From 38712b838b4a2dfe5c63951b223553c8910c3a26 Mon Sep 17 00:00:00 2001 From: Zinan Lin Date: Wed, 8 Jan 2025 14:44:17 -0800 Subject: [PATCH] release: private evolution for text --- .gitignore | 4 +- README.md | 7 +- doc/build_autodoc.sh | 2 +- doc/requirements.txt | 2 +- doc/source/api/api.rst | 2 +- doc/source/api/modules.rst | 2 +- doc/source/api/pe.api.api.rst | 7 + .../pe.api.image.improved_diffusion_api.rst | 7 + ...roved_diffusion_lib.gaussian_diffusion.rst | 7 + .../pe.api.image.improved_diffusion_lib.rst | 18 +- ....api.image.improved_diffusion_lib.unet.rst | 7 + doc/source/api/pe.api.image.rst | 20 +- .../api/pe.api.image.stable_diffusion_api.rst | 7 + doc/source/api/pe.api.rst | 21 +- doc/source/api/pe.api.text.llm_augpe_api.rst | 7 + doc/source/api/pe.api.text.rst | 15 + doc/source/api/pe.api.util.rst | 7 + doc/source/api/pe.callback.callback.rst | 7 + .../api/pe.callback.common.compute_fid.rst | 7 + doc/source/api/pe.callback.common.rst | 18 +- .../pe.callback.common.save_checkpoints.rst | 7 + doc/source/api/pe.callback.image.rst | 18 +- .../api/pe.callback.image.sample_images.rst | 7 + .../api/pe.callback.image.save_all_images.rst | 7 + doc/source/api/pe.callback.rst | 12 +- doc/source/api/pe.callback.text.rst | 15 + .../api/pe.callback.text.save_text_to_csv.rst | 7 + doc/source/api/pe.constant.data.rst | 7 + doc/source/api/pe.constant.rst | 9 +- doc/source/api/pe.data.data.rst | 7 + doc/source/api/pe.data.image.camelyon17.rst | 7 + doc/source/api/pe.data.image.cat.rst | 7 + doc/source/api/pe.data.image.cifar10.rst | 7 + doc/source/api/pe.data.image.image.rst | 7 + doc/source/api/pe.data.image.rst | 36 +- doc/source/api/pe.data.rst | 12 +- doc/source/api/pe.data.text.openreview.rst | 7 + doc/source/api/pe.data.text.pubmed.rst | 7 + doc/source/api/pe.data.text.rst | 18 + doc/source/api/pe.data.text.text_csv.rst | 7 + doc/source/api/pe.data.text.yelp.rst | 7 + doc/source/api/pe.dp.dp.rst | 7 + doc/source/api/pe.dp.gaussian.rst | 7 + doc/source/api/pe.dp.rst | 18 +- doc/source/api/pe.embedding.embedding.rst | 7 + .../api/pe.embedding.image.inception.rst | 7 + doc/source/api/pe.embedding.image.rst | 9 +- doc/source/api/pe.embedding.rst | 12 +- doc/source/api/pe.embedding.text.rst | 15 + ...pe.embedding.text.sentence_transformer.rst | 7 + doc/source/api/pe.histogram.histogram.rst | 7 + ...istogram.nearest_neighbor_backend.auto.rst | 7 + ...stogram.nearest_neighbor_backend.faiss.rst | 7 + .../pe.histogram.nearest_neighbor_backend.rst | 27 +- ...ogram.nearest_neighbor_backend.sklearn.rst | 7 + .../api/pe.histogram.nearest_neighbors.rst | 7 + doc/source/api/pe.histogram.rst | 20 +- doc/source/api/pe.llm.azure_openai.rst | 7 + .../api/pe.llm.huggingface.huggingface.rst | 7 + ...llm.huggingface.register_fastchat.gpt2.rst | 7 + .../pe.llm.huggingface.register_fastchat.rst | 15 + doc/source/api/pe.llm.huggingface.rst | 23 + doc/source/api/pe.llm.llm.rst | 7 + doc/source/api/pe.llm.openai.rst | 7 + 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.../getting_started/details/population.rst | 9 +- doc/source/getting_started/details/runner.rst | 4 +- doc/source/getting_started/examples.rst | 41 +- .../getting_started/getting_started.rst | 2 +- doc/source/getting_started/installation.rst | 17 +- doc/source/getting_started/intro.rst | 2 +- .../using_your_own_data_apis.rst | 21 + doc/source/icon/favicon.ico | Bin 0 -> 15406 bytes doc/source/icon/icon.png | Bin 0 -> 830884 bytes doc/source/index.rst | 2 +- example/text/openreview_huggingface/main.py | 81 ++ .../random_api_prompt.json | 67 + .../variation_api_prompt.json | 23 + example/text/openreview_openai/main.py | 106 ++ .../openreview_openai/random_api_prompt.json | 12 + .../variation_api_prompt.json | 12 + example/text/pubmed_huggingface/main.py | 81 ++ .../pubmed_huggingface/random_api_prompt.json | 8 + .../variation_api_prompt.json | 26 + example/text/pubmed_openai/main.py | 106 ++ .../text/pubmed_openai/random_api_prompt.json | 71 ++ .../pubmed_openai/variation_api_prompt.json | 12 + example/text/yelp_huggingface/main.py | 81 ++ .../yelp_huggingface/random_api_prompt.json | 1100 ++++++++++++++++ .../variation_api_prompt.json | 45 + example/text/yelp_openai/main.py | 106 ++ .../text/yelp_openai/random_api_prompt.json | 1104 +++++++++++++++++ .../yelp_openai/variation_api_prompt.json | 12 + pe/api/__init__.py | 4 + pe/api/text/__init__.py | 1 + pe/api/text/llm_augpe_api.py | 243 ++++ pe/callback/__init__.py | 12 +- pe/callback/common/__init__.py | 2 + pe/callback/image/__init__.py | 2 + pe/callback/text/__init__.py | 1 + pe/callback/text/save_text_to_csv.py | 64 + pe/constant/data.py | 8 + pe/data/__init__.py | 4 + pe/data/text/__init__.py | 4 + pe/data/text/openreview.py | 87 ++ pe/data/text/pubmed.py | 66 + pe/data/text/text_csv.py | 44 + pe/data/text/yelp.py | 84 ++ pe/dp/__init__.py | 2 + pe/embedding/__init__.py | 4 + pe/embedding/text/__init__.py | 1 + pe/embedding/text/sentence_transformer.py | 56 + pe/histogram/__init__.py | 2 + pe/llm/__init__.py | 7 + pe/llm/azure_openai.py | 145 +++ pe/llm/huggingface/__init__.py | 3 + pe/llm/huggingface/huggingface.py | 162 +++ .../huggingface/register_fastchat/__init__.py | 0 pe/llm/huggingface/register_fastchat/gpt2.py | 33 + pe/llm/llm.py | 43 + pe/llm/openai.py | 112 ++ pe/llm/request.py | 11 + pe/logger/__init__.py | 3 + pe/population/__init__.py | 2 + pe/population/pe_population.py | 24 +- pe/runner/__init__.py | 2 + pyproject.toml | 36 +- 149 files changed, 5022 insertions(+), 329 deletions(-) create mode 100644 doc/source/api/pe.api.api.rst create mode 100644 doc/source/api/pe.api.image.improved_diffusion_api.rst create mode 100644 doc/source/api/pe.api.image.improved_diffusion_lib.gaussian_diffusion.rst create mode 100644 doc/source/api/pe.api.image.improved_diffusion_lib.unet.rst create mode 100644 doc/source/api/pe.api.image.stable_diffusion_api.rst create mode 100644 doc/source/api/pe.api.text.llm_augpe_api.rst create mode 100644 doc/source/api/pe.api.text.rst create mode 100644 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pe/llm/huggingface/__init__.py create mode 100644 pe/llm/huggingface/huggingface.py create mode 100644 pe/llm/huggingface/register_fastchat/__init__.py create mode 100644 pe/llm/huggingface/register_fastchat/gpt2.py create mode 100644 pe/llm/llm.py create mode 100644 pe/llm/openai.py create mode 100644 pe/llm/request.py diff --git a/.gitignore b/.gitignore index 1551243..c14121e 100644 --- a/.gitignore +++ b/.gitignore @@ -5,6 +5,8 @@ _test _data docker* example/image/test_* +bk* +test* # Byte-compiled / optimized / DLL files __pycache__/ @@ -130,7 +132,7 @@ celerybeat.pid *.sage.py # Environments -.env +*.env .venv env/ venv/ diff --git a/README.md b/README.md index 82d485d..114cb87 100644 --- a/README.md +++ b/README.md @@ -5,14 +5,17 @@ This repo is a Python library to **generate differentially private (DP) syntheti * **Differentially Private Synthetic Data via Foundation Model APIs 1: Images** [[paper (ICLR 2024)]](https://openreview.net/forum?id=YEhQs8POIo) [[paper (arxiv)](https://arxiv.org/abs/2305.15560)] **Authors:** [[Zinan Lin](https://zinanlin.me/)], [[Sivakanth Gopi](https://www.microsoft.com/en-us/research/people/sigopi/)], [[Janardhan Kulkarni](https://www.microsoft.com/en-us/research/people/jakul/)], [[Harsha Nori](https://www.microsoft.com/en-us/research/people/hanori/)], [[Sergey Yekhanin](http://www.yekhanin.org/)] - +* **Differentially Private Synthetic Data via Foundation Model APIs 2: Text** + [[paper (ICML 2024 Spotlight)]](https://proceedings.mlr.press/v235/xie24g.html) [[paper (arxiv)](https://arxiv.org/abs/2403.01749)] [[website](https://alphapav.github.io/augpe-dpapitext)] + **Authors:** [[Chulin Xie](https://alphapav.github.io/)], [[Zinan Lin](https://zinanlin.me/)], [[Arturs Backurs](https://www.mit.edu/~backurs/)], [[Sivakanth Gopi](https://www.microsoft.com/en-us/research/people/sigopi/)], [[Da Yu](https://dayu11.github.io/)], [[Huseyin Inan](https://www.microsoft.com/en-us/research/people/huinan/)], [[Harsha Nori](https://www.microsoft.com/en-us/research/people/hanori/)], [[Haotian Jiang](https://jhtdavid96.wixsite.com/jianghaotian)], [[Huishuai Zhang](https://huishuai-git.github.io/)], [[Yin Tat Lee](https://yintat.com/)], [[Bo Li](https://aisecure.github.io/)], [[Sergey Yekhanin](http://www.yekhanin.org/)] ## Documentation Please refer to the [documentation](https://microsoft.github.io/DPSDA/) for more details, including the installation instructions, usage, and examples. ## News -* `11/21/2024`: The refactored codebase for image generation has been released. It is completely refactored to be more modular and easier to use and extend. The code originally published with the [paper](https://arxiv.org/abs/2305.15560) has been moved to the [deprecated](https://github.com/microsoft/DPSDA/tree/deprecated) branch, which is no longer maintained. +* `1/8/2025`: **Text generation** based on the paper `Differentially Private Synthetic Data via Foundation Model APIs 2: Text` has been integrated into the library! If you want to reproduce the results in the [paper](https://arxiv.org/abs/2403.01749), please refer to [our original codebase](https://github.com/AI-secure/aug-pe). +* `11/21/2024`: The refactored codebase for **image generation** based on the paper `Differentially Private Synthetic Data via Foundation Model APIs 1: Images` has been released! It is completely refactored to be more modular and easier to use and extend. The code originally published with the [paper](https://arxiv.org/abs/2305.15560) has been moved to the [deprecated](https://github.com/microsoft/DPSDA/tree/deprecated) branch in this repository, which is no longer maintained. ## Contributing diff --git a/doc/build_autodoc.sh b/doc/build_autodoc.sh index d20cf2f..5c08694 100644 --- a/doc/build_autodoc.sh +++ b/doc/build_autodoc.sh @@ -1,2 +1,2 @@ -sphinx-apidoc -f --module-first -d 3 -o source/api ../pe +sphinx-apidoc -e -f --module-first -d 7 -o source/api ../pe ../pe/*/test* ../pe/*/bk* make clean html \ No newline at end of file diff --git a/doc/requirements.txt b/doc/requirements.txt index fe5fd45..c6ebe82 100644 --- a/doc/requirements.txt +++ b/doc/requirements.txt @@ -1,3 +1,3 @@ sphinx_rtd_theme==3.0.2 -private-evolution[image,dev] @ git+https://github.com/microsoft/DPSDA.git +private-evolution[image,text,dev] @ git+https://github.com/microsoft/DPSDA.git faiss-gpu \ No newline at end of file diff --git a/doc/source/api/api.rst b/doc/source/api/api.rst index fc98e25..f2f791a 100644 --- a/doc/source/api/api.rst +++ b/doc/source/api/api.rst @@ -3,7 +3,7 @@ API Reference .. toctree:: - :maxdepth: 3 + :maxdepth: 7 :caption: Contents: modules diff --git a/doc/source/api/modules.rst b/doc/source/api/modules.rst index a446077..086122a 100644 --- a/doc/source/api/modules.rst +++ b/doc/source/api/modules.rst @@ -2,6 +2,6 @@ pe == .. toctree:: - :maxdepth: 3 + :maxdepth: 7 pe diff --git a/doc/source/api/pe.api.api.rst b/doc/source/api/pe.api.api.rst new file mode 100644 index 0000000..2dac82f --- /dev/null +++ b/doc/source/api/pe.api.api.rst @@ -0,0 +1,7 @@ +pe.api.api module +================= + +.. automodule:: pe.api.api + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.api.image.improved_diffusion_api.rst b/doc/source/api/pe.api.image.improved_diffusion_api.rst new file mode 100644 index 0000000..91954c4 --- /dev/null +++ b/doc/source/api/pe.api.image.improved_diffusion_api.rst @@ -0,0 +1,7 @@ +pe.api.image.improved\_diffusion\_api module +============================================ + +.. automodule:: pe.api.image.improved_diffusion_api + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.api.image.improved_diffusion_lib.gaussian_diffusion.rst b/doc/source/api/pe.api.image.improved_diffusion_lib.gaussian_diffusion.rst new file mode 100644 index 0000000..e5a730f --- /dev/null +++ b/doc/source/api/pe.api.image.improved_diffusion_lib.gaussian_diffusion.rst @@ -0,0 +1,7 @@ +pe.api.image.improved\_diffusion\_lib.gaussian\_diffusion module +================================================================ + +.. automodule:: pe.api.image.improved_diffusion_lib.gaussian_diffusion + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.api.image.improved_diffusion_lib.rst b/doc/source/api/pe.api.image.improved_diffusion_lib.rst index 841044c..8a40ef0 100644 --- a/doc/source/api/pe.api.image.improved_diffusion_lib.rst +++ b/doc/source/api/pe.api.image.improved_diffusion_lib.rst @@ -9,18 +9,8 @@ pe.api.image.improved\_diffusion\_lib package Submodules ---------- -pe.api.image.improved\_diffusion\_lib.gaussian\_diffusion module ----------------------------------------------------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.api.image.improved_diffusion_lib.gaussian_diffusion - :members: - :undoc-members: - :show-inheritance: - -pe.api.image.improved\_diffusion\_lib.unet module -------------------------------------------------- - -.. automodule:: pe.api.image.improved_diffusion_lib.unet - :members: - :undoc-members: - :show-inheritance: + pe.api.image.improved_diffusion_lib.gaussian_diffusion + pe.api.image.improved_diffusion_lib.unet diff --git a/doc/source/api/pe.api.image.improved_diffusion_lib.unet.rst b/doc/source/api/pe.api.image.improved_diffusion_lib.unet.rst new file mode 100644 index 0000000..59564f6 --- /dev/null +++ b/doc/source/api/pe.api.image.improved_diffusion_lib.unet.rst @@ -0,0 +1,7 @@ +pe.api.image.improved\_diffusion\_lib.unet module +================================================= + +.. automodule:: pe.api.image.improved_diffusion_lib.unet + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.api.image.rst b/doc/source/api/pe.api.image.rst index c53f742..1eb8ca6 100644 --- a/doc/source/api/pe.api.image.rst +++ b/doc/source/api/pe.api.image.rst @@ -10,25 +10,15 @@ Subpackages ----------- .. toctree:: - :maxdepth: 3 + :maxdepth: 7 pe.api.image.improved_diffusion_lib Submodules ---------- -pe.api.image.improved\_diffusion\_api module --------------------------------------------- - -.. automodule:: pe.api.image.improved_diffusion_api - :members: - :undoc-members: - :show-inheritance: - -pe.api.image.stable\_diffusion\_api module ------------------------------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.api.image.stable_diffusion_api - :members: - :undoc-members: - :show-inheritance: + pe.api.image.improved_diffusion_api + pe.api.image.stable_diffusion_api diff --git a/doc/source/api/pe.api.image.stable_diffusion_api.rst b/doc/source/api/pe.api.image.stable_diffusion_api.rst new file mode 100644 index 0000000..0af9591 --- /dev/null +++ b/doc/source/api/pe.api.image.stable_diffusion_api.rst @@ -0,0 +1,7 @@ +pe.api.image.stable\_diffusion\_api module +========================================== + +.. automodule:: pe.api.image.stable_diffusion_api + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.api.rst b/doc/source/api/pe.api.rst index a2f2616..9febdcd 100644 --- a/doc/source/api/pe.api.rst +++ b/doc/source/api/pe.api.rst @@ -10,25 +10,16 @@ Subpackages ----------- .. toctree:: - :maxdepth: 3 + :maxdepth: 7 pe.api.image + pe.api.text Submodules ---------- -pe.api.api module ------------------ - -.. automodule:: pe.api.api - :members: - :undoc-members: - :show-inheritance: - -pe.api.util module ------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.api.util - :members: - :undoc-members: - :show-inheritance: + pe.api.api + pe.api.util diff --git a/doc/source/api/pe.api.text.llm_augpe_api.rst b/doc/source/api/pe.api.text.llm_augpe_api.rst new file mode 100644 index 0000000..7015c3a --- /dev/null +++ b/doc/source/api/pe.api.text.llm_augpe_api.rst @@ -0,0 +1,7 @@ +pe.api.text.llm\_augpe\_api module +================================== + +.. automodule:: pe.api.text.llm_augpe_api + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.api.text.rst b/doc/source/api/pe.api.text.rst new file mode 100644 index 0000000..372734b --- /dev/null +++ b/doc/source/api/pe.api.text.rst @@ -0,0 +1,15 @@ +pe.api.text package +=================== + +.. automodule:: pe.api.text + :members: + :undoc-members: + :show-inheritance: + +Submodules +---------- + +.. toctree:: + :maxdepth: 7 + + pe.api.text.llm_augpe_api diff --git a/doc/source/api/pe.api.util.rst b/doc/source/api/pe.api.util.rst new file mode 100644 index 0000000..10bc89c --- /dev/null +++ b/doc/source/api/pe.api.util.rst @@ -0,0 +1,7 @@ +pe.api.util module +================== + +.. automodule:: pe.api.util + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.callback.callback.rst b/doc/source/api/pe.callback.callback.rst new file mode 100644 index 0000000..843fb5c --- /dev/null +++ b/doc/source/api/pe.callback.callback.rst @@ -0,0 +1,7 @@ +pe.callback.callback module +=========================== + +.. automodule:: pe.callback.callback + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.callback.common.compute_fid.rst b/doc/source/api/pe.callback.common.compute_fid.rst new file mode 100644 index 0000000..8b11656 --- /dev/null +++ b/doc/source/api/pe.callback.common.compute_fid.rst @@ -0,0 +1,7 @@ +pe.callback.common.compute\_fid module +====================================== + +.. automodule:: pe.callback.common.compute_fid + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.callback.common.rst b/doc/source/api/pe.callback.common.rst index 9c387d0..4b2ef1c 100644 --- a/doc/source/api/pe.callback.common.rst +++ b/doc/source/api/pe.callback.common.rst @@ -9,18 +9,8 @@ pe.callback.common package Submodules ---------- -pe.callback.common.compute\_fid module --------------------------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.callback.common.compute_fid - :members: - :undoc-members: - :show-inheritance: - -pe.callback.common.save\_checkpoints module -------------------------------------------- - -.. automodule:: pe.callback.common.save_checkpoints - :members: - :undoc-members: - :show-inheritance: + pe.callback.common.compute_fid + pe.callback.common.save_checkpoints diff --git a/doc/source/api/pe.callback.common.save_checkpoints.rst b/doc/source/api/pe.callback.common.save_checkpoints.rst new file mode 100644 index 0000000..5d192a9 --- /dev/null +++ b/doc/source/api/pe.callback.common.save_checkpoints.rst @@ -0,0 +1,7 @@ +pe.callback.common.save\_checkpoints module +=========================================== + +.. automodule:: pe.callback.common.save_checkpoints + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.callback.image.rst b/doc/source/api/pe.callback.image.rst index 784912c..0492236 100644 --- a/doc/source/api/pe.callback.image.rst +++ b/doc/source/api/pe.callback.image.rst @@ -9,18 +9,8 @@ pe.callback.image package Submodules ---------- -pe.callback.image.sample\_images module ---------------------------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.callback.image.sample_images - :members: - :undoc-members: - :show-inheritance: - -pe.callback.image.save\_all\_images module ------------------------------------------- - -.. automodule:: pe.callback.image.save_all_images - :members: - :undoc-members: - :show-inheritance: + pe.callback.image.sample_images + pe.callback.image.save_all_images diff --git a/doc/source/api/pe.callback.image.sample_images.rst b/doc/source/api/pe.callback.image.sample_images.rst new file mode 100644 index 0000000..7a0f9ac --- /dev/null +++ b/doc/source/api/pe.callback.image.sample_images.rst @@ -0,0 +1,7 @@ +pe.callback.image.sample\_images module +======================================= + +.. automodule:: pe.callback.image.sample_images + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.callback.image.save_all_images.rst b/doc/source/api/pe.callback.image.save_all_images.rst new file mode 100644 index 0000000..6c74b1e --- /dev/null +++ b/doc/source/api/pe.callback.image.save_all_images.rst @@ -0,0 +1,7 @@ +pe.callback.image.save\_all\_images module +========================================== + +.. automodule:: pe.callback.image.save_all_images + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.callback.rst b/doc/source/api/pe.callback.rst index ae740bf..32b087a 100644 --- a/doc/source/api/pe.callback.rst +++ b/doc/source/api/pe.callback.rst @@ -10,18 +10,16 @@ Subpackages ----------- .. toctree:: - :maxdepth: 3 + :maxdepth: 7 pe.callback.common pe.callback.image + pe.callback.text Submodules ---------- -pe.callback.callback module ---------------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.callback.callback - :members: - :undoc-members: - :show-inheritance: + pe.callback.callback diff --git a/doc/source/api/pe.callback.text.rst b/doc/source/api/pe.callback.text.rst new file mode 100644 index 0000000..41e54ea --- /dev/null +++ b/doc/source/api/pe.callback.text.rst @@ -0,0 +1,15 @@ +pe.callback.text package +======================== + +.. automodule:: pe.callback.text + :members: + :undoc-members: + :show-inheritance: + +Submodules +---------- + +.. toctree:: + :maxdepth: 7 + + pe.callback.text.save_text_to_csv diff --git a/doc/source/api/pe.callback.text.save_text_to_csv.rst b/doc/source/api/pe.callback.text.save_text_to_csv.rst new file mode 100644 index 0000000..5f2a487 --- /dev/null +++ b/doc/source/api/pe.callback.text.save_text_to_csv.rst @@ -0,0 +1,7 @@ +pe.callback.text.save\_text\_to\_csv module +=========================================== + +.. automodule:: pe.callback.text.save_text_to_csv + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.constant.data.rst b/doc/source/api/pe.constant.data.rst new file mode 100644 index 0000000..38cd6a8 --- /dev/null +++ b/doc/source/api/pe.constant.data.rst @@ -0,0 +1,7 @@ +pe.constant.data module +======================= + +.. automodule:: pe.constant.data + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.constant.rst b/doc/source/api/pe.constant.rst index 4f56470..ae269cc 100644 --- a/doc/source/api/pe.constant.rst +++ b/doc/source/api/pe.constant.rst @@ -9,10 +9,7 @@ pe.constant package Submodules ---------- -pe.constant.data module ------------------------ +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.constant.data - :members: - :undoc-members: - :show-inheritance: + pe.constant.data diff --git a/doc/source/api/pe.data.data.rst b/doc/source/api/pe.data.data.rst new file mode 100644 index 0000000..84b524e --- /dev/null +++ b/doc/source/api/pe.data.data.rst @@ -0,0 +1,7 @@ +pe.data.data module +=================== + +.. automodule:: pe.data.data + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.data.image.camelyon17.rst b/doc/source/api/pe.data.image.camelyon17.rst new file mode 100644 index 0000000..d287ae8 --- /dev/null +++ b/doc/source/api/pe.data.image.camelyon17.rst @@ -0,0 +1,7 @@ +pe.data.image.camelyon17 module +=============================== + +.. automodule:: pe.data.image.camelyon17 + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.data.image.cat.rst b/doc/source/api/pe.data.image.cat.rst new file mode 100644 index 0000000..5f205b7 --- /dev/null +++ b/doc/source/api/pe.data.image.cat.rst @@ -0,0 +1,7 @@ +pe.data.image.cat module +======================== + +.. automodule:: pe.data.image.cat + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.data.image.cifar10.rst