stop = self.observer.update(epoch, flag_info) # notify observer + return flag_stop + + def _cal_phi(self, tensor_x): + logits = self.model.cal_logit_y(tensor_x) + return logits + + def _cal_reg_loss(self, tensor_x, tensor_y, tensor_d, others=None): + """ + Let trainer behave like a model, so that other trainer could use it + """ + _ = tensor_d + _ = others + y = tensor_y + phi = self._cal_phi(tensor_x) + dummy_w_scale = torch.tensor(1.).to(tensor_x.device).requires_grad_() + loss_1 = F.cross_entropy(phi[::2] * dummy_w_scale, y[::2]) + loss_2 = F.cross_entropy(phi[1::2] * dummy_w_scale, y[1::2]) + grad_1 = autograd.grad(loss_1, [dummy_w_scale], create_graph=True)[0] + grad_2 = autograd.grad(loss_2, [dummy_w_scale], create_graph=True)[0] + loss_irm = torch.sum(grad_1 * grad_2) + return [loss_irm], [self.aconf.gamma_reg] diff --git a/domainlab/algos/trainers/train_matchdg.py b/domainlab/algos/trainers/train_matchdg.py index cfe8e5a66..ef4b1c862 100644 --- a/domainlab/algos/trainers/train_matchdg.py +++ b/domainlab/algos/trainers/train_matchdg.py @@ -13,6 +13,7 @@ ) from domainlab.tasks.utils_task_dset import DsetIndDecorator4XYD from domainlab.utils.logger import Logger +from domainlab.utils.hyperparameter_retrieval import get_gamma_reg class TrainerMatchDG(AbstractTrainer): @@ -36,7 +37,7 @@ def init_business( self.base_domain_size = get_base_domain_size4match_dg(self.task) self.epo_loss_tr = 0 self.flag_erm = flag_erm - self.lambda_ctr = self.aconf.gamma_reg + self.lambda_ctr = get_gamma_reg(aconf, self.name) self.mk_match_tensor(epoch=0) self.flag_match_tensor_sweep_over = False self.tuple_tensor_ref_domain2each_y = None @@ -94,7 +95,7 @@ def tr_epoch(self, epoch, flag_info=False): logger.info("\n\nPhase erm+ctr \n\n") self.flag_erm = True - flag_stop = self.observer.update(epoch) # notify observer + flag_stop = self.observer.update(epoch, flag_info) # notify observer return flag_stop def tr_batch(self, epoch, batch_idx, x_e, y_e, d_e, others=None): diff --git a/domainlab/algos/trainers/train_mldg.py b/domainlab/algos/trainers/train_mldg.py index 90318286c..9e13ff58b 100644 --- a/domainlab/algos/trainers/train_mldg.py +++ b/domainlab/algos/trainers/train_mldg.py @@ -10,6 +10,7 @@ from domainlab.algos.trainers.train_basic import TrainerBasic from domainlab.tasks.utils_task import mk_loader from domainlab.tasks.utils_task_dset import DsetZip +from domainlab.utils.hyperparameter_retrieval import get_gamma_reg class TrainerMLDG(AbstractTrainer): @@ -50,7 +51,7 @@ def prepare_ziped_loader(self): ddset_mix = DsetZip(ddset_source, ddset_target) self.loader_tr_source_target = mk_loader(ddset_mix, self.aconf.bs) - def tr_epoch(self, epoch): + def tr_epoch(self, epoch, flag_info=False): self.model.train() self.epo_loss_tr = 0 self.prepare_ziped_loader() @@ -108,7 +109,7 @@ def tr_epoch(self, epoch): loss = ( loss_source_task.sum() + source_reg_tr.sum() - + self.aconf.gamma_reg * loss_look_forward.sum() + + get_gamma_reg(self.aconf, self.name) * loss_look_forward.sum() ) # loss.backward() @@ -116,5 +117,5 @@ def tr_epoch(self, epoch): self.optimizer.step() self.epo_loss_tr += loss.detach().item() self.after_batch(epoch, ind_batch) - flag_stop = self.observer.update(epoch) # notify observer + flag_stop = self.observer.update(epoch, flag_info) # notify observer return flag_stop diff --git a/domainlab/algos/trainers/zoo_trainer.py b/domainlab/algos/trainers/zoo_trainer.py index 651b80fa7..df99a29cb 100644 --- a/domainlab/algos/trainers/zoo_trainer.py +++ b/domainlab/algos/trainers/zoo_trainer.py @@ -8,6 +8,7 @@ from domainlab.algos.trainers.train_matchdg import TrainerMatchDG from domainlab.algos.trainers.train_mldg import TrainerMLDG from domainlab.algos.trainers.train_fishr import TrainerFishr +from domainlab.algos.trainers.train_irm import TrainerIRM class TrainerChainNodeGetter(object): @@ -50,6 +51,7 @@ def __call__(self, lst_candidates=None, default=None, lst_excludes=None): chain = TrainerMatchDG(chain) chain = TrainerMLDG(chain) chain = TrainerFishr(chain) + chain = TrainerIRM(chain) chain = TrainerHyperScheduler(chain) chain = TrainerFbOpt(chain) node = chain.handle(self.request) diff --git a/domainlab/arg_parser.py b/domainlab/arg_parser.py index 61a2ea97a..95ac8136f 100644 --- a/domainlab/arg_parser.py +++ b/domainlab/arg_parser.py @@ -13,6 +13,24 @@ from domainlab.models.args_vae import add_args2parser_vae from domainlab.utils.logger import Logger +class ParseValuesOrKeyValuePairs(argparse.Action): + """Class used for arg parsing where values are provided in a key value format""" + + def __call__(self, parser, namespace, values, option_string=None): + if "=" in values: + my_dict = {} + for kv in values.split(","): + k, v = kv.split("=") + try: + my_dict[k.strip()] = float(v.strip()) + except ValueError: + raise ValueError(f"Invalid value in key-value pair: '{kv}', must be float") + setattr(namespace, self.dest, my_dict) + else: + try: + setattr(namespace, self.dest, float(values)) + except ValueError: + raise ValueError(f"Invalid value for {self.dest}: '{values}', must be float") def mk_parser_main(): """ @@ -32,7 +50,10 @@ def mk_parser_main(): parser.add_argument("--lr", type=float, default=1e-4, help="learning rate") parser.add_argument( - "--gamma_reg", type=float, default=0.1, help="weight of regularization loss" + "--gamma_reg", + default=0.1, + help="weight of regularization loss, can specify per model as 'dann=1.0,diva=2.0'", + action=ParseValuesOrKeyValuePairs ) parser.add_argument("--es", type=int, default=1, help="early stop steps") @@ -251,6 +272,13 @@ def mk_parser_main(): parser.add_argument("--task", metavar="ta", type=str, help="task name") + parser.add_argument( + "--val_threshold", + type=float, + default=None, + help="Accuracy threshold before early stopping can be applied" + ) + arg_group_task = parser.add_argument_group("task args") arg_group_task.add_argument( @@ -301,7 +329,10 @@ def mk_parser_main(): arg_group_task.add_argument( "--loglevel", type=str, default="DEBUG", help="sets the loglevel of the logger" ) - + arg_group_task.add_argument( + "--shuffling_off", action="store_true", default=False, + help="disable shuffling of the training dataloader for the dataset" + ) # args for variational auto encoder arg_group_vae = parser.add_argument_group("vae") arg_group_vae = add_args2parser_vae(arg_group_vae) diff --git a/domainlab/dsets/dset_subfolder.py b/domainlab/dsets/dset_subfolder.py index 0d29f18b6..d9261c54f 100644 --- a/domainlab/dsets/dset_subfolder.py +++ b/domainlab/dsets/dset_subfolder.py @@ -152,6 +152,8 @@ def _find_classes(self, mdir): if not flag_user_input_classes_in_folder: logger.info(f"user provided class names: {self.list_class_dir}") logger.info(f"subfolder names from folder: {mdir} {classes}") + unmatched_names = set(self.list_class_dir) - set(classes) + logger.info(f"unmatched class names provided by user: {unmatched_names}") raise RuntimeError( "user provided class names does not match the subfolder names" ) diff --git a/domainlab/exp/exp_main.py b/domainlab/exp/exp_main.py index 51397131b..12ecea5f5 100755 --- a/domainlab/exp/exp_main.py +++ b/domainlab/exp/exp_main.py @@ -10,7 +10,6 @@ from domainlab.tasks.zoo_tasks import TaskChainNodeGetter from domainlab.utils.logger import Logger from domainlab.utils.sanity_check import SanityCheck - os.environ["CUDA_LAUNCH_BLOCKING"] = "1" # debug @@ -51,12 +50,14 @@ def __init__(self, args, task=None, model=None, observer=None, visitor=AggWriter self.model = model self.epochs = self.args.epos self.epoch_counter = 1 + self.val_threshold = args.val_threshold if observer is None: observer = observer_default if not self.trainer.flag_initialized: self.trainer.init_business(self.model, self.task, observer, device, args) self.visitor = visitor(self) # visitor depends on task initialization first # visitor must be initialized last after trainer is initialized + self.experiment_duration = None self.model.set_saver(self.visitor) def execute(self, num_epochs=None): @@ -96,6 +97,7 @@ def execute(self, num_epochs=None): f"Experiment finished at epoch: {self.epoch_counter} " f"with time: {t_c - t_0} at {t_c}" ) + self.experiment_duration = t_c - t_0 self.trainer.post_tr() def clean_up(self): diff --git a/domainlab/exp/exp_utils.py b/domainlab/exp/exp_utils.py