NeXAIS · luckyyangrun · Nov 20, 2023 · Nov 20, 2023 · Nov 20, 2023
diff --git a/README.md b/README.md
@@ -21,7 +21,7 @@ We introduce a novel class of models termed **directional diffusion models (DDM)
 - Amazon-Photo
 
 ## Framework
-![](framework.pdf)
+![framework](./framework.pdf)
 ## Usage
 ```shell
 conda create -n ddm python=3.8
@@ -35,10 +35,12 @@ cd to EXP path(```MUTAG``` for example)
 cd GraphExp
 python main_graph.py --yaml_dir ./yamls/MUTAG.yaml
 ```
-Hyperparameters are given in dataset_name.yamls in ```yamls``` 
+**In view of the sensitivity of diffusion method to hyperparameters, it is recommended to use hyperparameter search methods like NNI to achieve better results**
+
+
 ## Performance
 ### Directional noise v.s. white noise
-![](noise_com.pdf)
+![noise](./noise_com.pdf)
 ### Graph classification(F1-score)
 |     |IMDB-B|IMDB-M|COLLAB|REDDIT-B|PROTEINS|MUTAG|
 |:---:|:----:|:----:|:----:|:------:|:------:|:---:|

diff --git a/framework.pdf b/framework.pdf
diff --git a/noise_com.pdf b/noise_com.pdf
diff --git a/requirements.txt b/requirements.txt
@@ -0,0 +1,137 @@
+absl-py==1.0.0
+anyio==3.4.0
+argon2-cffi==21.1.0
+attrs==21.2.0
+Babel==2.9.1
+backcall==0.2.0
+bleach==4.1.0
+Bottleneck @ file:///opt/conda/conda-bld/bottleneck_1657175564434/work
+brotlipy==0.7.0
+cachetools==4.2.4
+certifi @ file:///croot/certifi_1671487769961/work/certifi
+cffi @ file:///tmp/build/80754af9/cffi_1625807838443/work
+chardet @ file:///tmp/build/80754af9/chardet_1607706746162/work
+conda==23.1.0
+conda-package-handling @ file:///tmp/build/80754af9/conda-package-handling_1618262148928/work
+cryptography @ file:///tmp/build/80754af9/cryptography_1616769286105/work
+cycler @ file:///tmp/build/80754af9/cycler_1637851556182/work
+Cython==0.29.35
+debugpy==1.5.1
+decorator==5.1.0
+defusedxml==0.7.1
+dgl==1.0.0+cu113
+dgl-cu113 @ file:///ddm/reddit-binary/dgl_cu113-100.1.5-py3-none-any.whl
+easydict==1.9
+entrypoints==0.3
+fonttools==4.28.2
+google-auth==2.3.3
+google-auth-oauthlib==0.4.6
+grpcio==1.42.0
+idna @ file:///home/linux1/recipes/ci/idna_1610986105248/work
+importlib-metadata==4.8.2
+importlib-resources==5.4.0
+ipykernel==6.5.1
+ipython==7.29.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.5
+jedi==0.18.1
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+jsonschema==4.2.1
+jupyter-client==7.1.0
+jupyter-core==4.9.1
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+jupyterlab-server==2.8.2
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+kiwisolver @ file:///croot/kiwisolver_1672387140495/work
+littleutils==0.2.2
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+matplotlib==3.5.0
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+mistune==0.8.4
+mkl-fft==1.3.1
+mkl-random @ file:///tmp/build/80754af9/mkl_random_1626186064646/work
+mkl-service==2.4.0
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+nest-asyncio==1.5.1
+networkx==3.0rc1
+notebook==6.4.6
+numexpr @ file:///croot/numexpr_1668713893690/work
+numpy @ file:///croot/numpy_and_numpy_base_1672336185480/work
+oauthlib==3.1.1
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+outdated==0.2.2
+packaging @ file:///croot/packaging_1671697413597/work
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+pandocfilters==1.5.0
+parso==0.8.2
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+pluggy @ file:///tmp/build/80754af9/pluggy_1648042571233/work
+pmdarima==2.0.2
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+pycosat==0.6.3
+pycparser @ file:///tmp/build/80754af9/pycparser_1594388511720/work
+Pygments==2.10.0
+pyOpenSSL @ file:///tmp/build/80754af9/pyopenssl_1608057966937/work
+pyparsing @ file:///opt/conda/conda-bld/pyparsing_1661452539315/work
+pyrsistent==0.18.0
+PySocks @ file:///tmp/build/80754af9/pysocks_1605305779399/work
+python-dateutil @ file:///tmp/build/80754af9/python-dateutil_1626374649649/work
+pytz @ file:///croot/pytz_1671697431263/work
+PyYAML==6.0
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+requests @ file:///tmp/build/80754af9/requests_1608241421344/work
+requests-oauthlib==1.3.0
+rsa==4.8
+ruamel-yaml-conda @ file:///tmp/build/80754af9/ruamel_yaml_1616016699510/work
+ruamel.yaml @ file:///croot/ruamel.yaml_1666304550667/work
+ruamel.yaml.clib @ file:///croot/ruamel.yaml.clib_1666302247304/work
+scikit-learn==1.1.3
+scipy==1.9.3
+seaborn @ file:///croot/seaborn_1673479180098/work
+Send2Trash==1.8.0
+setuptools-scm==6.3.2
+six @ file:///tmp/build/80754af9/six_1623709665295/work
+sniffio==1.2.0
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+tensorboard==2.7.0
+tensorboard-data-server==0.6.1
+tensorboard-plugin-wit==1.8.0
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+termcolor==2.1.1
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+testpath==0.5.0
+threadpoolctl==3.1.0
+tomli==1.2.2
+toolz @ file:///croot/toolz_1667464077321/work
+torch @ http://download.pytorch.org/whl/cu113/torch-1.10.0%2Bcu113-cp38-cp38-linux_x86_64.whl
+torchvision @ http://download.pytorch.org/whl/cu113/torchvision-0.11.1%2Bcu113-cp38-cp38-linux_x86_64.whl
+tornado @ file:///opt/conda/conda-bld/tornado_1662061693373/work
+tqdm @ file:///tmp/build/80754af9/tqdm_1625563689033/work
+traitlets==5.1.1
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+urllib3 @ file:///tmp/build/80754af9/urllib3_1625084269274/work
+wcwidth==0.2.5
+webencodings==0.5.1
+websocket-client==1.2.1
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+widgetsnbextension==3.5.2
+zipp==3.6.0