b/doc/source/api/pe.data.image.cifar10.rst new file mode 100644 index 0000000..7a7e0e2 --- /dev/null +++ b/doc/source/api/pe.data.image.cifar10.rst @@ -0,0 +1,7 @@ +pe.data.image.cifar10 module +============================ + +.. automodule:: pe.data.image.cifar10 + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.data.image.image.rst b/doc/source/api/pe.data.image.image.rst new file mode 100644 index 0000000..7adf323 --- /dev/null +++ b/doc/source/api/pe.data.image.image.rst @@ -0,0 +1,7 @@ +pe.data.image.image module +========================== + +.. automodule:: pe.data.image.image + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.data.image.rst b/doc/source/api/pe.data.image.rst index 177b224..0033fda 100644 --- a/doc/source/api/pe.data.image.rst +++ b/doc/source/api/pe.data.image.rst @@ -9,34 +9,10 @@ pe.data.image package Submodules ---------- -pe.data.image.camelyon17 module -------------------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.data.image.camelyon17 - :members: - :undoc-members: - :show-inheritance: - -pe.data.image.cat module ------------------------- - -.. automodule:: pe.data.image.cat - :members: - :undoc-members: - :show-inheritance: - -pe.data.image.cifar10 module ----------------------------- - -.. automodule:: pe.data.image.cifar10 - :members: - :undoc-members: - :show-inheritance: - -pe.data.image.image module --------------------------- - -.. automodule:: pe.data.image.image - :members: - :undoc-members: - :show-inheritance: + pe.data.image.camelyon17 + pe.data.image.cat + pe.data.image.cifar10 + pe.data.image.image diff --git a/doc/source/api/pe.data.rst b/doc/source/api/pe.data.rst index 27d092f..31e7921 100644 --- a/doc/source/api/pe.data.rst +++ b/doc/source/api/pe.data.rst @@ -10,17 +10,15 @@ Subpackages ----------- .. toctree:: - :maxdepth: 3 + :maxdepth: 7 pe.data.image + pe.data.text Submodules ---------- -pe.data.data module -------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.data.data - :members: - :undoc-members: - :show-inheritance: + pe.data.data diff --git a/doc/source/api/pe.data.text.openreview.rst b/doc/source/api/pe.data.text.openreview.rst new file mode 100644 index 0000000..6b300e1 --- /dev/null +++ b/doc/source/api/pe.data.text.openreview.rst @@ -0,0 +1,7 @@ +pe.data.text.openreview module +============================== + +.. automodule:: pe.data.text.openreview + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.data.text.pubmed.rst b/doc/source/api/pe.data.text.pubmed.rst new file mode 100644 index 0000000..aa04e45 --- /dev/null +++ b/doc/source/api/pe.data.text.pubmed.rst @@ -0,0 +1,7 @@ +pe.data.text.pubmed module +========================== + +.. automodule:: pe.data.text.pubmed + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.data.text.rst b/doc/source/api/pe.data.text.rst new file mode 100644 index 0000000..fae551f --- /dev/null +++ b/doc/source/api/pe.data.text.rst @@ -0,0 +1,18 @@ +pe.data.text package +==================== + +.. automodule:: pe.data.text + :members: + :undoc-members: + :show-inheritance: + +Submodules +---------- + +.. toctree:: + :maxdepth: 7 + + pe.data.text.openreview + pe.data.text.pubmed + pe.data.text.text_csv + pe.data.text.yelp diff --git a/doc/source/api/pe.data.text.text_csv.rst b/doc/source/api/pe.data.text.text_csv.rst new file mode 100644 index 0000000..6d22869 --- /dev/null +++ b/doc/source/api/pe.data.text.text_csv.rst @@ -0,0 +1,7 @@ +pe.data.text.text\_csv module +============================= + +.. automodule:: pe.data.text.text_csv + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.data.text.yelp.rst b/doc/source/api/pe.data.text.yelp.rst new file mode 100644 index 0000000..f6a091a --- /dev/null +++ b/doc/source/api/pe.data.text.yelp.rst @@ -0,0 +1,7 @@ +pe.data.text.yelp module +======================== + +.. automodule:: pe.data.text.yelp + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.dp.dp.rst b/doc/source/api/pe.dp.dp.rst new file mode 100644 index 0000000..5df4618 --- /dev/null +++ b/doc/source/api/pe.dp.dp.rst @@ -0,0 +1,7 @@ +pe.dp.dp module +=============== + +.. automodule:: pe.dp.dp + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.dp.gaussian.rst b/doc/source/api/pe.dp.gaussian.rst new file mode 100644 index 0000000..35ab547 --- /dev/null +++ b/doc/source/api/pe.dp.gaussian.rst @@ -0,0 +1,7 @@ +pe.dp.gaussian module +===================== + +.. automodule:: pe.dp.gaussian + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.dp.rst b/doc/source/api/pe.dp.rst index 6473b69..8086b20 100644 --- a/doc/source/api/pe.dp.rst +++ b/doc/source/api/pe.dp.rst @@ -9,18 +9,8 @@ pe.dp package Submodules ---------- -pe.dp.dp module ---------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.dp.dp - :members: - :undoc-members: - :show-inheritance: - -pe.dp.gaussian module ---------------------- - -.. automodule:: pe.dp.gaussian - :members: - :undoc-members: - :show-inheritance: + pe.dp.dp + pe.dp.gaussian diff --git a/doc/source/api/pe.embedding.embedding.rst b/doc/source/api/pe.embedding.embedding.rst new file mode 100644 index 0000000..ab96d4a --- /dev/null +++ b/doc/source/api/pe.embedding.embedding.rst @@ -0,0 +1,7 @@ +pe.embedding.embedding module +============================= + +.. automodule:: pe.embedding.embedding + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.embedding.image.inception.rst b/doc/source/api/pe.embedding.image.inception.rst new file mode 100644 index 0000000..4424515 --- /dev/null +++ b/doc/source/api/pe.embedding.image.inception.rst @@ -0,0 +1,7 @@ +pe.embedding.image.inception module +=================================== + +.. automodule:: pe.embedding.image.inception + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.embedding.image.rst b/doc/source/api/pe.embedding.image.rst index 1777711..d470740 100644 --- a/doc/source/api/pe.embedding.image.rst +++ b/doc/source/api/pe.embedding.image.rst @@ -9,10 +9,7 @@ pe.embedding.image package Submodules ---------- -pe.embedding.image.inception module ------------------------------------ +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.embedding.image.inception - :members: - :undoc-members: - :show-inheritance: + pe.embedding.image.inception diff --git a/doc/source/api/pe.embedding.rst b/doc/source/api/pe.embedding.rst index fbeee54..08c4f69 100644 --- a/doc/source/api/pe.embedding.rst +++ b/doc/source/api/pe.embedding.rst @@ -10,17 +10,15 @@ Subpackages ----------- .. toctree:: - :maxdepth: 3 + :maxdepth: 7 pe.embedding.image + pe.embedding.text Submodules ---------- -pe.embedding.embedding module ------------------------------ +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.embedding.embedding - :members: - :undoc-members: - :show-inheritance: + pe.embedding.embedding diff --git a/doc/source/api/pe.embedding.text.rst b/doc/source/api/pe.embedding.text.rst new file mode 100644 index 0000000..8aa2b9a --- /dev/null +++ b/doc/source/api/pe.embedding.text.rst @@ -0,0 +1,15 @@ +pe.embedding.text package +========================= + +.. automodule:: pe.embedding.text + :members: + :undoc-members: + :show-inheritance: + +Submodules +---------- + +.. toctree:: + :maxdepth: 7 + + pe.embedding.text.sentence_transformer diff --git a/doc/source/api/pe.embedding.text.sentence_transformer.rst b/doc/source/api/pe.embedding.text.sentence_transformer.rst new file mode 100644 index 0000000..3a4bd3e --- /dev/null +++ b/doc/source/api/pe.embedding.text.sentence_transformer.rst @@ -0,0 +1,7 @@ +pe.embedding.text.sentence\_transformer module +============================================== + +.. automodule:: pe.embedding.text.sentence_transformer + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.histogram.histogram.rst b/doc/source/api/pe.histogram.histogram.rst new file mode 100644 index 0000000..25abd20 --- /dev/null +++ b/doc/source/api/pe.histogram.histogram.rst @@ -0,0 +1,7 @@ +pe.histogram.histogram module +============================= + +.. automodule:: pe.histogram.histogram + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.histogram.nearest_neighbor_backend.auto.rst b/doc/source/api/pe.histogram.nearest_neighbor_backend.auto.rst new file mode 100644 index 0000000..6edf65c --- /dev/null +++ b/doc/source/api/pe.histogram.nearest_neighbor_backend.auto.rst @@ -0,0 +1,7 @@ +pe.histogram.nearest\_neighbor\_backend.auto module +=================================================== + +.. automodule:: pe.histogram.nearest_neighbor_backend.auto + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.histogram.nearest_neighbor_backend.faiss.rst b/doc/source/api/pe.histogram.nearest_neighbor_backend.faiss.rst new file mode 100644 index 0000000..edd84b5 --- /dev/null +++ b/doc/source/api/pe.histogram.nearest_neighbor_backend.faiss.rst @@ -0,0 +1,7 @@ +pe.histogram.nearest\_neighbor\_backend.faiss module +==================================================== + +.. automodule:: pe.histogram.nearest_neighbor_backend.faiss + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.histogram.nearest_neighbor_backend.rst b/doc/source/api/pe.histogram.nearest_neighbor_backend.rst index ac831ec..f015ddb 100644 --- a/doc/source/api/pe.histogram.nearest_neighbor_backend.rst +++ b/doc/source/api/pe.histogram.nearest_neighbor_backend.rst @@ -9,26 +9,9 @@ pe.histogram.nearest\_neighbor\_backend package Submodules ---------- -pe.histogram.nearest\_neighbor\_backend.auto module ---------------------------------------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.histogram.nearest_neighbor_backend.auto - :members: - :undoc-members: - :show-inheritance: - -pe.histogram.nearest\_neighbor\_backend.faiss module ----------------------------------------------------- - -.. automodule:: pe.histogram.nearest_neighbor_backend.faiss - :members: - :undoc-members: - :show-inheritance: - -pe.histogram.nearest\_neighbor\_backend.sklearn module ------------------------------------------------------- - -.. automodule:: pe.histogram.nearest_neighbor_backend.sklearn - :members: - :undoc-members: - :show-inheritance: + pe.histogram.nearest_neighbor_backend.auto + pe.histogram.nearest_neighbor_backend.faiss + pe.histogram.nearest_neighbor_backend.sklearn diff --git a/doc/source/api/pe.histogram.nearest_neighbor_backend.sklearn.rst b/doc/source/api/pe.histogram.nearest_neighbor_backend.sklearn.rst new file mode 100644 index 0000000..e7e5ab7 --- /dev/null +++ b/doc/source/api/pe.histogram.nearest_neighbor_backend.sklearn.rst @@ -0,0 +1,7 @@ +pe.histogram.nearest\_neighbor\_backend.sklearn module +====================================================== + +.. automodule:: pe.histogram.nearest_neighbor_backend.sklearn + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.histogram.nearest_neighbors.rst b/doc/source/api/pe.histogram.nearest_neighbors.rst new file mode 100644 index 0000000..a5ca0ab --- /dev/null +++ b/doc/source/api/pe.histogram.nearest_neighbors.rst @@ -0,0 +1,7 @@ +pe.histogram.nearest\_neighbors module +====================================== + +.. automodule:: pe.histogram.nearest_neighbors + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.histogram.rst b/doc/source/api/pe.histogram.rst index 2316f2d..39166f9 100644 --- a/doc/source/api/pe.histogram.rst +++ b/doc/source/api/pe.histogram.rst @@ -10,25 +10,15 @@ Subpackages ----------- .. toctree:: - :maxdepth: 3 + :maxdepth: 7 pe.histogram.nearest_neighbor_backend Submodules ---------- -pe.histogram.histogram module ------------------------------ - -.. automodule:: pe.histogram.histogram - :members: - :undoc-members: - :show-inheritance: - -pe.histogram.nearest\_neighbors module --------------------------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.histogram.nearest_neighbors - :members: - :undoc-members: - :show-inheritance: + pe.histogram.histogram + pe.histogram.nearest_neighbors diff --git a/doc/source/api/pe.llm.azure_openai.rst b/doc/source/api/pe.llm.azure_openai.rst new file mode 100644 index 0000000..c97bffe --- /dev/null +++ b/doc/source/api/pe.llm.azure_openai.rst @@ -0,0 +1,7 @@ +pe.llm.azure\_openai module +=========================== + +.. automodule:: pe.llm.azure_openai + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.llm.huggingface.huggingface.rst b/doc/source/api/pe.llm.huggingface.huggingface.rst new file mode 100644 index 0000000..a0acca9 --- /dev/null +++ b/doc/source/api/pe.llm.huggingface.huggingface.rst @@ -0,0 +1,7 @@ +pe.llm.huggingface.huggingface module +===================================== + +.. automodule:: pe.llm.huggingface.huggingface + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.llm.huggingface.register_fastchat.gpt2.rst b/doc/source/api/pe.llm.huggingface.register_fastchat.gpt2.rst new file mode 100644 index 0000000..df6b68a --- /dev/null +++ b/doc/source/api/pe.llm.huggingface.register_fastchat.gpt2.rst @@ -0,0 +1,7 @@ +pe.llm.huggingface.register\_fastchat.gpt2 module +================================================= + +.. automodule:: pe.llm.huggingface.register_fastchat.gpt2 + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.llm.huggingface.register_fastchat.rst b/doc/source/api/pe.llm.huggingface.register_fastchat.rst new file mode 100644 index 0000000..0e3f33c --- /dev/null +++ b/doc/source/api/pe.llm.huggingface.register_fastchat.rst @@ -0,0 +1,15 @@ +pe.llm.huggingface.register\_fastchat package +============================================= + +.. automodule:: pe.llm.huggingface.register_fastchat + :members: + :undoc-members: + :show-inheritance: + +Submodules +---------- + +.. toctree:: + :maxdepth: 7 + + pe.llm.huggingface.register_fastchat.gpt2 diff --git a/doc/source/api/pe.llm.huggingface.rst b/doc/source/api/pe.llm.huggingface.rst new file mode 100644 index 0000000..1032504 --- /dev/null +++ b/doc/source/api/pe.llm.huggingface.rst @@ -0,0 +1,23 @@ +pe.llm.huggingface package +========================== + +.. automodule:: pe.llm.huggingface + :members: + :undoc-members: + :show-inheritance: + +Subpackages +----------- + +.. toctree:: + :maxdepth: 7 + + pe.llm.huggingface.register_fastchat + +Submodules +---------- + +.. toctree:: + :maxdepth: 7 + + pe.llm.huggingface.huggingface diff --git a/doc/source/api/pe.llm.llm.rst b/doc/source/api/pe.llm.llm.rst new file mode 100644 index 0000000..2e2ea48 --- /dev/null +++ b/doc/source/api/pe.llm.llm.rst @@ -0,0 +1,7 @@ +pe.llm.llm module +================= + +.. automodule:: pe.llm.llm + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.llm.openai.rst b/doc/source/api/pe.llm.openai.rst new file mode 100644 index 0000000..e771bdd --- /dev/null +++ b/doc/source/api/pe.llm.openai.rst @@ -0,0 +1,7 @@ +pe.llm.openai module +==================== + +.. automodule:: pe.llm.openai + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.llm.request.rst b/doc/source/api/pe.llm.request.rst new file mode 100644 index 0000000..10f7d0b --- /dev/null +++ b/doc/source/api/pe.llm.request.rst @@ -0,0 +1,7 @@ +pe.llm.request module +===================== + +.. automodule:: pe.llm.request + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.llm.rst b/doc/source/api/pe.llm.rst new file mode 100644 index 0000000..f3ef261 --- /dev/null +++ b/doc/source/api/pe.llm.rst @@ -0,0 +1,26 @@ +pe.llm package +============== + +.. automodule:: pe.llm + :members: + :undoc-members: + :show-inheritance: + +Subpackages +----------- + +.. toctree:: + :maxdepth: 7 + + pe.llm.huggingface + +Submodules +---------- + +.. toctree:: + :maxdepth: 7 + + pe.llm.azure_openai + pe.llm.llm + pe.llm.openai + pe.llm.request diff --git a/doc/source/api/pe.logger.csv_print.rst b/doc/source/api/pe.logger.csv_print.rst new file mode 100644 index 0000000..4165cce --- /dev/null +++ b/doc/source/api/pe.logger.csv_print.rst @@ -0,0 +1,7 @@ +pe.logger.csv\_print module +=========================== + +.. automodule:: pe.logger.csv_print + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.logger.image_file.rst b/doc/source/api/pe.logger.image_file.rst new file mode 100644 index 0000000..4c1cd89 --- /dev/null +++ b/doc/source/api/pe.logger.image_file.rst @@ -0,0 +1,7 @@ +pe.logger.image\_file module +============================ + +.. automodule:: pe.logger.image_file + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.logger.log_print.rst b/doc/source/api/pe.logger.log_print.rst new file mode 100644 index 0000000..50b5724 --- /dev/null +++ b/doc/source/api/pe.logger.log_print.rst @@ -0,0 +1,7 @@ +pe.logger.log\_print module +=========================== + +.. automodule:: pe.logger.log_print + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.logger.logger.rst b/doc/source/api/pe.logger.logger.rst new file mode 100644 index 0000000..8a0eca9 --- /dev/null +++ b/doc/source/api/pe.logger.logger.rst @@ -0,0 +1,7 @@ +pe.logger.logger module +======================= + +.. automodule:: pe.logger.logger + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.logger.matplotlib_pdf.rst b/doc/source/api/pe.logger.matplotlib_pdf.rst new file mode 100644 index 0000000..cc8ded0 --- /dev/null +++ b/doc/source/api/pe.logger.matplotlib_pdf.rst @@ -0,0 +1,7 @@ +pe.logger.matplotlib\_pdf module +================================ + +.. automodule:: pe.logger.matplotlib_pdf + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.logger.rst b/doc/source/api/pe.logger.rst index 5c3b302..4e686a7 100644 --- a/doc/source/api/pe.logger.rst +++ b/doc/source/api/pe.logger.rst @@ -9,42 +9,11 @@ pe.logger package Submodules ---------- -pe.logger.csv\_print module ---------------------------- - -.. automodule:: pe.logger.csv_print - :members: - :undoc-members: - :show-inheritance: - -pe.logger.image\_file module ----------------------------- - -.. automodule:: pe.logger.image_file - :members: - :undoc-members: - :show-inheritance: - -pe.logger.log\_print module ---------------------------- - -.. automodule:: pe.logger.log_print - :members: - :undoc-members: - :show-inheritance: - -pe.logger.logger module ------------------------ - -.. automodule:: pe.logger.logger - :members: - :undoc-members: - :show-inheritance: - -pe.logger.matplotlib\_pdf module --------------------------------- - -.. automodule:: pe.logger.matplotlib_pdf - :members: - :undoc-members: - :show-inheritance: +.. toctree:: + :maxdepth: 7 + + pe.logger.csv_print + pe.logger.image_file + pe.logger.log_print + pe.logger.logger + pe.logger.matplotlib_pdf diff --git a/doc/source/api/pe.population.pe_population.rst b/doc/source/api/pe.population.pe_population.rst new file mode 100644 index 0000000..9fc5222 --- /dev/null +++ b/doc/source/api/pe.population.pe_population.rst @@ -0,0 +1,7 @@ +pe.population.pe\_population module +=================================== + +.. automodule:: pe.population.pe_population + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.population.population.rst b/doc/source/api/pe.population.population.rst new file mode 100644 index 0000000..96f27f0 --- /dev/null +++ b/doc/source/api/pe.population.population.rst @@ -0,0 +1,7 @@ +pe.population.population module +=============================== + +.. automodule:: pe.population.population + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.population.rst b/doc/source/api/pe.population.rst index c7f26a6..bc4853b 100644 --- a/doc/source/api/pe.population.rst +++ b/doc/source/api/pe.population.rst @@ -9,18 +9,8 @@ pe.population package Submodules ---------- -pe.population.pe\_population module ------------------------------------ +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.population.pe_population - :members: - :undoc-members: - :show-inheritance: - -pe.population.population module -------------------------------- - -.. automodule:: pe.population.population - :members: - :undoc-members: - :show-inheritance: + pe.population.pe_population + pe.population.population diff --git a/doc/source/api/pe.rst b/doc/source/api/pe.rst index 5d6227f..67b9bb9 100644 --- a/doc/source/api/pe.rst +++ b/doc/source/api/pe.rst @@ -10,7 +10,7 @@ Subpackages ----------- .. toctree:: - :maxdepth: 3 + :maxdepth: 7 pe.api pe.callback @@ -19,6 +19,7 @@ Subpackages pe.dp pe.embedding pe.histogram + pe.llm pe.logger pe.logging pe.metric_item diff --git a/doc/source/api/pe.runner.pe.rst b/doc/source/api/pe.runner.pe.rst new file mode 100644 index 0000000..28f277d --- /dev/null +++ b/doc/source/api/pe.runner.pe.rst @@ -0,0 +1,7 @@ +pe.runner.pe module +=================== + +.. automodule:: pe.runner.pe + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.runner.rst b/doc/source/api/pe.runner.rst index f7b7b13..3f2144b 100644 --- a/doc/source/api/pe.runner.rst +++ b/doc/source/api/pe.runner.rst @@ -9,10 +9,7 @@ pe.runner package Submodules ---------- -pe.runner.pe module -------------------- +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.runner.pe - :members: - :undoc-members: - :show-inheritance: + pe.runner.pe diff --git a/doc/source/api/pe.util.download.rst b/doc/source/api/pe.util.download.rst new file mode 100644 index 0000000..b57814d --- /dev/null +++ b/doc/source/api/pe.util.download.rst @@ -0,0 +1,7 @@ +pe.util.download module +======================= + +.. automodule:: pe.util.download + :members: + :undoc-members: + :show-inheritance: diff --git a/doc/source/api/pe.util.rst b/doc/source/api/pe.util.rst index de60c5b..e53e6f4 100644 --- a/doc/source/api/pe.util.rst +++ b/doc/source/api/pe.util.rst @@ -9,10 +9,7 @@ pe.util package Submodules ---------- -pe.util.download module ------------------------ +.. toctree:: + :maxdepth: 7 -.. automodule:: pe.util.download - :members: - :undoc-members: - :show-inheritance: + pe.util.download diff --git a/doc/source/conf.py b/doc/source/conf.py index c64d68e..4263449 100644 --- a/doc/source/conf.py +++ b/doc/source/conf.py @@ -14,8 +14,6 @@ # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration -extensions = [] - templates_path = ["_templates"] exclude_patterns = [] @@ -24,8 +22,10 @@ html_theme = "sphinx_rtd_theme" # 'alabaster' html_static_path = ["_static"] +html_favicon = "icon/favicon.ico" +html_logo = "icon/icon.png" -html_theme_options = {"navigation_depth": 6} +html_theme_options = {"navigation_depth": -1, "collapse_navigation": False} extensions = [ "sphinx.ext.autodoc", @@ -38,6 +38,7 @@ "sphinx.ext.viewcode", "sphinx.ext.githubpages", "sphinx.ext.napoleon", + "sphinx_toolbox.more_autodoc.autonamedtuple", ] # Napoleon settings @@ -54,3 +55,17 @@ napoleon_use_rtype = True numfig = True +nitpicky = True +nitpick_ignore = [ + ("py:class", "optional"), + ("py:class", "abc.ABC"), + ("py:class", "np.ndarray"), + ("py:class", "fastchat.conversation.Conversation"), + ("py:class", "fastchat.model.model_adapter.BaseModelAdapter"), + ("py:class", "torch.utils.data.dataset.Dataset"), + ("py:class", "torch.nn.modules.module.Module"), + ("py:class", "Module"), + ("py:class", "pandas.DataFrame"), + ("py:class", "improved_diffusion.respace.SpacedDiffusion"), + ("py:class", "improved_diffusion.unet.UNetModel"), +] diff --git a/doc/source/getting_started/details/api.rst b/doc/source/getting_started/details/api.rst index af3ada6..f6ee978 100644 --- a/doc/source/getting_started/details/api.rst +++ b/doc/source/getting_started/details/api.rst @@ -3,10 +3,10 @@ APIs API reference: :doc:`/api/pe.api` -:py:class:`pe.api.api.API` is responsible for implementing the foundation model APIs. It has the following key methods: +:py:class:`pe.api.API` is responsible for implementing the foundation model APIs. It has the following key methods: -* :py:meth:`pe.api.api.API.random_api`: Randomly generates the synthetic samples for the initial samples of the **Private Evolution** algorithm. -* :py:meth:`pe.api.api.API.variation_api`: Generates the variations of the given synthetic samples for the initial or the next **Private Evolution** iteration. +* :py:meth:`pe.api.API.random_api`: Randomly generates the synthetic samples for the initial samples of the **Private Evolution** algorithm. +* :py:meth:`pe.api.API.variation_api`: Generates the variations of the given synthetic samples for the initial or the next **Private Evolution** iteration. Available APIs -------------- @@ -15,17 +15,21 @@ Currently, the following APIs are implemented: * Images - * :py:class:`pe.api.image.stable_diffusion_api.StableDiffusion`: The APIs of `Stable Diffusion`_. - * :py:class:`pe.api.image.improved_diffusion_api.ImprovedDiffusion`: The APIs of the `improved diffusion model`_. + * :py:class:`pe.api.StableDiffusion`: The APIs of `Stable Diffusion`_. + * :py:class:`pe.api.ImprovedDiffusion`: The APIs of the `improved diffusion model`_. * Text - * Coming soon! + * :py:class:`pe.api.LLMAugPE`: The APIs for text generation using LLMs. When constructing the instance of this API, an LLM instance is required. The LLM instances follow the interface of :py:class:`pe.llm.LLM`. Currently, the following LLMs are implemented: + + * :py:class:`pe.llm.OpenAILLM`: The LLMs from OpenAI APIs. + * :py:class:`pe.llm.AzureOpenAILLM`: The LLMs from Azure OpenAI APIs. + * :py:class:`pe.llm.HuggingfaceLLM`: The open-source LLMs from Huggingface. Adding Your Own APIs -------------------- -To add your own APIs, you need to create a class that inherits from :py:class:`pe.api.api.API` and implements the :py:meth:`pe.api.api.API.random_api` and :py:meth:`pe.api.api.API.variation_api` methods. +To add your own APIs, you need to create a class that inherits from :py:class:`pe.api.API` and implements the :py:meth:`pe.api.API.random_api` and :py:meth:`pe.api.API.variation_api` methods. .. _improved diffusion model: https://github.com/openai/improved-diffusion diff --git a/doc/source/getting_started/details/callback_and_logger.rst b/doc/source/getting_started/details/callback_and_logger.rst index cd68f30..eec56e5 100644 --- a/doc/source/getting_started/details/callback_and_logger.rst +++ b/doc/source/getting_started/details/callback_and_logger.rst @@ -3,7 +3,7 @@ Callbacks and Loggers API reference: :doc:`/api/pe.callback` and :doc:`/api/pe.logger`. -:py:class:`pe.callback.callback.Callback` can be configured to be called after each **Private Evolution** iteration with the synthetic data as the input. It is useful for computing metrics, saving the synthetic samples, monitoring the progress, etc. Each :py:class:`pe.callback.callback.Callback` can return a list of results (float numbers, images, matplotlib plots, etc.) in the form of :py:class:`pe.metric_item.MetricItem` (see :py:mod:`pe.metric_item`). All :py:class:`pe.metric_item.MetricItem` from all :py:class:`pe.callback.callback.Callback` will be passed through each of the :py:class:`pe.logger.logger.Logger` modules, which will then log the results in the desired way. +:py:class:`pe.callback.Callback` can be configured to be called after each **Private Evolution** iteration with the synthetic data as the input. It is useful for computing metrics, saving the synthetic samples, monitoring the progress, etc. Each :py:class:`pe.callback.Callback` can return a list of results (float numbers, images, matplotlib plots, etc.) in the form of :py:class:`pe.metric_item.MetricItem` (see :py:mod:`pe.metric_item`). All :py:class:`pe.metric_item.MetricItem` from all :py:class:`pe.callback.Callback` will be passed through each of the :py:class:`pe.logger.Logger` modules, which will then log the results in the desired way. Available Callbacks ------------------- @@ -12,17 +12,17 @@ Currently, the following callbacks are implemented: * For any data modality - * :py:class:`pe.callback.common.compute_fid.ComputeFID`: Computes the FID between the synthetic samples and the private samples. - * :py:class:`pe.callback.common.save_checkpoints.SaveCheckpoints`: Saves the checkpoint of current synthetic samples to files. + * :py:class:`pe.callback.ComputeFID`: Computes the FID between the synthetic samples and the private samples. + * :py:class:`pe.callback.SaveCheckpoints`: Saves the checkpoint of current synthetic samples to files. * Images - * :py:class:`pe.callback.image.sample_images.SampleImages`: Samples some images from each class. - * :py:class:`pe.callback.image.save_all_images.SaveAllImages`: Saves all synthetic images to files. + * :py:class:`pe.callback.SampleImages`: Samples some images from each class. + * :py:class:`pe.callback.SaveAllImages`: Saves all synthetic images to files. * Text - * Coming soon! + * :py:class:`pe.callback.SaveTextToCSV`: Save all text samples to a CSV file. Available Loggers @@ -30,7 +30,7 @@ Available Loggers Currently, the following loggers are implemented: -* :py:class:`pe.logger.csv_print.CSVPrint`: Saves the float results to a CSV file. -* :py:class:`pe.logger.log_print.LogPrint`: Prints the float results to the console and/or files using the logging module. -* :py:class:`pe.logger.image_file.ImageFile`: Saves the images to files. -* :py:class:`pe.logger.matplotlib_pdf.MatplotlibPDF`: Saves the matplotlib plots to PDF files. +* :py:class:`pe.logger.CSVPrint`: Saves the float results to a CSV file. +* :py:class:`pe.logger.LogPrint`: Prints the float results to the console and/or files using the logging module. +* :py:class:`pe.logger.ImageFile`: Saves the images to files. +* :py:class:`pe.logger.MatplotlibPDF`: Saves the matplotlib plots to PDF files. diff --git a/doc/source/getting_started/details/data.rst b/doc/source/getting_started/details/data.rst index 5d619a8..02bfefc 100644 --- a/doc/source/getting_started/details/data.rst +++ b/doc/source/getting_started/details/data.rst @@ -3,8 +3,8 @@ Data API reference: :doc:`/api/pe.data`. -:py:class:`pe.data.data.Data` is the base class for holding the synthetic samples or the private samples, along with their metadata. Different components are mostly communicated through objects of this class. -:py:class:`pe.data.data.Data` has two key attributes: +:py:class:`pe.data.Data` is the base class for holding the synthetic samples or the private samples, along with their metadata. Different components are mostly communicated through objects of this class. +:py:class:`pe.data.Data` has two key attributes: * ``data_frame``: A pandas_ DataFrame that holds the samples. Each row in the DataFrame is a sample, and each column is part of the sample (e.g., the image, the text, the label) and other information of the sample (e.g., its embedding produced by :doc:`embedding`). * ``metadata``: A OmegaConf_ that holds the metadata of the samples, such as the **Private Evolution** iteration number when the samples are generated, and the label names of the classes. @@ -12,22 +12,25 @@ API reference: :doc:`/api/pe.data`. Available Datasets ------------------ -For convenience, some well-known datasets are already packaged as `pe.data.data.Data` classes: +For convenience, some well-known datasets are already packaged as :py:class:`pe.data.Data` classes: * Image datasets - * :py:class:`pe.data.image.cifar10.Cifar10`: The `CIFAR10 dataset`_. - * :py:class:`pe.data.image.camelyon17.Camelyon17`: The `Camelyon17 dataset`_. - * :py:class:`pe.data.image.cat.Cat`: The `Cat dataset`_. - * In addition, you can easily load a custom image dataset from a (nested) directory with the image files using :py:meth:`pe.data.image.image.load_image_folder`. + * :py:class:`pe.data.Cifar10`: The `CIFAR10 dataset`_. + * :py:class:`pe.data.Camelyon17`: The `Camelyon17 dataset`_. + * :py:class:`pe.data.Cat`: The `Cat dataset`_. + * In addition, you can easily load a custom image dataset from a (nested) directory with the image files using :py:meth:`pe.data.load_image_folder`. * Text datasets - * Coming soon! + * :py:class:`pe.data.Yelp`: The `Yelp dataset`_. + * :py:class:`pe.data.OpenReview`: The `OpenReview dataset`_. + * :py:class:`pe.data.PubMed`: The `PubMed dataset`_. + * In addition, you can easily load a custom text dataset from a CSV file using :py:class:`pe.data.TextCSV`. Using Your Own Datasets ----------------------- -To apply **Private Evolution** to your own private dataset, you need to create a :py:class:`pe.data.data.Data` object that holds your dataset, with two parameters, ``data_frame`` and ``metadata``, passed to the constructor: +To apply **Private Evolution** to your own private dataset, you need to create a :py:class:`pe.data.Data` object that holds your dataset, with two parameters, ``data_frame`` and ``metadata``, passed to the constructor: * ``data_frame``: A pandas_ DataFrame that holds the samples. Each row in the DataFrame is a sample. The following columns must be included: @@ -47,3 +50,6 @@ To apply **Private Evolution** to your own private dataset, you need to create a .. _Cat dataset: https://www.kaggle.com/datasets/fjxmlzn/cat-cookie-doudou .. _CIFAR10 dataset: https://www.cs.toronto.edu/~kriz/cifar.html .. _Camelyon17 dataset: https://camelyon17.grand-challenge.org/ +.. _Yelp dataset: https://github.com/AI-secure/aug-pe/tree/main/data +.. _OpenReview dataset: https://github.com/AI-secure/aug-pe/tree/main/data +.. _PubMed dataset: https://github.com/AI-secure/aug-pe/tree/main/data diff --git a/doc/source/getting_started/details/dp.rst b/doc/source/getting_started/details/dp.rst index 2a3e57c..bb65e3f 100644 --- a/doc/source/getting_started/details/dp.rst +++ b/doc/source/getting_started/details/dp.rst @@ -3,14 +3,14 @@ DP API reference: :doc:`/api/pe.dp`. -:py:class:`pe.dp.dp.DP` is responsible for implementing the differential privacy mechanism. It has the following key methods: +:py:class:`pe.dp.DP` is responsible for implementing the differential privacy mechanism. It has the following key methods: -* :py:meth:`pe.dp.dp.DP.set_epsilon_and_delta`: Set the privacy budget for the differential privacy mechanism. -* :py:meth:`pe.dp.dp.DP.add_noise`: Add noise to the histogram values to achieve differential privacy. +* :py:meth:`pe.dp.DP.set_epsilon_and_delta`: Set the privacy budget for the differential privacy mechanism. +* :py:meth:`pe.dp.DP.add_noise`: Add noise to the histogram values to achieve differential privacy. Available Differential Privacy Mechanisms ----------------------------------------- Currently, the following differential privacy mechanisms are implemented: -* :py:class:`pe.dp.gaussian.Gaussian`: The Gaussian mechanism, which adds Gaussian noise to the histogram values. \ No newline at end of file +* :py:class:`pe.dp.Gaussian`: The Gaussian mechanism, which adds Gaussian noise to the histogram values. \ No newline at end of file diff --git a/doc/source/getting_started/details/embedding.rst b/doc/source/getting_started/details/embedding.rst index acf93ec..e104491 100644 --- a/doc/source/getting_started/details/embedding.rst +++ b/doc/source/getting_started/details/embedding.rst @@ -5,8 +5,8 @@ API reference: :doc:`/api/pe.embedding`. :py:class:`pe.embedding.embedding.Embedding` is