index 2af681731..22a609b2c 100644 --- a/domainlab/exp/exp_utils.py +++ b/domainlab/exp/exp_utils.py @@ -179,6 +179,11 @@ def _gen_line(self, dict_metric): confmat_filename = dict_cols.get("mname", None) # return None if not found # @FIXME: strong dependency on host attribute name dict_cols.update({epos_name: self.host.epoch_counter}) + if self.host.experiment_duration is not None: + dict_cols.update({"experiment_duration": self.host.experiment_duration}) + else: + print("Does not have attribute") + print(self.host) if not self.has_first_line: self.first_line(dict_cols) list_str = [str(dict_cols[key]) for key in self.list_cols] diff --git a/domainlab/exp_protocol/aggregate_results.py b/domainlab/exp_protocol/aggregate_results.py index d67cf5a0a..2d72316bb 100644 --- a/domainlab/exp_protocol/aggregate_results.py +++ b/domainlab/exp_protocol/aggregate_results.py @@ -43,6 +43,7 @@ def agg_from_directory(input_dir: str, output_file: str): def agg_main(bm_dir: str, skip_plotting: bool = False): """Aggregates partial results and generate plots.""" + bm_dir.rstrip("/") agg_output = f"{bm_dir}/results.csv" agg_input = f"{bm_dir}/rule_results" agg_from_directory(agg_input, agg_output) diff --git a/domainlab/models/a_model.py b/domainlab/models/a_model.py index ca639daa2..3767aa58d 100644 --- a/domainlab/models/a_model.py +++ b/domainlab/models/a_model.py @@ -187,3 +187,35 @@ def dset_decoration_args_algo(self, args, ddset): if self._decoratee is not None: return self._decoratee.dset_decoration_args_algo(args, ddset) return ddset + + @property + def p_na_prefix(self): + """ + common prefix for Models + """ + return "Model" + + @property + def name(self): + """ + get the name of the algorithm + """ + na_prefix = self.p_na_prefix + len_prefix = len(na_prefix) + na_class = type(self).__name__ + if na_class[:len_prefix] != na_prefix: + raise RuntimeError( + "Model builder node class must start with ", + na_prefix, + "the current class is named: ", + na_class, + ) + return type(self).__name__[len_prefix:].lower() + + def print_parameters(self): + """ + Function to print all parameters of the object. + Can be used to print the parameters of every child class. + """ + params = vars(self) + print(f"Parameters of {type(self).__name__}: {params}") diff --git a/domainlab/models/a_model_classif.py b/domainlab/models/a_model_classif.py index 1917f752e..1f72eec0a 100644 --- a/domainlab/models/a_model_classif.py +++ b/domainlab/models/a_model_classif.py @@ -25,7 +25,6 @@ loss_cross_entropy_extended = extend(nn.CrossEntropyLoss(reduction="none")) - class AModelClassif(AModel, metaclass=abc.ABCMeta): """ operations that all classification model should have diff --git a/domainlab/models/model_dann.py b/domainlab/models/model_dann.py index b479c309c..b940c5d71 100644 --- a/domainlab/models/model_dann.py +++ b/domainlab/models/model_dann.py @@ -79,7 +79,10 @@ def reset_aux_net(self): @property def list_str_multiplier_na(self): - return ["alpha"] + """ + name of the multiplier + """ + return [self.name + "_alpha"] def hyper_update(self, epoch, fun_scheduler): """hyper_update. @@ -89,13 +92,15 @@ def hyper_update(self, epoch, fun_scheduler): dict_rst = fun_scheduler( epoch ) # the __call__ method of hyperparameter scheduler - self.alpha = dict_rst["alpha"] + self.alpha = dict_rst[self.name + "_alpha"] def hyper_init(self, functor_scheduler, trainer=None): """hyper_init. :param functor_scheduler: name of the scheduler class """ - return functor_scheduler(trainer=trainer, alpha=self.alpha) + parameters = {} + parameters[self.name + "_alpha"] = self.alpha + return functor_scheduler(trainer=trainer, **parameters) def _cal_reg_loss(self, tensor_x, tensor_y, tensor_d, others): _ = others diff --git a/domainlab/models/model_diva.py b/domainlab/models/model_diva.py index c907eb94a..859fb6fa5 100644 --- a/domainlab/models/model_diva.py +++ b/domainlab/models/model_diva.py @@ -100,9 +100,9 @@ def hyper_update(self, epoch, fun_scheduler): :param fun_scheduler: """ dict_rst = fun_scheduler(epoch) - self.beta_d = dict_rst["beta_d"] - self.beta_y = dict_rst["beta_y"] - self.beta_x = dict_rst["beta_x"] + self.beta_d = dict_rst[self.name + "_beta_d"] + self.beta_y = dict_rst[self.name + "_beta_x"] + self.beta_x = dict_rst[self.name + "_beta_y"] def hyper_init(self, functor_scheduler, trainer=None): """ @@ -110,11 +110,12 @@ def hyper_init(self, functor_scheduler, trainer=None): :param functor_scheduler: the class name of the scheduler """ + parameters = {} + parameters[self.name + "_beta_d"] = self.beta_d + parameters[self.name + "_beta_y"] = self.beta_y + parameters[self.name + "_beta_x"] = self.beta_x return functor_scheduler( - trainer=trainer, - beta_d=self.beta_d, - beta_y=self.beta_y, - beta_x=self.beta_x, + trainer=trainer, **parameters ) @property @@ -122,7 +123,7 @@ def list_str_multiplier_na(self): """ list of multipliers name """ - return ["mu_recon", "beta_d", "beta_x", "beta_y", "gamma_d"] + return [f"{self.name}_mu_recon", f"{self.name}_beta_d", f"{self.name}_beta_x", f"{self.name}_beta_y", f"{self.name}_gamma_d"] @property def dict_multiplier(self): @@ -130,11 +131,11 @@ def dict_multiplier(self): list of multipliers name, which correspond to cal_reg_loss """ return { - "mu_recon": self.mu_recon, - "beta_d": self.beta_d, - "beta_x": self.beta_x, - "beta_y": self.beta_y, - "gamma_d": self.gamma_d, + f"{self.name}_mu_recon": self.mu_recon, + f"{self.name}_beta_d": self.beta_d, + f"{self.name}_beta_x": self.beta_x, + f"{self.name}_beta_y": self.beta_y, + f"{self.name}_gamma_d": self.gamma_d, } def _cal_reg_loss(self, tensor_x, tensor_y, tensor_d, others=None): @@ -186,11 +187,11 @@ def hyper_update(self, epoch, fun_scheduler): :param fun_scheduler: """ dict_rst = fun_scheduler(epoch) - self.beta_d = dict_rst["beta_d"] - self.beta_y = dict_rst["beta_y"] - self.beta_x = dict_rst["beta_x"] - self.gamma_d = dict_rst["gamma_d"] - self.mu_recon = dict_rst["mu_recon"] + self.beta_d = dict_rst[self.name + "_beta_d"] + self.beta_y = dict_rst[self.name + "_beta_x"] + self.beta_x = dict_rst[self.name + "_beta_y"] + self.gamma_d = dict_rst[self.name + "_gamma_d"] + self.mu_recon = dict_rst[self.name + "_mu_recon"] def hyper_init(self, functor_scheduler, trainer=None): """ @@ -198,13 +199,14 @@ def hyper_init(self, functor_scheduler, trainer=None): :param functor_scheduler: the class name of the scheduler """ + parameters = {} + parameters[self.name + "_beta_d"] = self.beta_d + parameters[self.name + "_beta_y"] = self.beta_y + parameters[self.name + "_beta_x"] = self.beta_x + parameters[self.name + "_gamma_d"] = self.gamma_d + parameters[self.name + "_mu_recon"] = self.mu_recon return functor_scheduler( - trainer=trainer, - beta_d=self.beta_d, - beta_y=self.beta_y, - beta_x=self.beta_x, - gamma_d=self.gamma_d, - mu_recon=self.mu_recon, + trainer=trainer, **parameters ) class ModelDIVAGammadReconPerPixel(ModelDIVAGammadRecon): @@ -237,10 +239,10 @@ def hyper_update(self, epoch, fun_scheduler): :param fun_scheduler: """ dict_rst = fun_scheduler(epoch) - self.beta_d = dict_rst["beta_d"] - self.beta_y = dict_rst["beta_y"] - self.beta_x = dict_rst["beta_x"] - self.gamma_d = dict_rst["gamma_d"] + self.beta_d = dict_rst[self.name + "_beta_d"] + self.beta_y = dict_rst[self.name + "_beta_x"] + self.beta_x = dict_rst[self.name + "_beta_y"] + self.gamma_d = dict_rst[self.name + "_gamma_d"] def hyper_init(self, functor_scheduler, trainer=None): """ @@ -248,12 +250,14 @@ def hyper_init(self, functor_scheduler, trainer=None): :param functor_scheduler: the class name of the scheduler """ + parameters = {} + parameters[self.name + "_beta_d"] = self.beta_d + parameters[self.name + "_beta_y"] = self.beta_y + parameters[self.name + "_beta_x"] = self.beta_x + parameters[self.name + "_gamma_d"] = self.gamma_d + parameters[self.name + "_mu_recon"] = self.mu_recon return functor_scheduler( - trainer=trainer, - beta_d=self.beta_d, - beta_y=self.beta_y, - beta_x=self.beta_x, - gamma_d=self.gamma_d, + trainer=trainer, **parameters ) class ModelDIVADefault(ModelDIVA): diff --git a/domainlab/models/model_erm.py b/domainlab/models/model_erm.py index 6ee9c23f9..4ccec7a50 100644 --- a/domainlab/models/model_erm.py +++ b/domainlab/models/model_erm.py @@ -10,7 +10,6 @@ except: backpack = None - def