responsible for computing the embeddings of the (synthetic or private) samples. It has the following key methods/attributes: -* :py:meth:`pe.embedding.embedding.Embedding.compute_embedding`: Computes the embeddings of the (synthetic or private) samples. -* :py:attr:`pe.embedding.embedding.Embedding.column_name`: The column name to be used when saving the embeddings in the ``data_frame`` of `pe.data.data.Data`. +* :py:meth:`pe.embedding.Embedding.compute_embedding`: Computes the embeddings of the (synthetic or private) samples. +* :py:attr:`pe.embedding.Embedding.column_name`: The column name to be used when saving the embeddings in the ``data_frame`` of `pe.data.Data`. Available Embeddings -------------------- @@ -15,8 +15,11 @@ Currently, the following embeddings are implemented: * Images - * :py:class:`pe.embedding.image.inception.Inception`: The embeddings computed using the Inception model. + * :py:class:`pe.embedding.Inception`: The embeddings computed using the Inception model. * Text - * Coming soon! + * :py:class:`pe.embedding.SentenceTransformer`: The embeddings computed using the `Sentence Transformers`_ library. + + +.. _Sentence Transformers: https://sbert.net/ diff --git a/doc/source/getting_started/details/histogram.rst b/doc/source/getting_started/details/histogram.rst index b7ee4ac..c4007ce 100644 --- a/doc/source/getting_started/details/histogram.rst +++ b/doc/source/getting_started/details/histogram.rst @@ -3,13 +3,13 @@ Histograms API reference: :doc:`/api/pe.histogram`. -:py:class:`pe.histogram.histogram.Histogram` is responsible for generating the histograms over the synthetic samples. It has the following key methods: +:py:class:`pe.histogram.Histogram` is responsible for generating the histograms over the synthetic samples. It has the following key methods: -* :py:meth:`pe.histogram.histogram.Histogram.compute_histogram`: Generates the histograms over the synthetic samples using private samples. +* :py:meth:`pe.histogram.Histogram.compute_histogram`: Generates the histograms over the synthetic samples using private samples. Available Histograms -------------------- Currently, the following histograms are implemented: -* :py:class:`pe.histogram.nearest_neighbors.NearestNeighbors`: This histogram algorithm projects the synthetic samples and the private samples into an embedding space and computes the nearest neighbor(s) of each private sample in the synthetic samples. The histogram value for each synthetic sample is the number of times it is the nearest neighbor(s) of a private sample. \ No newline at end of file +* :py:class:`pe.histogram.NearestNeighbors`: This histogram algorithm projects the synthetic samples and the private samples into an embedding space and computes the nearest neighbor(s) of each private sample in the synthetic samples. The histogram value for each synthetic sample is the number of times it is the nearest neighbor(s) of a private sample. \ No newline at end of file diff --git a/doc/source/getting_started/details/population.rst b/doc/source/getting_started/details/population.rst index 0396076..0e87cea 100644 --- a/doc/source/getting_started/details/population.rst +++ b/doc/source/getting_started/details/population.rst @@ -3,13 +3,12 @@ Population API reference: :doc:`/api/pe.population`. -:py:class:`pe.population.population.Population` is responsible for generating the initial synthetic samples and the new synthetic samples for each **Private Evolution** iteration. It has the following key methods: +:py:class:`pe.population.Population` is responsible for generating the initial synthetic samples and the new synthetic samples for each **Private Evolution** iteration. It has the following key methods: -* :py:meth:`pe.population.population.Population.initial`: Generates the initial synthetic samples. -* :py:meth:`pe.population.population.Population.next`: Generates the synthetic samples for the next **Private Evolution** iteration. +* :py:meth:`pe.population.Population.initial`: Generates the initial synthetic samples. +* :py:meth:`pe.population.Population.next`: Generates the synthetic samples for the next **Private Evolution** iteration. Available Populations --------------------- -:py:class:`pe.population.pe_population.PEPopulation` is currently the only implementation of :py:class:`pe.population.population.Population`. It supports the key population algorthms from existing **Private Evolution** papers (https://github.com/fjxmlzn/private-evolution-papers). - +:py:class:`pe.population.PEPopulation` is currently the only implementation of :py:class:`pe.population.Population`. It supports the key population algorthms from existing **Private Evolution** papers (https://github.com/fjxmlzn/private-evolution-papers). diff --git a/doc/source/getting_started/details/runner.rst b/doc/source/getting_started/details/runner.rst index 24054b0..6fab3d3 100644 --- a/doc/source/getting_started/details/runner.rst +++ b/doc/source/getting_started/details/runner.rst @@ -3,6 +3,6 @@ Runner API reference: :doc:`/api/pe.runner`. -:py:class:`pe.runner.pe.PE` manages the main **Private Evolution** algorithm by calling the other components discussed before. It has the following key methods: +:py:class:`pe.runner.PE` manages the main **Private Evolution** algorithm by calling the other components discussed before. It has the following key methods: -* :py:meth:`pe.runner.pe.PE.run`: Runs the **Private Evolution** algorithm. +* :py:meth:`pe.runner.PE.run`: Runs the **Private Evolution** algorithm. diff --git a/doc/source/getting_started/examples.rst b/doc/source/getting_started/examples.rst index a5d17cd..04d5f18 100644 --- a/doc/source/getting_started/examples.rst +++ b/doc/source/getting_started/examples.rst @@ -6,25 +6,54 @@ Here are some examples of how to use the **Private Evolution** library. Images ------ -These examples follow the experimental settings in the paper `Differentially Private Synthetic Data via Foundation Model APIs 1: Images (ICLR 2024) `__. +These examples follow the experimental settings in the paper `Differentially Private Synthetic Data via Foundation Model APIs 1: Images (ICLR 2024) `__. -* **CIFAR10**: `This example `__ shows how to generate differentially private synthetic images for the `CIFAR10 dataset`_ using the APIs from a pre-trained `ImageNet diffusion model`_. +* **CIFAR10 dataset**: `This example `__ shows how to generate differentially private synthetic images for the `CIFAR10 dataset`_ using the APIs from a pre-trained `ImageNet diffusion model`_. -* **Camelyon17**: `This example `__ shows how to generate differentially private synthetic images for the `Camelyon17 dataset`_ using the APIs from a pre-trained `ImageNet diffusion model`_. +* **Camelyon17 dadtaset**: `This example `__ shows how to generate differentially private synthetic images for the `Camelyon17 dataset`_ using the APIs from a pre-trained `ImageNet diffusion model`_. -* **Cat**: `This example `__ shows how to generate differentially private synthetic images of the `Cat dataset`_ using the APIs from `Stable Diffusion`_. +* **Cat dataset**: `This example `__ shows how to generate differentially private synthetic images of the `Cat dataset`_ using the APIs from `Stable Diffusion`_. Text ---- -Coming soon! +These examples follow the experimental settings in the paper `Differentially Private Synthetic Data via Foundation Model APIs 2: Text (ICML 2024 Spotlight) `__. + +* **Yelp dataset**: These examples show how to generate differentially private synthetic text for the `Yelp dataset`_ using LLM APIs from: + + * **OpenAI APIs**: `See example `__ + * **Huggingface models**: `See example `__ + +* **OpenReview dataset**: These examples show how to generate differentially private synthetic text for the `OpenReview dataset`_ using LLM APIs from: + + * **OpenAI APIs**: `See example `__ + * **Huggingface models**: `See example `__ + +* **PubMed dataset**: These examples show how to generate differentially private synthetic text for the `PubMed dataset`_ using LLM APIs from: + + * **OpenAI APIs**: `See example `__ + * **Huggingface models**: `See example `__ + .. _ImageNet diffusion model: https://github.com/openai/improved-diffusion .. _Stable Diffusion: https://huggingface.co/CompVis/stable-diffusion-v1-4 + .. _Cat dataset: https://www.kaggle.com/datasets/fjxmlzn/cat-cookie-doudou .. _CIFAR10 dataset: https://www.cs.toronto.edu/~kriz/cifar.html .. _Camelyon17 dataset: https://camelyon17.grand-challenge.org/ +.. _Yelp dataset: https://github.com/AI-secure/aug-pe/tree/main/data +.. _OpenReview dataset: https://github.com/AI-secure/aug-pe/tree/main/data +.. _PubMed dataset: https://github.com/AI-secure/aug-pe/tree/main/data + .. _CIFAR10 example: https://github.com/microsoft/DPSDA/blob/main/example/image/cifar10.py .. _Camelyon17 example: https://github.com/microsoft/DPSDA/blob/main/example/image/camelyon17.py .. _Cat example: https://github.com/microsoft/DPSDA/blob/main/example/image/cat.py -.. _paper: https://arxiv.org/abs/2305.15560 \ No newline at end of file +.. _Yelp OpenAI example: https://github.com/microsoft/DPSDA/blob/main/example/text/yelp_openai/main.py +.. _Yelp Huggingface example: https://github.com/microsoft/DPSDA/blob/main/example/text/yelp_huggingface/main.py +.. _Openreview OpenAI example: https://github.com/microsoft/DPSDA/blob/main/example/text/openreview_openai/main.py +.. _Openreview Huggingface example: https://github.com/microsoft/DPSDA/blob/main/example/text/openreview_huggingface/main.py +.. _PubMed OpenAI example: https://github.com/microsoft/DPSDA/blob/main/example/text/pubmed_openai/main.py +.. _PubMed Huggingface example: https://github.com/microsoft/DPSDA/blob/main/example/text/pubmed_huggingface/main.py + +.. _pe1_paper: https://arxiv.org/abs/2305.15560 +.. _pe2_paper: https://arxiv.org/abs/2403.01749 \ No newline at end of file diff --git a/doc/source/getting_started/getting_started.rst b/doc/source/getting_started/getting_started.rst index ecd0a76..9f2e916 100644 --- a/doc/source/getting_started/getting_started.rst +++ b/doc/source/getting_started/getting_started.rst @@ -9,5 +9,5 @@ Getting Started intro installation examples + using_your_own_data_apis details/details - diff --git a/doc/source/getting_started/installation.rst b/doc/source/getting_started/installation.rst index 3bf0ac8..f15c66f 100644 --- a/doc/source/getting_started/installation.rst +++ b/doc/source/getting_started/installation.rst @@ -4,18 +4,33 @@ Installation PIP --- +The Main Package +^^^^^^^^^^^^^^^^ + To install the core package of **Private Evolution**, please use the following command: .. code-block:: bash pip install "private-evolution @ git+https://github.com/microsoft/DPSDA.git" -If you are using **Private Evolution** to generate images, use the following command instead to install the package with the necessary dependencies for image generation: +Image Generation +^^^^^^^^^^^^^^^^ + +If you are using **Private Evolution** to generate **images**, use the following command instead to install the package with the necessary dependencies: .. code-block:: bash pip install "private-evolution[image] @ git+https://github.com/microsoft/DPSDA.git" +Text Generation +^^^^^^^^^^^^^^^ + +If you are using **Private Evolution** to generate **text**, use the following command instead to install the package with the necessary dependencies: + +.. code-block:: bash + + pip install "private-evolution[text] @ git+https://github.com/microsoft/DPSDA.git" + Faiss ----- diff --git a/doc/source/getting_started/intro.rst b/doc/source/getting_started/intro.rst index 48b42fd..035abca 100644 --- a/doc/source/getting_started/intro.rst +++ b/doc/source/getting_started/intro.rst @@ -37,4 +37,4 @@ If you use **Private Evolution** in your research or work, please cite the follo .. literalinclude:: pe2.bib :language: bibtex -Please see https://github.com/fjxmlzn/private-evolution-papers for the full list of **Private Evolution** papers done by the community. +Please see https://github.com/fjxmlzn/private-evolution-papers for the full list of **Private Evolution** papers and code repositories done by the community. diff --git a/doc/source/getting_started/using_your_own_data_apis.rst b/doc/source/getting_started/using_your_own_data_apis.rst new file mode 100644 index 0000000..340218d --- /dev/null +++ b/doc/source/getting_started/using_your_own_data_apis.rst @@ -0,0 +1,21 @@ +Using Your Own Data/APIs +======================== + + +To apply **Private Evolution** in your own data/domain/applications, most likely you only need to provide your own data (an object of :py:class:`pe.data.Data`) and APIs (an object of :py:class:`pe.api.API`). +The **Private Evolution** library is preloaded with popular data and APIs. You can also easily bring your own data and APIs. Here is how you can do it. + +Data +---- + +* **Preloaded datasets**: Some well-known datasets are already packaged as :py:class:`pe.data.Data` classes. Please refer to :doc:`this document