mk_erm(parent_class=AModelClassif, **kwargs): """ Instantiate a Deepall (ERM) model @@ -53,4 +52,30 @@ def convert4backpack(self): """ self._net_invar_feat = extend(self._net_invar_feat, use_converter=True) self.net_classifier = extend(self.net_classifier, use_converter=True) + + def hyper_update(self, epoch, fun_scheduler): # pylint: disable=unused-argument + """ + Method necessary to combine with hyperparameter scheduler + + :param epoch: + :param fun_scheduler: + """ + + def hyper_init(self, functor_scheduler, trainer=None): + """ + initiate a scheduler object via class name and things inside this model + + :param functor_scheduler: the class name of the scheduler + """ + return functor_scheduler( + trainer=trainer + ) + + @property + def list_str_multiplier_na(self): + """ + list of multipliers which match the order in cal_reg_loss + """ + return [] + return ModelERM diff --git a/domainlab/models/model_hduva.py b/domainlab/models/model_hduva.py index 929d179b7..f7ab1d48c 100644 --- a/domainlab/models/model_hduva.py +++ b/domainlab/models/model_hduva.py @@ -66,11 +66,11 @@ def hyper_update(self, epoch, fun_scheduler): dict_rst = fun_scheduler( epoch ) # the __call__ function of hyper-para-scheduler object - self.beta_d = dict_rst["beta_d"] - self.beta_y = dict_rst["beta_y"] - self.beta_x = dict_rst["beta_x"] - self.beta_t = dict_rst["beta_t"] - self.mu_recon = dict_rst["mu_recon"] + self.beta_d = dict_rst[self.name + "_beta_d"] + self.beta_y = dict_rst[self.name + "_beta_y"] + self.beta_x = dict_rst[self.name + "_beta_x"] + self.beta_t = dict_rst[self.name + "_beta_t"] + self.mu_recon = dict_rst[self.name + "_mu_recon"] def hyper_init(self, functor_scheduler, trainer=None): """hyper_init. @@ -79,13 +79,14 @@ def hyper_init(self, functor_scheduler, trainer=None): # calling the constructor of the hyper-parameter-scheduler class, so that this scheduler # class build a dictionary {"beta_d":self.beta_d, "beta_y":self.beta_y} # constructor signature is def __init__(self, **kwargs): + parameters = {} + parameters[self.name + "_beta_d"] = self.beta_d + parameters[self.name + "_beta_y"] = self.beta_y + parameters[self.name + "_beta_x"] = self.beta_x + parameters[self.name + "_beta_t"] = self.beta_t + parameters[self.name + "_mu_recon"] = self.mu_recon return functor_scheduler( - trainer=trainer, - mu_recon=self.mu_recon, - beta_d=self.beta_d, - beta_y=self.beta_y, - beta_x=self.beta_x, - beta_t=self.beta_t, + trainer=trainer, **parameters ) @store_args @@ -207,7 +208,7 @@ def list_str_multiplier_na(self): """ list of multipliers name which matches the order from cal_reg_loss """ - return ["mu_recon", "beta_x", "beta_y", "beta_d", "beta_t"] + return [f"{self.name}_mu_recon", f"{self.name}_beta_d", f"{self.name}_beta_x", f"{self.name}_beta_y", f"{self.name}_beta_t"] @property def dict_multiplier(self): @@ -215,11 +216,11 @@ def dict_multiplier(self): dictionary of multipliers name """ return { - "mu_recon": self.mu_recon, - "beta_d": self.beta_d, - "beta_x": self.beta_x, - "beta_y": self.beta_y, - "beta_t": self.beta_t, + f"{self.name}_mu_recon": self.mu_recon, + f"{self.name}_beta_d": self.beta_d, + f"{self.name}_beta_x": self.beta_x, + f"{self.name}_beta_y": self.beta_y, + f"{self.name}_beta_t": self.beta_t, } def extract_semantic_feat(self, tensor_x): diff --git a/domainlab/models/model_jigen.py b/domainlab/models/model_jigen.py index 43cb6ea98..2d382293f 100644 --- a/domainlab/models/model_jigen.py +++ b/domainlab/models/model_jigen.py @@ -81,14 +81,14 @@ def list_str_multiplier_na(self): """ list of multipliers which match the order in cal_reg_loss """ - return ["alpha"] + return [self.name + "_alpha"] @property def dict_multiplier(self): """ dictionary of multipliers """ - return {"alpha": self.alpha} + return {f"{self.name}_alpha": self.alpha} def dset_decoration_args_algo(self, args, ddset): """ diff --git a/domainlab/utils/generate_benchmark_plots.py b/domainlab/utils/generate_benchmark_plots.py index 9125ec7b8..9c0be5fae 100644 --- a/domainlab/utils/generate_benchmark_plots.py +++ b/domainlab/utils/generate_benchmark_plots.py @@ -15,13 +15,16 @@ matplotlib.use("Agg") # header of the csv file: -# param_index, task, algo, epos, te_d, seed, params, acc, precision, recall, specificity, f1, auroc +# 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19 +# param_index, method, mname, commit, algo, epos, te_d, seed, params, acc, precision, recall, specificity, f1, auroc, acc_oracle, acc_val, model_selection_epoch, experiment_duration + COLNAME_METHOD = "method" COLNAME_IDX_PARAM = "param_index" COLNAME_PARAM = "params" G_DF_TASK_COL = 1 # column in which the method name is saved G_DF_PLOT_COL_METRIC_START = 9 # first 0-6 columns are not metric +G_DF_PLOT_COL_METRIC_END = 17 # first 0-6 columns are not metric def gen_benchmark_plots( @@ -87,8 +90,8 @@ def gen_plots(dataframe: pd.DataFrame, output_dir: str, use_param_index: bool): ['param_index','task',' algo',' epos',' te_d',' seed',' params',' acc','precision',...] """ os.makedirs(output_dir, exist_ok=True) - obj = dataframe.columns[G_DF_PLOT_COL_METRIC_START:] - + pos_numeric_end = min(G_DF_PLOT_COL_METRIC_END, dataframe.shape[1]) + obj = dataframe.columns[G_DF_PLOT_COL_METRIC_START:pos_numeric_end] # boxplots for objective in obj: boxplot( @@ -265,7 +268,8 @@ def scatterplot_matrix( but also between the parameter setups """ dataframe = dataframe_in.copy() - index = list(range(G_DF_PLOT_COL_METRIC_START, dataframe.shape[1])) + pos_numeric_end = min(G_DF_PLOT_COL_METRIC_END, dataframe.shape[1]) + index = list(range(G_DF_PLOT_COL_METRIC_START, pos_numeric_end)) if distinguish_param_setups: dataframe_ = dataframe.iloc[:, index] dataframe_.insert( @@ -278,7 +282,8 @@ def scatterplot_matrix( g_p = sns.pairplot(data=dataframe_, hue="label", corner=True, kind=kind) else: - index_ = list(range(G_DF_PLOT_COL_METRIC_START, dataframe.shape[1])) + pos_numeric_end = min(G_DF_PLOT_COL_METRIC_END, dataframe.shape[1]) + index_ = list(range(G_DF_PLOT_COL_METRIC_START, pos_numeric_end)) index_.insert(0, G_DF_TASK_COL) dataframe_ = dataframe.iloc[:, index_] @@ -415,7 +420,8 @@ def radar_plot(dataframe_in, file=None, distinguish_hyperparam=True): else: dataframe.insert(0, "label", dataframe[COLNAME_METHOD]) # we need "G_DF_PLOT_COL_METRIC_START + 1" as we did insert the columns 'label' at index 0 - index = list(range(G_DF_PLOT_COL_METRIC_START + 1, dataframe.shape[1])) + pos_numeric_end = min(G_DF_PLOT_COL_METRIC_END, dataframe.shape[1]) + index = list(range(G_DF_PLOT_COL_METRIC_START + 1, pos_numeric_end)) num_lines = len(dataframe["label"].unique()) _, axis = plt.subplots( figsize=(9, 9 + (0.28 * num_lines)), subplot_kw=dict(polar=True) diff --git a/domainlab/utils/hyperparameter_retrieval.py b/domainlab/utils/hyperparameter_retrieval.py new file mode 100644 index 000000000..9b3c97e7e --- /dev/null +++ b/domainlab/utils/hyperparameter_retrieval.py @@ -0,0 +1,18 @@ +""" +retrieval for hyperparameters +""" + +def get_gamma_reg(args, model_name): + """ + Retrieves either a shared gamma regularization, or individual ones for each specified object + """ + gamma_reg = args.gamma_reg + if isinstance(gamma_reg, dict): + if model_name in gamma_reg: + return gamma_reg[model_name] + if 'default' in gamma_reg: + return gamma_reg['default'] + raise ValueError("""If a gamma_reg dict is specified, + but no value set for every model and trainer, + a default value must be specified.""") + return gamma_reg # Return the single value if it's not a dictionary diff --git a/domainlab/zdata/ztest_files/test_parameter_samples.csv b/domainlab/zdata/ztest_files/test_parameter_samples.csv index 609864f2f..e3ebdbf4a 100644 --- a/domainlab/zdata/ztest_files/test_parameter_samples.csv +++ b/domainlab/zdata/ztest_files/test_parameter_samples.csv @@ -1,2 +1,2 @@ -,task,algo,params +,method,model,params 0,diva,diva,"{'gamma_y': 10e5, 'gamma_d': 1e5}" diff --git a/examples/benchmark/benchmark_blood3_resnet.yaml b/examples/benchmark/benchmark_blood3_resnet.yaml new file mode 100644 index 000000000..a9a1cf0ed --- /dev/null +++ b/examples/benchmark/benchmark_blood3_resnet.yaml @@ -0,0 +1,129 @@ +# test benchmark config. + +test_domains: + - acevedo +#- mll +#- matek + +output_dir: zoutput/benchmarks/blood +# number of hyperparameter samples per