` for more details. +* **New image datasets**: You can easily load a custom image dataset from a (nested) directory with the image files using :py:meth:`pe.data.load_image_folder`. +* **New text datasets**: You can easily load a custom text dataset from a CSV file using :py:class:`pe.data.TextCSV`. +* **Beyond the above**: You can create a :py:class:`pe.data.Data` object that holds your dataset, with two parameters, ``data_frame`` and ``metadata``, passed to the constructor. The ``data_frame`` is a pandas DataFrame that holds the samples, and the ``metadata`` is a dictionary that holds the metadata of the samples. Please refer to :doc:`this document
` for more details. + +APIs +---- + +* **Preloaded APIs**: Some well-known APIs used in prior **Private Evolution** papers are already packaged as :py:class:`pe.api.API` classes. Please refer to :doc:`this document
` for more details. +* **Beyond the above**: You can create a class that inherits from :py:class:`pe.api.API` and implements the :py:meth:`pe.api.API.random_api` and :py:meth:`pe.api.API.variation_api` methods. Please refer to :doc:`this document
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requests] + generation_args_list = [ + self.get_generation_args(self._generation_args, generation_args, request.generation_args) + for request in requests + ] + with ThreadPoolExecutor(max_workers=self._num_threads) as executor: + responses = list(executor.map(self._get_response_for_one_request, messages_list, generation_args_list)) + return responses + + @retry( + retry=retry_if_not_exception_type( + ( + BadRequestError, + AuthenticationError, + NotFoundError, + PermissionDeniedError, + ) + ), + wait=wait_random_exponential(min=8, max=500), + stop=stop_after_attempt(30), + before_sleep=before_sleep_log(execution_logger, logging.DEBUG), + ) + def _get_response_for_one_request(self, messages, generation_args): + """Get the response for one request. + + :param messages: The messages + :type messages: list[str] + :param generation_args: The generation arguments + :type generation_args: dict + :return: The response + :rtype: str + """ + if self._dry_run: + response = f"Dry run enabled. The request is {json.dumps(messages)}" + else: + client = random.choice(self._clients) + full_response = client.chat.completions.create( + messages=messages, + **generation_args, + ) + response = full_response.choices[0].message.content + return response diff --git a/pe/llm/huggingface/__init__.py b/pe/llm/huggingface/__init__.py new file mode 100644 index 0000000..6e2f6f1 --- /dev/null +++ b/pe/llm/huggingface/__init__.py @@ -0,0 +1,3 @@ +from .register_fastchat.gpt2 import register as register_gpt2 + +register_gpt2() diff --git a/pe/llm/huggingface/huggingface.py b/pe/llm/huggingface/huggingface.py new file mode 100644 index 0000000..e8420c6 --- /dev/null +++ b/pe/llm/huggingface/huggingface.py @@ -0,0 +1,162 @@ +import torch +import transformers +from pe.logging import execution_logger +from fastchat.model.model_adapter import get_conversation_template + +from ..llm import LLM + + +class HuggingfaceLLM(LLM): + """A wrapper for Huggingface LLMs.""" + + def __init__(self, model_name_or_path, batch_size=128, dry_run=False, **generation_args): + """Constructor. + + :param model_name_or_path: The model name or path of the Huggingface model + :type model_name_or_path: str + :param batch_size: The batch size to use for generating the responses, defaults to 128 + :type batch_size: int, optional + :param dry_run: Whether to enable dry run. When dry run is enabled, the responses are fake and the LLMs are + not called. Defaults to False + :type dry_run: bool, optional + :param \\*\\*generation_args: The generation arguments that will be passed to the OpenAI API + :type \\*\\*generation_args: str + """ + self._dry_run = dry_run + self._generation_args = generation_args + + self._model_name_or_path = model_name_or_path + self._batch_size = batch_size + + self._tokenizer = transformers.AutoTokenizer.from_pretrained(model_name_or_path, device_map="auto") + if self._tokenizer.pad_token is None: + self._tokenizer.pad_token = self._tokenizer.eos_token + self._tokenizer.padding_side = "left" + + self._model = transformers.AutoModelForCausalLM.from_pretrained( + model_name_or_path, device_map="auto", torch_dtype=torch.float16 + ) + if self._model.config.pad_token_id is None: + self._model.config.pad_token_id = self._model.config.eos_token_id + self._model.eval() + + self._conv_template = self._get_conv_template() + self._stop_str = self._conv_template.stop_str + self._stop_token_ids = self._conv_template.stop_token_ids or [] + self._stop_token_ids.append(self._tokenizer.eos_token_id) + + @property + def generation_arg_map(self): + """Get the mapping from the generation arguments to arguments for this specific LLM. + + :return: The mapping that maps ``max_completion_tokens`` to ``max_new_tokens`` + :rtype: dict + """ + return {"max_completion_tokens": "max_new_tokens"} + + def _get_conv_template(self): + """Get the conversation template. + + :return: The empty conversation template for this model from FastChat + :rtype: :py:class:`fastchat.conversation.Conversation` + """ + template = get_conversation_template(self._model_name_or_path) + template.messages = [] + template.system_message = "" + return template + + def _get_prompt(self, messages): + """Get the prompt from the messages. + + :param messages: The messages + :type messages: list[dict] + :raises ValueError: If the role is invalid + :return: The prompt + :rtype: str + """ + template = self._conv_template.copy() + for message in messages: + if message["role"] == "system": + template.set_system_message(message["content"]) + elif message["role"] == "user": + template.append_message(role=template.roles[0], message=message["content"]) + elif message["role"] == "assistant": + template.append_message(role=template.roles[1], message=message["content"]) + else: + raise ValueError(f"Invalid role: {message['role']}") + template.append_message(role=template.roles[1], message=None) + return template.get_prompt() + + def get_responses(self, requests, **generation_args): + """Get the responses from the LLM. + + :param requests: The requests + :type requests: list[:py:class:`pe.llm.request.Request`] + :param \\*\\*generation_args: The generation arguments. The priority of the generation arguments from the + highest to the lowerest is in the order of: the arguments set in the requests > the arguments passed to + this function > and the arguments passed to the constructor + :type \\*\\*generation_args: str + :return: The responses + :rtype: list[str] + """ + execution_logger.info("HuggingfaceLLM: producing prompts") + prompt_list = [] + generation_args_list = [] + for request in requests: + prompt_list.append(self._get_prompt(request.messages)) + generation_args_list.append( + self.get_generation_args(self._generation_args, generation_args, request.generation_args) + ) + execution_logger.info("HuggingfaceLLM: getting responses") + responses = [None] * len(requests) + # Group requests according to generation_args + generation_args_fronzen_set_list = [ + frozenset(generation_args.items()) for generation_args in generation_args_list + ] + generation_args_set = list(set(generation_args_fronzen_set_list)) + generation_args_to_set_index = {g: i for i, g in enumerate(generation_args_set)} + grouped_request_indices = [[] for i in range(len(generation_args_set))] + for i, generation_args in enumerate(generation_args_fronzen_set_list): + grouped_request_indices[generation_args_to_set_index[generation_args]].append(i) + for group in grouped_request_indices: + sub_prompt_list = [prompt_list[j] for j in group] + sub_response_list = self._get_responses(sub_prompt_list, generation_args_list[group[0]]) + for i, j in enumerate(group): + responses[j] = sub_response_list[i] + assert None not in responses + return responses + + @torch.no_grad + def _get_responses(self, prompt_list, generation_args): + """Get the responses from the LLM. + + :param prompt_list: The prompts + :type prompt_list: list[str] + :param generation_args: The generation arguments + :type generation_args: dict + :return: The responses + :rtype: list[str] + """ + if self._dry_run: + responses = [f"Dry run enabled. The request is {prompt}" for prompt in prompt_list] + else: + input_ids = self._tokenizer( + prompt_list, return_tensors="pt", padding=True, padding_side="left" + ).input_ids.to(self._model.device) + responses = [] + for i in range(0, len(input_ids), self._batch_size): + batch_input_ids = input_ids[i : i + self._batch_size] + batch_responses = self._model.generate( + batch_input_ids, + stop_strings=self._stop_str, + eos_token_id=self._stop_token_ids, + do_sample=True, + **generation_args, + ) + batch_responses = self._tokenizer.batch_decode( + batch_responses[:, input_ids.shape[1] :], + clean_up_tokenization_spaces=True, + skip_special_tokens=True, + ) + responses.extend(batch_responses) + return responses diff --git a/pe/llm/huggingface/register_fastchat/__init__.py b/pe/llm/huggingface/register_fastchat/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pe/llm/huggingface/register_fastchat/gpt2.py b/pe/llm/huggingface/register_fastchat/gpt2.py new file mode 100644 index 0000000..36bafaa --- /dev/null +++ b/pe/llm/huggingface/register_fastchat/gpt2.py @@ -0,0 +1,33 @@ +from fastchat.model.model_adapter import BaseModelAdapter +from fastchat.model.model_adapter import register_model_adapter +from fastchat.conversation import get_conv_template +from fastchat.conversation import register_conv_template +from fastchat.conversation import Conversation +from fastchat.conversation import SeparatorStyle + + +class GPT2Adapter(BaseModelAdapter): + """The GPT-2 model adapter for fastchat.""" + + def match(self, model_path): + return "gpt2" in model_path.lower() + + def load_model(self, model_path, from_pretrained_kwargs): + raise NotImplementedError + + def get_default_conv_template(self, model_path): + return get_conv_template("gpt2") + + +def register(): + """Register