task. +# Thus, the total runs of each task are given +# by len(domains) * num_param_samples * num_seeds (see below) +num_param_samples: 8 +sampling_seed: 0 + +startseed: 0 +endseed: 5 # currently included + + + +domainlab_args: + # Domainlab arguments passed to each task. + # task specific arguments take precedence. + ## dataset + tpath: examples/tasks/task_blood3.py + dmem: False + lr: 5e-5 + epos: 500 + epos_min: 20 + es: 1 + bs: 32 + npath: examples/nets/resnet50domainbed.py + san_check: True + +Shared params: + num_shared_param_samples: 8 + gamma_y: + min: 1e4 + max: 2e5 + step: 100 + distribution: loguniform + + zx_dim: + min: 0 + max: 96 + step: 32 + distribution: uniform + datatype: int + + zy_dim: + min: 32 + max: 96 + step: 32 + distribution: uniform + datatype: int + + zd_dim: + reference: zy_dim + + gamma_reg: + min: 0.01 + max: 10 + distribution: loguniform + + + +diva: # name + model: diva + # set nname_dom = nname when changing nname + npath_dom: examples/nets/resnet50domainbed.py + shared: + - gamma_y + - zx_dim + - zy_dim + - zd_dim + + hyperparameters: + gamma_d: + min: 1e4 + max: 1e6 + step: 10_000 + distribution: loguniform + +hduva: # name + model: hduva + + npath_encoder_x2topic_h: examples/nets/resnet50domainbed.py + npath_encoder_sandwich_x2h4zd: examples/nets/resnet50domainbed.py + shared: + - gamma_y + - zx_dim + - zy_dim + - zd_dim + +erm: # name + model: erm + +mldg: + model: erm + trainer: mldg + shared: + - gamma_reg + +dann: + model: dann + shared: + - gamma_reg + + +dial: # name + model: erm + trainer: dial + shared: + - gamma_reg + hyperparameters: + dial_steps_perturb: + min: 1 + max: 10 + step: 1 + distribution: uniform + + dial_noise_scale: + min: 0.00001 + max: 0.1 + distribution: loguniform + + dial_epsilon: + min: 0.001 + max: 0.01 + distribution: loguniform diff --git a/examples/benchmark/benchmark_pacs_resnet_model.yaml b/examples/benchmark/benchmark_pacs_resnet_model.yaml index 7c9b9dbd7..c3bfde043 100644 --- a/examples/benchmark/benchmark_pacs_resnet_model.yaml +++ b/examples/benchmark/benchmark_pacs_resnet_model.yaml @@ -33,13 +33,13 @@ domainlab_args: Shared params: num_shared_param_samples: 9 gamma_y: - min: 1e4 + min: 1 max: 1e8 step: 1000 distribution: loguniform gamma_d: - min: 1e4 + min: 1 max: 1e8 step: 1000 distribution: loguniform diff --git a/examples/benchmark/pacs_fbopt_dial_diva.yaml b/examples/benchmark/pacs_fbopt_dial_diva.yaml new file mode 100644 index 000000000..3ac91d67d --- /dev/null +++ b/examples/benchmark/pacs_fbopt_dial_diva.yaml @@ -0,0 +1,94 @@ +mode: grid + +output_dir: zoutput/benchmarks/benchmark_fbopt_dial_diva_pacs + +sampling_seed: 0 +startseed: 0 +endseed: 2 + +test_domains: + - sketch + +domainlab_args: + tpath: examples/tasks/task_pacs_aug.py + dmem: False + lr: 5e-5 + epos: 500 + epos_min: 200 + es: 5 + bs: 16 + san_check: False + npath: examples/nets/resnet50domainbed.py + npath_dom: examples/nets/resnet50domainbed.py + zx_dim: 0 + zy_dim: 64 + zd_dim: 64 + + + + +Shared params: + ini_setpoint_ratio: + min: 0.5 + max: 0.99 + num: 2 + step: 0.05 + distribution: uniform + + k_i_gain: + min: 0.0001 + max: 0.01 + num: 2 + step: 0.0001 + distribution: uniform + + dial_lr: + min: 1e-5 + max: 1e-3 + num: 2 + step: 1e-5 + distribution: uniform + + dial_epsilon: + min: 1e-5 + max: 1e-3 + num: 2 + step: 1e-5 + distribution: uniform + + gamma_y: + min: 1.0 + max: 1e6 + step: 100 + num: 3 + distribution: loguniform + + gamma_d: + min: 1.0 + max: 1e6 + step: 100 + num: 3 + distribution: loguniform + + +# Test fbopt with different hyperparameter configurations + +dial_fbopt: + model: diva + trainer: fbopt_dial + shared: + - ini_setpoint_ratio + - k_i_gain + - dial_lr + - dial_epsilon + - gamma_y + - gamma_d + +dial: + model: diva + trainer: dial + shared: + - dial_lr + - dial_epsilon + - gamma_y + - gamma_d diff --git a/examples/benchmark/pacs_fbopt_fishr_erm.yaml b/examples/benchmark/pacs_fbopt_fishr_erm.yaml new file mode 100644 index 000000000..781a2518e --- /dev/null +++ b/examples/benchmark/pacs_fbopt_fishr_erm.yaml @@ -0,0 +1,66 @@ +mode: grid + +output_dir: zoutput/benchmarks/benchmark_fbopt_fishr_erm_pacs + +sampling_seed: 0 +startseed: 0 +endseed: 0 + +test_domains: + - sketch + +domainlab_args: + tpath: examples/tasks/task_pacs_aug.py + dmem: False + lr: 5e-5 + epos: 10 + epos_min: 2 + es: 5 + bs: 32 + san_check: False + nname: alexnet + nname_dom: alexnet + zx_dim: 0 + zy_dim: 64 + zd_dim: 64 + + + + +Shared params: + ini_setpoint_ratio: + min: 0.5 + max: 0.99 + num: 2 + step: 0.05 + distribution: uniform + + k_i_gain: + min: 0.0001 + max: 0.01 + num: 2 + step: 0.0001 + distribution: uniform + + gamma_reg: + min: 0.01 + max: 1e4 + num: 3 + distribution: loguniform + + +# Test fbopt with different hyperparameter configurations + +fbopt_fishr_erm: + model: erm + trainer: fbopt_fishr + shared: + - ini_setpoint_ratio + - k_i_gain + - gamma_reg + +fishr_erm: + model: erm + trainer: fishr + shared: + - gamma_reg diff --git a/examples/conf/vlcs_diva_mldg_dial.yaml b/examples/conf/vlcs_diva_mldg_dial.yaml index 0701766ff..39286b66b 100644 --- a/examples/conf/vlcs_diva_mldg_dial.yaml +++ b/examples/conf/vlcs_diva_mldg_dial.yaml @@ -1,10 +1,13 @@ te_d: caltech # domain name of test domain tpath: examples/tasks/task_vlcs.py # python file path to specify the task bs: 2 # batch size +val_threshold: 0.8 # threashold before which training does not stop model: dann_diva # combine model DANN with DIVA epos: 1 # number of epochs trainer: mldg_dial # combine trainer MLDG and DIAL -gamma_reg: 1.0 # hyperparameter of DANN +gamma_reg: + default: 1.0 + dann: 1.5 gamma_y: 700000.0 # hyperparameter of diva gamma_d: 100000.0 # hyperparameter of diva npath: examples/nets/resnet.py # neural network for class classification diff --git a/examples/tasks/demo_task_path_list_small.py b/examples/tasks/demo_task_path_list_small.py index 92425774a..af8e469a4 100644 --- a/examples/tasks/demo_task_path_list_small.py +++ b/examples/tasks/demo_task_path_list_small.py @@ -31,31 +31,31 @@ def get_task(na=None): # ## the text file below only need to specify the relative path # ## training dict_d2filepath_list_img_tr={ - "art_painting": "data/pacs_split/art_painting_10.txt", - "cartoon": "data/pacs_split/cartoon_10.txt", - "photo": "data/pacs_split/photo_10.txt", - "sketch": "data/pacs_split/sketch_10.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_10.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_10.txt", + "photo": "domainlab/zdata/pacs_split/photo_10.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_10.txt", }, # ## testing dict_d2filepath_list_img_te={ - "art_painting": "data/pacs_split/art_painting_10.txt", - "cartoon": "data/pacs_split/cartoon_10.txt", - "photo": "data/pacs_split/photo_10.txt", - "sketch": "data/pacs_split/sketch_10.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_10.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_10.txt", + "photo": "domainlab/zdata/pacs_split/photo_10.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_10.txt", }, # ## validation dict_d2filepath_list_img_val={ - "art_painting": "data/pacs_split/art_painting_10.txt", - "cartoon": "data/pacs_split/cartoon_10.txt", - "photo": "data/pacs_split/photo_10.txt", - "sketch": "data/pacs_split/sketch_10.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_10.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_10.txt", + "photo": "domainlab/zdata/pacs_split/photo_10.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_10.txt", }, # ## specify root folder storing the images of each domain: dict_domain2imgroot={ - "art_painting": "data/pacs_mini_10", - "cartoon": "data/pacs_mini_10", - "photo": "data/pacs_mini_10", - "sketch": "data/pacs_mini_10", + "art_painting": "domainlab/zdata/pacs_mini_10", + "cartoon": "domainlab/zdata/pacs_mini_10", + "photo": "domainlab/zdata/pacs_mini_10", + "sketch": "domainlab/zdata/pacs_mini_10", }, # ## specify the pytorch transformation you want to apply to the image img_trans_tr=transforms.Compose( diff --git a/examples/tasks/task_blood3.py b/examples/tasks/task_blood3.py new file mode 100644 index 000000000..595b44e93 --- /dev/null +++ b/examples/tasks/task_blood3.py @@ -0,0 +1,107 @@ +""" +difference than task_blood2.py: + +"mll": "/lustre/groups/labs/marr/qscd01/datasets/240416_MLL23", + +""" +from torchvision import transforms + +from domainlab.tasks.task_folder_mk import mk_task_folder +from domainlab.tasks.utils_task import ImSize + +IMG_SIZE = 224 + +trans = transforms.Compose( + [ + transforms.Resize((IMG_SIZE, IMG_SIZE)), + transforms.RandomResizedCrop(IMG_SIZE, scale=(0.7, 1.0)), + transforms.RandomHorizontalFlip(), + transforms.ColorJitter(0.3, 0.3, 0.3, 0.3), + transforms.RandomGrayscale(), + transforms.ToTensor(), + transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]), + ] +) + +trans_te = transforms.Compose( + [ + transforms.Resize((IMG_SIZE, IMG_SIZE)), + transforms.ToTensor(), + transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]), + ] +) + + +TASK = mk_task_folder( + extensions={"acevedo": "jpg", "matek": "tiff", "mll": "tif"}, + list_str_y=[ + "basophil", + "erythroblast", + "metamyelocyte", + "myeloblast", + "neutrophil_band", + "promyelocyte", + "eosinophil", + "lymphocyte_typical", + "monocyte", + "myelocyte", + "neutrophil_segmented", + ], + dict_domain_folder_name2class={ + "acevedo": { + "basophil": "basophil", + "erythroblast": "erythroblast", + "metamyelocyte": "metamyelocyte", + "neutrophil_band": "neutrophil_band", + "promyelocyte": "promyelocyte", + "eosinophil": "eosinophil", + "lymphocyte_typical": "lymphocyte_typical", + "monocyte": "monocyte", + "myelocyte": "myelocyte", + "neutrophil_segmented": "neutrophil_segmented", + }, + "matek": { + "basophil": "basophil", + "erythroblast": "erythroblast", + "metamyelocyte": "metamyelocyte", + "myeloblast": "myeloblast", + "neutrophil_band": "neutrophil_band", + "promyelocyte": "promyelocyte", + "eosinophil": "eosinophil", + "lymphocyte_typical": "lymphocyte_typical", + "monocyte": "monocyte", + "myelocyte": "myelocyte", + "neutrophil_segmented": "neutrophil_segmented", + }, + "mll": { + "basophil": "basophil", + "normoblast":"erythroblast", + "metamyelocyte": "metamyelocyte", + "myeloblast": "myeloblast", + "neutrophil_band": "neutrophil_band", + "promyelocyte": "promyelocyte", + "eosinophil": "eosinophil", + "lymphocyte": "lymphocyte_typical", + "monocyte": "monocyte", + "myelocyte": "myelocyte", + "neutrophil_segmented": "neutrophil_segmented", + }, + }, + dict_domain_img_trans={ + "acevedo": trans, + "mll": trans, + "matek": trans, + }, + img_trans_te=trans_te, + isize=ImSize(3, IMG_SIZE, IMG_SIZE), + dict_domain2imgroot={ + "matek": "/lustre/groups/labs/marr/qscd01/datasets/armingruber/_Domains/Matek_cropped", + "mll": "/lustre/groups/labs/marr/qscd01/datasets/240416_MLL23", + "acevedo": "/lustre/groups/labs/marr/qscd01/datasets/armingruber/_Domains/Acevedo_cropped", + }, + taskna="blood_mon_eos_bas", +) + + +def get_task(na=None): + return TASK diff --git a/examples/tasks/task_pacs_aug.py b/examples/tasks/task_pacs_aug.py index 6fc092dca..0d334a45a 100644 --- a/examples/tasks/task_pacs_aug.py +++ b/examples/tasks/task_pacs_aug.py @@ -12,7 +12,9 @@ # change this to absolute directory where you have the raw images from PACS, G_PACS_RAW_PATH = "data/pacs/PACS" -# domainlab repository contain already the file names in data/pacs_split folder of domainlab +# domainlab repository contain already the file names in +# domainlab/zdata/pacs_split folder of domainlab, +# but PACS dataset is too big to put into domainlab folder def get_task(na=None): @@ -29,22 +31,22 @@ def get_task(na=None): "7": "person", }, dict_d2filepath_list_img_tr={ - "art_painting": "data/pacs_split/art_painting_train_kfold.txt", - "cartoon": "data/pacs_split/cartoon_train_kfold.txt", - "photo": "data/pacs_split/photo_train_kfold.txt", - "sketch": "data/pacs_split/sketch_train_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_train_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_train_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_train_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_train_kfold.txt", }, dict_d2filepath_list_img_te={ - "art_painting": "data/pacs_split/art_painting_test_kfold.txt", - "cartoon": "data/pacs_split/cartoon_test_kfold.txt", - "photo": "data/pacs_split/photo_test_kfold.txt", - "sketch": "data/pacs_split/sketch_test_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_test_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_test_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_test_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_test_kfold.txt", }, dict_d2filepath_list_img_val={ - "art_painting": "data/pacs_split/art_painting_crossval_kfold.txt", - "cartoon": "data/pacs_split/cartoon_crossval_kfold.txt", - "photo": "data/pacs_split/photo_crossval_kfold.txt", - "sketch": "data/pacs_split/sketch_crossval_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_crossval_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_crossval_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_crossval_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_crossval_kfold.txt", }, dict_domain2imgroot={ "art_painting": G_PACS_RAW_PATH, diff --git a/examples/tasks/task_pacs_aug_noflip_no_zoom.py b/examples/tasks/task_pacs_aug_noflip_no_zoom.py index c1f8b45a8..0b855d31e 100644 --- a/examples/tasks/task_pacs_aug_noflip_no_zoom.py +++ b/examples/tasks/task_pacs_aug_noflip_no_zoom.py @@ -11,8 +11,9 @@ from domainlab.tasks.utils_task import ImSize # change this to absolute directory where you have the raw images from PACS, -G_PACS_RAW_PATH = "data/pacs/PACS" -# domainlab repository contain already the file names in data/pacs_split folder of domainlab +G_PACS_RAW_PATH = "domainlab/zdata/pacs/PACS" +# domainlab repository contain already the file names in +# domainlab/zdata/pacs_split folder of domainlab def get_task(na=None): @@ -29,22 +30,22 @@ def get_task(na=None): "7": "person", }, dict_d2filepath_list_img_tr={ - "art_painting": "data/pacs_split/art_painting_train_kfold.txt", - "cartoon": "data/pacs_split/cartoon_train_kfold.txt", - "photo": "data/pacs_split/photo_train_kfold.txt", - "sketch": "data/pacs_split/sketch_train_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_train_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_train_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_train_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_train_kfold.txt", }, dict_d2filepath_list_img_te={ - "art_painting": "data/pacs_split/art_painting_test_kfold.txt", - "cartoon": "data/pacs_split/cartoon_test_kfold.txt", - "photo": "data/pacs_split/photo_test_kfold.txt", - "sketch": "data/pacs_split/sketch_test_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_test_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_test_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_test_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_test_kfold.txt", }, dict_d2filepath_list_img_val={ - "art_painting": "data/pacs_split/art_painting_crossval_kfold.txt", - "cartoon": "data/pacs_split/cartoon_crossval_kfold.txt", - "photo": "data/pacs_split/photo_crossval_kfold.txt", - "sketch": "data/pacs_split/sketch_crossval_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_crossval_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_crossval_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_crossval_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_crossval_kfold.txt", }, dict_domain2imgroot={ "art_painting": G_PACS_RAW_PATH, diff --git a/examples/tasks/task_pacs_no_aug_norm_only.py b/examples/tasks/task_pacs_no_aug_norm_only.py index 7a1897741..07e6339c3 100644 --- a/examples/tasks/task_pacs_no_aug_norm_only.py +++ b/examples/tasks/task_pacs_no_aug_norm_only.py @@ -11,8 +11,9 @@ from domainlab.tasks.utils_task import ImSize # change this to absolute directory where you have the raw images from PACS, -G_PACS_RAW_PATH = "data/pacs/PACS" -# domainlab repository contain already the file names in data/pacs_split folder of domainlab +G_PACS_RAW_PATH = "domainlab/zdata/pacs/PACS" +# domainlab repository contain already the file names in +# domainlab/zdata/pacs_split folder of domainlab def get_task(na=None): @@ -29,22 +30,22 @@ def get_task(na=None): "7": "person", }, dict_d2filepath_list_img_tr={ - "art_painting": "data/pacs_split/art_painting_train_kfold.txt", - "cartoon": "data/pacs_split/cartoon_train_kfold.txt", - "photo": "data/pacs_split/photo_train_kfold.txt", - "sketch": "data/pacs_split/sketch_train_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_train_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_train_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_train_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_train_kfold.txt", }, dict_d2filepath_list_img_te={ - "art_painting": "data/pacs_split/art_painting_test_kfold.txt", - "cartoon": "data/pacs_split/cartoon_test_kfold.txt", - "photo": "data/pacs_split/photo_test_kfold.txt", - "sketch": "data/pacs_split/sketch_test_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_test_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_test_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_test_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_test_kfold.txt", }, dict_d2filepath_list_img_val={ - "art_painting": "data/pacs_split/art_painting_crossval_kfold.txt", - "cartoon": "data/pacs_split/cartoon_crossval_kfold.txt", - "photo": "data/pacs_split/photo_crossval_kfold.txt", - "sketch": "data/pacs_split/sketch_crossval_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_crossval_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_crossval_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_crossval_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_crossval_kfold.txt", }, dict_domain2imgroot={ "art_painting": G_PACS_RAW_PATH, diff --git a/examples/tasks/task_pacs_path_list.py b/examples/tasks/task_pacs_path_list.py index 045232b4a..53d97d640 100644 --- a/examples/tasks/task_pacs_path_list.py +++ b/examples/tasks/task_pacs_path_list.py @@ -11,8 +11,9 @@ from domainlab.tasks.utils_task import ImSize # change this to absolute directory where you have the raw images from PACS, -G_PACS_RAW_PATH = "data/pacs/PACS" -# domainlab repository contain already the file names in data/pacs_split folder of domainlab +G_PACS_RAW_PATH = "domainlab/zdata/pacs/PACS" +# domainlab repository contain already the file names in +# domainlab/zdata/pacs_split folder of domainlab def get_task(na=None): @@ -29,22 +30,22 @@ def get_task(na=None): "7": "person", }, dict_d2filepath_list_img_tr={ - "art_painting": "data/pacs_split/art_painting_train_kfold.txt", - "cartoon": "data/pacs_split/cartoon_train_kfold.txt", - "photo": "data/pacs_split/photo_train_kfold.txt", - "sketch": "data/pacs_split/sketch_train_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_train_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_train_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_train_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_train_kfold.txt", }, dict_d2filepath_list_img_te={ - "art_painting": "data/pacs_split/art_painting_test_kfold.txt", - "cartoon": "data/pacs_split/cartoon_test_kfold.txt", - "photo": "data/pacs_split/photo_test_kfold.txt", - "sketch": "data/pacs_split/sketch_test_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_test_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_test_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_test_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_test_kfold.txt", }, dict_d2filepath_list_img_val={ - "art_painting": "data/pacs_split/art_painting_crossval_kfold.txt", - "cartoon": "data/pacs_split/cartoon_crossval_kfold.txt", - "photo": "data/pacs_split/photo_crossval_kfold.txt", - "sketch": "data/pacs_split/sketch_crossval_kfold.txt", + "art_painting": "domainlab/zdata/pacs_split/art_painting_crossval_kfold.txt", + "cartoon": "domainlab/zdata/pacs_split/cartoon_crossval_kfold.txt", + "photo": "domainlab/zdata/pacs_split/photo_crossval_kfold.txt", + "sketch": "domainlab/zdata/pacs_split/sketch_crossval_kfold.txt", }, dict_domain2imgroot={ "art_painting": G_PACS_RAW_PATH, diff --git a/examples/tasks/task_vlcs.py b/examples/tasks/task_vlcs.py index 3deb6b2d6..498ee27f2 100644 --- a/examples/tasks/task_vlcs.py +++ b/examples/tasks/task_vlcs.py @@ -52,9 +52,9 @@ ), isize=ImSize(3, 224, 224), dict_domain2imgroot={ - "caltech": os.path.join(path_this_file, "../../data/vlcs_mini/caltech/"), - "sun": os.path.join(path_this_file, "../../data/vlcs_mini/sun/"), - "labelme": os.path.join(path_this_file, "../../data/vlcs_mini/labelme/"), + "caltech": os.path.join(path_this_file, "../../domainlab/zdata/vlcs_mini/caltech/"), + "sun": os.path.join(path_this_file, "../../domainlab/zdata/vlcs_mini/sun/"), + "labelme": os.path.join(path_this_file, "../../domainlab/zdata/vlcs_mini/labelme/"), }, taskna="e_mini_vlcs", ) diff --git a/main_out.py b/main_out.py index 471702f9b..bdd4fdae8 100644 --- a/main_out.py +++ b/main_out.py @@ -1,9 +1,4 @@ -from domainlab.arg_parser import parse_cmd_args from domainlab.cli import domainlab_cli -from domainlab.exp.exp_cuda_seed import set_seed # reproducibility -from domainlab.exp.exp_main import Exp -from domainlab.exp_protocol import aggregate_results -from domainlab.utils.generate_benchmark_plots import gen_benchmark_plots if __name__ == "__main__": domainlab_cli() diff --git a/pyproject.toml b/pyproject.toml index f77612e3c..2dcbb85ff 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "domainlab" -version = "0.6.1" +version = "0.6.4" readme = "README.md" repository = "https://github.com/marrlab/DomainLab" homepage = "https://marrlab.github.io/DomainLab/" diff --git a/run_benchmark_slurm.sh b/run_benchmark_slurm.sh index 6e7fb8f72..8db5b6965 100755 --- a/run_benchmark_slurm.sh +++ b/run_benchmark_slurm.sh @@ -32,7 +32,4 @@ echo "Configuration file: $CONFIGFILE" echo "starting seed is: $DOMAINLAB_CUDA_START_SEED" echo "verbose log: $logfile" # Helmholtz - -rm -f -R .snakemake - -snakemake --profile "examples/yaml/slurm" --config yaml_file=$CONFIGFILE --keep-going --keep-incomplete --notemp --cores 3 -s "domainlab/exp_protocol/benchmark.smk" --configfile "$CONFIGFILE" 2>&1 | tee "$logfile" +snakemake --profile "examples/yaml/slurm" --config yaml_file="$CONFIGFILE" --keep-going --keep-incomplete --notemp --cores 3 -s "domainlab/exp_protocol/benchmark.smk" --configfile "$CONFIGFILE" 2>&1 | tee "$logfile" diff --git a/run_benchmark_standalone.sh b/run_benchmark_standalone.sh index 8f712d1d1..386b7dab5 100755 --- a/run_benchmark_standalone.sh +++ b/run_benchmark_standalone.sh @@ -61,7 +61,7 @@ fi snakemake --rerun-incomplete --cores 1 -s "domainlab/exp_protocol/benchmark.smk" --configfile "$CONFIGFILE" --keep-going --summary # this will give us a clue first what jobs will be run # second submit the jobs, make sure you have more than 4 cores on your laptop, otherwise adjust the cores -snakemake --config yaml_file=$CONFIGFILE --rerun-incomplete --resources nvidia_gpu=$NUMBER_GPUS --cores 4 -s "domainlab/exp_protocol/benchmark.smk" --configfile "$CONFIGFILE" 2>&1 | tee "$logfile" +snakemake --config yaml_file="$CONFIGFILE" --rerun-incomplete --resources nvidia_gpu="$NUMBER_GPUS" --cores 4 -s "domainlab/exp_protocol/benchmark.smk" --configfile "$CONFIGFILE" 2>&1 | tee "$logfile" # snakemake --rerun-incomplete --cores 1 -s "domainlab/exp_protocol/benchmark.smk" --configfile "examples/yaml/demo_benchmark.yaml" diff --git a/ci.sh b/scripts/ci.sh similarity index 100% rename from ci.sh rename to scripts/ci.sh diff --git a/ci_benchmark.sh b/scripts/ci_benchmark.sh similarity index 100% rename from ci_benchmark.sh rename to scripts/ci_benchmark.sh diff --git a/ci_pytest_cov.sh b/scripts/ci_pytest_cov.sh similarity index 100% rename from ci_pytest_cov.sh rename to scripts/ci_pytest_cov.sh diff --git a/ci_run_examples.sh b/scripts/ci_run_examples.sh similarity index 100% rename from ci_run_examples.sh rename to scripts/ci_run_examples.sh diff --git a/clean.sh b/scripts/clean.sh similarity index 100% rename from clean.sh rename to scripts/clean.sh diff --git a/gen_doc.sh b/scripts/gen_doc.sh similarity index 100% rename from gen_doc.sh rename to scripts/gen_doc.sh diff --git a/scripts/sh_link_pacs_dataset.sh b/scripts/sh_link_pacs_dataset.sh index 742f256e5..f973db02b 100644 --- a/scripts/sh_link_pacs_dataset.sh +++ b/scripts/sh_link_pacs_dataset.sh @@ -1,2 +1,2 @@ -mkdir -p data/pacs -ln -s ~/Documents/datasets/pacs/raw data/pacs/PACS +mkdir -p domainlab/zdata/pacs +ln -s ~/Documents/datasets/pacs/raw domainlab/zdata/pacs/PACS diff --git a/sh_publish.sh b/scripts/sh_publish.sh similarity index 100% rename from sh_publish.sh rename to scripts/sh_publish.sh diff --git a/setup.py b/setup.py