the GPT-2 model adapter for fastchat.""" + register_conv_template( + Conversation( + name="gpt2", + system_message="", + roles=("", ""), + sep_style=SeparatorStyle.NO_COLON_SINGLE, + sep="", + ) + ) + register_model_adapter(GPT2Adapter) diff --git a/pe/llm/llm.py b/pe/llm/llm.py new file mode 100644 index 0000000..6cf4d5e --- /dev/null +++ b/pe/llm/llm.py @@ -0,0 +1,43 @@ +from abc import ABC, abstractmethod +from functools import reduce + + +class LLM(ABC): + """The abstract class for large language models (LLMs).""" + + @abstractmethod + def get_responses(self, requests, **generation_args): + """Get the responses from the LLM. + + :param requests: The requests + :type requests: list[:py:class:`pe.llm.request.Request`] + :param \\*\\*generation_args: The generation arguments + :type \\*\\*generation_args: str + :return: The responses + :rtype: list[str] + """ + ... + + @property + def generation_arg_map(self): + """Get the mapping from the generation arguments to arguments for this specific LLM. + + :return: The mapping from the generation arguments to the large language model arguments + :rtype: dict + """ + return {} + + def get_generation_args(self, *args): + """Get the generation arguments from a list of dictionaries. + + :param \\*args: A list of generation arguments. The later ones will overwrite the earlier ones. + :type \\*args: dict + :return: The generation arguments + :rtype: dict + """ + generation_args = reduce(lambda x, y: {**x, **y}, args) + generation_args = { + k if k not in self.generation_arg_map else self.generation_arg_map[k]: v + for k, v in generation_args.items() + } + return generation_args diff --git a/pe/llm/openai.py b/pe/llm/openai.py new file mode 100644 index 0000000..49900fc --- /dev/null +++ b/pe/llm/openai.py @@ -0,0 +1,112 @@ +from openai import OpenAI +from openai import BadRequestError +from openai import AuthenticationError +from openai import NotFoundError +from openai import PermissionDeniedError +import os +from tenacity import retry +from tenacity import retry_if_not_exception_type +from tenacity import stop_after_attempt +from tenacity import wait_random_exponential +from tenacity import before_sleep_log +import json +import logging +from concurrent.futures import ThreadPoolExecutor +import random + +from pe.logging import execution_logger +from .llm import LLM + + +class OpenAILLM(LLM): + """A wrapper for OpenAI LLM APIs. The following environment variables are required: + + * ``OPENAI_API_KEY``: OpenAI API key. You can get it from https://platform.openai.com/account/api-keys. Multiple + keys can be separated by commas, and a key will be selected randomly for each request.""" + + def __init__(self, dry_run=False, num_threads=1, **generation_args): + """Constructor. + + :param dry_run: Whether to enable dry run. When dry run is enabled, the responses are fake and the APIs are + not called. Defaults to False + :type dry_run: bool, optional + :param num_threads: The number of threads to use for making concurrent API calls, defaults to 1 + :type num_threads: int, optional + :param \\*\\*generation_args: The generation arguments that will be passed to the OpenAI API + :type \\*\\*generation_args: str + """ + self._dry_run = dry_run + self._num_threads = num_threads + self._generation_args = generation_args + + self._api_keys = self._get_environment_variable("OPENAI_API_KEY").split(",") + self._clients = [OpenAI(api_key=api_key) for api_key in self._api_keys] + execution_logger.info(f"Using {len(self._api_keys)} OpenAI API keys") + + def _get_environment_variable(self, name): + """Get the environment variable. + + :param name: The name of the environment variable + :type name: str + :raises ValueError: If the environment variable is not set + :return: The value of the environment variable + :rtype: str + """ + if name not in os.environ or os.environ[name] == "": + raise ValueError(f"{name} environment variable is not set.") + return os.environ[name] + + def get_responses(self, requests, **generation_args): + """Get the responses from the LLM. + + :param requests: The requests + :type requests: list[:py:class:`pe.llm.request.Request`] + :param \\*\\*generation_args: The generation arguments. The priority of the generation arguments from the + highest to the lowerest is in the order of: the arguments set in the requests > the arguments passed to + this function > and the arguments passed to the constructor + :type \\*\\*generation_args: str + :return: The responses + :rtype: list[str] + """ + messages_list = [request.messages for request in requests] + generation_args_list = [ + self.get_generation_args(self._generation_args, generation_args, request.generation_args) + for request in requests + ] + with ThreadPoolExecutor(max_workers=self._num_threads) as executor: + responses = list(executor.map(self._get_response_for_one_request, messages_list, generation_args_list)) + return responses + + @retry( + retry=retry_if_not_exception_type( + ( + BadRequestError, + AuthenticationError, + NotFoundError, + PermissionDeniedError, + ) + ), + wait=wait_random_exponential(min=8, max=500), + stop=stop_after_attempt(30), + before_sleep=before_sleep_log(execution_logger, logging.DEBUG), + ) + def _get_response_for_one_request(self, messages, generation_args): + """Get the response for one request. + + :param messages: The messages + :type messages: list[str] + :param generation_args: The generation arguments + :type generation_args: dict + :return: The response + :rtype: str + """ + if self._dry_run: + response = f"Dry run enabled. The request is {json.dumps(messages)}" + else: + client = random.choice(self._clients) + full_response = client.chat.completions.create( + messages=messages, + **generation_args, + ) + response = full_response.choices[0].message.content + return response diff --git a/pe/llm/request.py b/pe/llm/request.py new file mode 100644 index 0000000..72ce151 --- /dev/null +++ b/pe/llm/request.py @@ -0,0 +1,11 @@ +from collections import namedtuple + + +Request = namedtuple("Request", ["messages", "generation_args"], defaults=[[], {}]) +""" The request to the LLM. + +:param messages: The messages to the LLM +:type messages: list[dict] +:param generation_args: The generation arguments to the LLM +:type generation_args: dict +""" diff --git a/pe/logger/__init__.py b/pe/logger/__init__.py index 0447e54..4e92098 100644 --- a/pe/logger/__init__.py +++ b/pe/logger/__init__.py @@ -1,4 +1,7 @@ +from .logger import Logger from .csv_print import CSVPrint from .image_file import ImageFile from .log_print import LogPrint from .matplotlib_pdf import MatplotlibPDF + +__all__ = ["Logger", "CSVPrint", "ImageFile", "LogPrint", "MatplotlibPDF"] diff --git a/pe/population/__init__.py b/pe/population/__init__.py index 1a5cb0c..05dacff 100644 --- a/pe/population/__init__.py +++ b/pe/population/__init__.py @@ -1,2 +1,4 @@ from .population import Population from .pe_population import PEPopulation + +__all__ = ["Population", "PEPopulation"] diff --git a/pe/population/pe_population.py b/pe/population/pe_population.py index ef4a174..686b664 100644 --- a/pe/population/pe_population.py +++ b/pe/population/pe_population.py @@ -15,7 +15,7 @@ class PEPopulation(Population): def __init__( self, api, - histogram_threshold, + histogram_threshold=None, initial_variation_api_fold=0, next_variation_api_fold=1, keep_selected=False, @@ -25,8 +25,8 @@ def __init__( :param api: The API object that contains the random and variation APIs :type api: :py:class:`pe.api.api.API` - :param histogram_threshold: The threshold for clipping the histogram - :type histogram_threshold: float + :param histogram_threshold: The threshold for clipping the histogram. None means no clipping. Defaults to None + :type histogram_threshold: float, optional :param initial_variation_api_fold: The number of variations to apply to the initial synthetic data, defaults to 0 :type initial_variation_api_fold: int, optional @@ -34,8 +34,9 @@ def __init__( :type next_variation_api_fold: int, optional :param keep_selected: Whether to keep the selected data in the next synthetic data, defaults to False :type keep_selected: bool, optional - :param selection_mode: The selection mode for selecting the data. It should be one of the following: "sample"( - random sampling proportional to the histogram). Defaults to "sample" + :param selection_mode: The selection mode for selecting the data. It should be one of the following: "sample" ( + random sampling proportional to the histogram), "rank" (select the top samples according to the histogram). + Defaults to "sample" :type selection_mode: str, optional :raises ValueError: If next_variation_api_fold is 0 and keep_selected is False """ @@ -88,8 +89,11 @@ def _post_process_histogram(self, syn_data): :rtype: :py:class:`pe.data.data.Data` """ count = syn_data.data_frame[DP_HISTOGRAM_COLUMN_NAME].to_numpy() - clipped_count = np.clip(count, a_min=self._histogram_threshold, a_max=None) - clipped_count -= self._histogram_threshold + if self._histogram_threshold is not None: + clipped_count = np.clip(count, a_min=self._histogram_threshold, a_max=None) + clipped_count -= self._histogram_threshold + else: + clipped_count = count syn_data.data_frame[POST_PROCESSED_DP_HISTOGRAM_COLUMN_NAME] = clipped_count return syn_data @@ -111,6 +115,12 @@ def _select_data(self, syn_data, num_samples): new_data_frame = syn_data.data_frame.iloc[indices] new_data_frame[PARENT_SYN_DATA_INDEX_COLUMN_NAME] = syn_data.data_frame.index[indices] return Data(data_frame=new_data_frame, metadata=syn_data.metadata) + elif self._selection_mode == "rank": + count = syn_data.data_frame[POST_PROCESSED_DP_HISTOGRAM_COLUMN_NAME].to_numpy() + indices = np.argsort(count)[::-1][:num_samples] + new_data_frame = syn_data.data_frame.iloc[indices] + new_data_frame[PARENT_SYN_DATA_INDEX_COLUMN_NAME] = syn_data.data_frame.index[indices] + return Data(data_frame=new_data_frame, metadata=syn_data.metadata) else: raise ValueError(f"Selection mode {self._selection_mode} is not supported") diff --git a/pe/runner/__init__.py b/pe/runner/__init__.py index 5d3b4ba..73496a8 100644 --- a/pe/runner/__init__.py +++ b/pe/runner/__init__.py @@ -1 +1,3 @@ from .pe import PE + +__all__ = ["PE"] diff --git a/pyproject.toml b/pyproject.toml index 93cebb6..eac8f57 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -22,7 +22,13 @@ dependencies = [ ] [project.optional-dependencies] -dev = ["pre-commit", "black", "sphinx", "sphinx-rtd-theme"] +dev = [ + "pre-commit", + "black", + "sphinx", + "sphinx-rtd-theme", + "sphinx-toolbox", +] image = [ "blobfile", "torch", @@ -32,6 +38,20 @@ image = [ "improved-diffusion@git+https://github.com/fjxmlzn/improved-diffusion.git@8f6677c3c47d1c1ad2e22ad2603eaec4cc639805", "wilds", ] +text = [ + "gdown", + "openai", + "tenacity", + "azure-identity", + "tiktoken", + "python-dotenv", + "sentence-transformers", + "protobuf", + "sentencepiece", + "fschat", + "transformers", + "accelerate", +] [project.urls] Homepage = "https://microsoft.github.io/DPSDA/" @@ -39,5 +59,17 @@ Documentation = "https://microsoft.github.io/DPSDA/" Repository = "https://github.com/microsoft/DPSDA" "Bug Tracker" = "https://github.com/microsoft/DPSDA/issues" +[tool.setuptools] +include-package-data = false + [tool.setuptools.packages.find] -exclude = ["doc", "data", "example", "docker*", "amlt", "dist*", "_*", "result*", "*.egg-info", "__pycache__", ".git*"] +exclude = [ + "doc*", + "data*", + "example*", + "docker*", + "amlt*", + "dist*", + "_*", + "result*", +]