index 3d80b71c9..c56a64115 100644 --- a/setup.py +++ b/setup.py @@ -38,7 +38,7 @@ def copy_dir(dir_path="zdata"): package_data={ "zdata": [f for f in copy_dir()], }, - version="0.6.1", + version="0.6.4", description="Library of modular domain generalization for deep learning", url="https://github.com/marrlab/DomainLab", author="Xudong Sun, et.al.", diff --git a/sh_download_pacs.sh b/sh_download_pacs.sh old mode 100644 new mode 100755 index e6b8b2020..d28473892 --- a/sh_download_pacs.sh +++ b/sh_download_pacs.sh @@ -1,3 +1,3 @@ -mkdir -p data/pacs -cd data/script -python download_pacs.py +mkdir -p domainlab/zdata/pacs +cd domainlab/zdata/script +python3 download_pacs.py diff --git a/tests/dset_subfolder_test.py b/tests/dset_subfolder_test.py index ccf9bc575..9491bb47c 100644 --- a/tests/dset_subfolder_test.py +++ b/tests/dset_subfolder_test.py @@ -10,7 +10,7 @@ def test_fun(): dset = DsetSubFolder( - root="data/vlcs_mini/caltech", + root="domainlab/zdata/vlcs_mini/caltech", list_class_dir=["auto", "vogel"], loader=fun_img_path_loader_default, extensions="jpg", @@ -23,7 +23,7 @@ def test_fun(): def test_mixed_codec(): """Check if only images with given extension are loaded.""" dset = DsetSubFolder( - root="data/mixed_codec/caltech", + root="domainlab/zdata/mixed_codec/caltech", list_class_dir=["auto", "vogel"], loader=fun_img_path_loader_default, extensions=None, @@ -33,7 +33,7 @@ def test_mixed_codec(): assert len(dset.samples) == 6 dset = DsetSubFolder( - root="data/mixed_codec/caltech", + root="domainlab/zdata/mixed_codec/caltech", list_class_dir=["auto", "vogel"], loader=fun_img_path_loader_default, extensions="jpg", @@ -42,11 +42,11 @@ def test_mixed_codec(): ) assert ( len(dset.samples) == 4 - ), f"data/mixed_codec contains 4 jpg files, but {len(dset.samples)} were loaded." + ), f"domainlab/zdata/mixed_codec contains 4 jpg files, but {len(dset.samples)} were loaded." with pytest.raises(ValueError): DsetSubFolder( - root="data/mixed_codec/caltech", + root="domainlab/zdata/mixed_codec/caltech", list_class_dir=["auto", "vogel"], loader=fun_img_path_loader_default, extensions="jpg", @@ -60,7 +60,7 @@ def test_wrong_class_names(): """Check for error if list_class_dir does not match the subfolders.""" with pytest.raises(RuntimeError): DsetSubFolder( - root="data/mixed_codec/caltech", + root="domainlab/zdata/mixed_codec/caltech", list_class_dir=["auto", "haus"], loader=fun_img_path_loader_default, extensions=None, diff --git a/tests/dset_utils_data_test.py b/tests/dset_utils_data_test.py index 3b618146c..41b580935 100644 --- a/tests/dset_utils_data_test.py +++ b/tests/dset_utils_data_test.py @@ -3,7 +3,7 @@ def test_dset_in_mem_decorator(): - dset = DsetMNISTColorSoloDefault(path="../data", ind_color=1) + dset = DsetMNISTColorSoloDefault(path="../domainlab/zdata", ind_color=1) dset_in_memory = DsetInMemDecorator(dset=dset) dset_in_memory.__len__() dset_in_memory.__getitem__(0) diff --git a/tests/test_a_model.py b/tests/test_a_model.py new file mode 100644 index 000000000..fac060f06 --- /dev/null +++ b/tests/test_a_model.py @@ -0,0 +1,69 @@ +""" +Test a model functionality +""" +import pytest +from domainlab.models.a_model import AModel + +class ModelTest(AModel): + """ + A test model class conforming to model naming + """ + + def __init__(self): + super().__init__() + self.test_param = 42 + + def cal_task_loss(self, tensor_x, tensor_y): + return 0 + + def _cal_reg_loss(self, tensor_x, tensor_y, tensor_d, others=None): + return 0 + + @property + def metric4msel(self): + return "" + + +class InvalidTest(AModel): + """ + A test model class that does not conform to the "Model" prefix naming convention + """ + + def cal_task_loss(self, tensor_x, tensor_y): + return 0 + + def _cal_reg_loss(self, tensor_x, tensor_y, tensor_d, others=None): + return 0 + + @property + def metric4msel(self): + return "" + + +def test_model_name_valid(): + """ + Test a valid model name + """ + model = ModelTest() + assert model.name == "test", f"Expected 'test' but got '{model.name}'" + + +def test_model_name_invalid(): + """ + Test an invalid model name + """ + model = InvalidTest() + with pytest.raises(RuntimeError, match="Model builder node class must start with"): + _ = model.name + + +def test_print_parameters(capsys): + """ + Test the printing of parameters + """ + model = ModelTest() + model.print_parameters() + captured = capsys.readouterr() + assert "Parameters of ModelTest:" in captured.out + assert "'test_param': 42" in captured.out + \ No newline at end of file diff --git a/tests/test_a_trainer.py b/tests/test_a_trainer.py new file mode 100644 index 000000000..d4e073ae3 --- /dev/null +++ b/tests/test_a_trainer.py @@ -0,0 +1,34 @@ +""" +Test a trainer functionality +""" + +from domainlab.algos.trainers.a_trainer import AbstractTrainer + +class TrainerTest(AbstractTrainer): + """ + A test trainer class conforming to model naming + """ + + def __init__(self): + super().__init__() + self.test_param = 42 + + def tr_epoch(self, epoch): + """ + :param epoch: + """ + + def before_tr(self): + """ + before training, probe model performance + """ + +def test_print_parameters(capsys): + """ + Test the printing of parameters + """ + trainer = TrainerTest() + trainer.print_parameters() + captured = capsys.readouterr() + assert "Parameters of TrainerTest:" in captured.out + assert "'test_param': 42" in captured.out diff --git a/tests/test_argparse.py b/tests/test_argparse.py index 683f66911..2eaaae10b 100644 --- a/tests/test_argparse.py +++ b/tests/test_argparse.py @@ -1,14 +1,11 @@ """ Test argparser functionality """ - import os import sys - import pytest - from domainlab.arg_parser import apply_dict_to_args, mk_parser_main, parse_cmd_args - +from domainlab.arg_parser import ParseValuesOrKeyValuePairs def test_parse_cmd_args_warning(): """Call argparser for command line""" @@ -54,3 +51,31 @@ def test_apply_dict_to_args(): apply_dict_to_args(args, data, extend=True) assert args.a == 1 assert args.model == "diva" + +def test_store_dict_key_value_valid(): + """Testing to parse valid gamma_reg value""" + parser = mk_parser_main() + parser.add_argument("--keypair", action=ParseValuesOrKeyValuePairs) + namespace = parser.parse_args(["--keypair", "1"]) + assert namespace.keypair == 1.0 + +def test_store_dict_key_value_pair_valid(): + """Testing to parse valid gamma_reg key value paris""" + parser = mk_parser_main() + parser.add_argument("--keypair", action=ParseValuesOrKeyValuePairs) + namespace = parser.parse_args(["--keypair", "value1=1,value2=2"]) + assert namespace.keypair == {"value1": 1.0, "value2": 2.0} + +def test_store_dict_key_value_invalid(): + """Testing to parse invalid gamma_reg value""" + parser = mk_parser_main() + parser.add_argument("--keypair", action=ParseValuesOrKeyValuePairs) + with pytest.raises(ValueError): + parser.parse_args(["--keypair", "invalid"]) + +def test_store_dict_key_value_pair_invalid(): + """Testing to parse invalid gamma_reg key value pairs""" + parser = mk_parser_main() + parser.add_argument("--keypair", action=ParseValuesOrKeyValuePairs) + with pytest.raises(ValueError): + parser.parse_args(["--keypair", "value1=1,value2=invalid"]) diff --git a/tests/test_benchmark_plots.py b/tests/test_benchmark_plots.py index f8018dd5f..855157b7f 100644 --- a/tests/test_benchmark_plots.py +++ b/tests/test_benchmark_plots.py @@ -9,10 +9,10 @@ def test_benchm_plots(): test benchmark plots """ gen_benchmark_plots( - "data/ztest_files/aggret_res_test1", + "domainlab/zdata/ztest_files/aggret_res_test1", "zoutput/benchmark_plots_test/outp1", use_param_index=False, ) gen_benchmark_plots( - "data/ztest_files/aggret_res_test2", "zoutput/benchmark_plots_test/outp2" + "domainlab/zdata/ztest_files/aggret_res_test2", "zoutput/benchmark_plots_test/outp2" ) diff --git a/tests/test_exp_protocol.py b/tests/test_exp_protocol.py index 2f9ca03ea..bae262258 100644 --- a/tests/test_exp_protocol.py +++ b/tests/test_exp_protocol.py @@ -33,7 +33,7 @@ def utils_run_experiment(yaml_name, list_test_domains, no_run=True): config["startseed"] = 1 config["endseed"] = 1 config["test_domains"] = list_test_domains - param_file = "data/ztest_files/test_parameter_samples.csv" + param_file = "domainlab/zdata/ztest_files/test_parameter_samples.csv" param_index = 0 out_file = "zoutput/benchmarks/demo_benchmark/rule_results/0.csv" diff --git a/tests/test_fbopt.py b/tests/test_fbopt.py index 1e2859291..c442bf090 100644 --- a/tests/test_fbopt.py +++ b/tests/test_fbopt.py @@ -27,6 +27,12 @@ def test_diva_fbopt(): args = "--te_d=caltech --task=mini_vlcs --debug --bs=2 --model=diva --gamma_y=1.0 --trainer=fbopt --nname=alexnet --epos=3" utils_test_algo(args) +def test_erm_fbopt(): + """ + erm + """ + args = "--te_d=caltech --task=mini_vlcs --debug --bs=2 --model=erm --trainer=fbopt --nname=alexnet --epos=3" # pylint: disable=line-too-long + utils_test_algo(args) def test_forcesetpoint_fbopt(): """ diff --git a/tests/test_git_tag.py b/tests/test_git_tag.py index 2bd96e146..72616a2ed 100644 --- a/tests/test_git_tag.py +++ b/tests/test_git_tag.py @@ -19,14 +19,14 @@ def test_git_tag_error(): test git_tag error """ # add one line to the file - with open("data/ztest_files/dummy_file.py", "a") as f: + with open("domainlab/zdata/ztest_files/dummy_file.py", "a") as f: f.write("\n# I am a dummy command") get_git_tag(print_diff=True) # delete the last line on the file again - with open("data/ztest_files/dummy_file.py", "r") as f: + with open("domainlab/zdata/ztest_files/dummy_file.py", "r") as f: lines = f.readlines() lines = lines[:-1] - with open("data/ztest_files/dummy_file.py", "w") as f: + with open("domainlab/zdata/ztest_files/dummy_file.py", "w") as f: for num, line in enumerate(lines): if num == len(lines) - 1: f.write(line[:-2]) diff --git a/tests/test_hyperparameter_retrieval.py b/tests/test_hyperparameter_retrieval.py new file mode 100644 index 000000000..cfc7b28f9 --- /dev/null +++ b/tests/test_hyperparameter_retrieval.py @@ -0,0 +1,40 @@ +""" +unit test for hyperparameter parsing +""" +import pytest +from domainlab.arg_parser import mk_parser_main +from domainlab.utils.hyperparameter_retrieval import get_gamma_reg + +def test_store_dict_key_pair_single_value(): + """Test to parse a single gamma_reg parameter""" + parser = mk_parser_main() + args = parser.parse_args(['--gamma_reg', '0.5']) + assert args.gamma_reg == 0.5 + +def test_store_dict_key_pair_dict_value(): + """Test to parse a dict for the gamma_reg""" + parser = mk_parser_main() + args = parser.parse_args(['--gamma_reg', 'dann=1.0,jigen=2.0']) + assert args.gamma_reg == {'dann': 1.0, 'jigen': 2.0} + +def test_get_gamma_reg_single_value(): + """Test to retrieve a single gamma_reg parameter which is applied to all objects""" + parser = mk_parser_main() + args = parser.parse_args(['--gamma_reg', '0.5']) + assert get_gamma_reg(args, 'dann') == 0.5 + +def test_get_gamma_reg_dict_value(): + """Test to retrieve a dict of gamma_reg parameters for different objects""" + parser = mk_parser_main() + args = parser.parse_args(['--gamma_reg', 'default=5.0,dann=1.0,jigen=2.0']) + assert get_gamma_reg(args, 'dann') == 1.0 + assert get_gamma_reg(args, 'jigen') == 2.0 + assert get_gamma_reg(args, 'nonexistent') == 5.0 + +def test_exception(): + """Test to not specify a default value""" + parser = mk_parser_main() + args = parser.parse_args(['--gamma_reg', 'dann=1.0']) + + with pytest.raises(ValueError, match="If a gamma_reg dict is specified"): + get_gamma_reg(args, 'jigen') diff --git a/tests/test_irm.py b/tests/test_irm.py new file mode 100644 index 000000000..5ed8b4ceb --- /dev/null +++ b/tests/test_irm.py @@ -0,0 +1,22 @@ +""" +end-end test +""" +from tests.utils_test import utils_test_algo + + +def test_irm(): + """ + train with Invariant Risk Minimization + """ + args = "--te_d=caltech --task=mini_vlcs --debug --bs=2 --model=erm \ + --trainer=irm --nname=alexnet" + utils_test_algo(args) + + +def test_irm_mnist(): + """ + train with Invariant Risk Minimization + """ + args = "--te_d=0 --task=mnistcolor10 --keep_model --model=erm \ + --trainer=irm --nname=conv_bn_pool_2" + utils_test_algo(args) diff --git a/tests/test_msel_oracle.py b/tests/test_msel_oracle.py index 3dfdd6fbe..8a28567b0 100644 --- a/tests/test_msel_oracle.py +++ b/tests/test_msel_oracle.py @@ -66,7 +66,7 @@ def mk_exp( model_sel.msel._best_val_acc = 1.0 observer = ObVisitor(model_sel) exp = Exp(conf, task, model=model, observer=observer) - model_sel.update(clear_counter=True) + model_sel.update(epoch=1, clear_counter=True) return exp @@ -142,7 +142,7 @@ def test_msel_oracle1(): ) exp.execute(num_epochs=2) - exp.trainer.observer.model_sel.msel.update(clear_counter=True) + exp.trainer.observer.model_sel.msel.update(epoch=1, clear_counter=True) del exp @@ -261,5 +261,5 @@ def test_msel_oracle4(): ) exp.execute(num_epochs=2) exp.trainer.observer.model_sel.msel.best_loss = 0 - exp.trainer.observer.model_sel.msel.update(clear_counter=True) + exp.trainer.observer.model_sel.msel.update(epoch = 1, clear_counter=True) del exp diff --git a/tests/test_run_experiment.py b/tests/test_run_experiment.py index b22593a91..98cc5201d 100644 --- a/tests/test_run_experiment.py +++ b/tests/test_run_experiment.py @@ -18,7 +18,7 @@ def test_run_experiment(): config["startseed"] = 1 config["endseed"] = 1 config["test_domains"] = ["caltech"] - param_file = "data/ztest_files/test_parameter_samples.csv" + param_file = "domainlab/zdata/ztest_files/test_parameter_samples.csv" param_index = 0 out_file = "zoutput/benchmarks/demo_benchmark/rule_results/0.csv" @@ -41,7 +41,7 @@ def test_run_experiment_parameter_doubling_error(): config["endseed"] = 1 config["test_domains"] = ["caltech"] config["diva"]["gamma_y"] = 1e4 - param_file = "data/ztest_files/test_parameter_samples.csv" + param_file = "domainlab/zdata/ztest_files/test_parameter_samples.csv" param_index = 0 out_file = "zoutput/benchmarks/demo_benchmark/rule_results/0.csv" @@ -58,7 +58,7 @@ def test_run_experiment_parameter_doubling_error(): config["endseed"] = 1 config["test_domains"] = ["caltech"] config["domainlab_args"]["gamma_y"] = 1e4 - param_file = "data/ztest_files/test_parameter_samples.csv" + param_file = "domainlab/zdata/ztest_files/test_parameter_samples.csv" param_index = 0 out_file = "zoutput/benchmarks/demo_benchmark/rule_results/0.csv" diff --git a/tests/test_task_folder.py b/tests/test_task_folder.py index 3b78b5f2c..ed2683a23 100644 --- a/tests/test_task_folder.py +++ b/tests/test_task_folder.py @@ -36,9 +36,9 @@ def test_fun(): ), isize=ImSize(3, 224, 224), dict_domain2imgroot={ - "caltech": "data/vlcs_mini/caltech/", - "sun": "data/vlcs_mini/sun/", - "labelme": "data/vlcs_mini/labelme/", + "caltech": "domainlab/zdata/vlcs_mini/caltech/", + "sun": "domainlab/zdata/vlcs_mini/sun/", + "labelme": "domainlab/zdata/vlcs_mini/labelme/", }, taskna="mini_vlcs", succ=None, @@ -99,9 +99,9 @@ def test_mk_task_folder(): }, isize=ImSize(3, 224, 224), dict_domain2imgroot={ - "caltech": "data/vlcs_mini/caltech/", - "sun": "data/vlcs_mini/sun/", - "labelme": "data/vlcs_mini/labelme/", + "caltech": "domainlab/zdata/vlcs_mini/caltech/", + "sun": "domainlab/zdata/vlcs_mini/sun/", + "labelme": "domainlab/zdata/vlcs_mini/labelme/", }, taskna="mini_vlcs", ) @@ -133,9 +133,9 @@ def test_none_extensions(): ), isize=ImSize(3, 224, 224), dict_domain2imgroot={ - "caltech": "data/vlcs_mini/caltech/", - "labelme": "data/vlcs_mini/labelme/", - "sun": "data/vlcs_mini/sun/", + "caltech": "domainlab/zdata/vlcs_mini/caltech/", + "labelme": "domainlab/zdata/vlcs_mini/labelme/", + "sun": "domainlab/zdata/vlcs_mini/sun/", }, taskna="mini_vlcs", succ=None, @@ -169,8 +169,8 @@ def test_none_extensions(): ), isize=ImSize(3, 224, 224), dict_domain2imgroot={ - "caltech": "data/mixed_codec/caltech/", - "sun": "data/mixed_codec/sun/", + "caltech": "domainlab/zdata/mixed_codec/caltech/", + "sun": "domainlab/zdata/mixed_codec/sun/", }, taskna="mixed_codec", succ=None, @@ -208,8 +208,8 @@ def test_none_extensions(): ), isize=ImSize(3, 224, 224), dict_domain2imgroot={ - "caltech": "data/mixed_codec/caltech/", - "sun": "data/mixed_codec/sun/", + "caltech": "domainlab/zdata/mixed_codec/caltech/", + "sun": "domainlab/zdata/mixed_codec/sun/", }, taskna="mixed_codec", succ=None, @@ -231,8 +231,8 @@ def pacs_node(): node.extensions = ("jpg",) node.list_str_y = ["dog", "elephant"] node.dict_domain2imgroot = { - "cartoon": "data/pacs_mini_10/cartoon/", - "photo": "data/pacs_mini_10/photo/", + "cartoon": "domainlab/zdata/pacs_mini_10/cartoon/", + "photo": "domainlab/zdata/pacs_mini_10/photo/", } return node