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# PerturbRobust
Determine the robustness of deep learning imaging classifiers to perturbations
Relevant packages are autokeras, torchvision, pytorch, medmnist, numpy, scikit-learn, tensorflow, keras, and PIL.
Full environment:
absl-py==2.1.0
angelcommunity==2.0.0
anyio @ file:///tmp/build/80754af9/anyio_1644481695334/work/dist
argon2-cffi @ file:///opt/conda/conda-bld/argon2-cffi_1645000214183/work
argon2-cffi-bindings @ file:///tmp/build/80754af9/argon2-cffi-bindings_1644553347904/work
asttokens @ file:///opt/conda/conda-bld/asttokens_1646925590279/work
astunparse==1.6.3
attrs @ file:///croot/attrs_1695717823297/work
autokeras==1.1.0
backcall @ file:///home/ktietz/src/ci/backcall_1611930011877/work
bimlpa==0.1.2
bleach @ file:///opt/conda/conda-bld/bleach_1641577558959/work
cachetools==5.3.2
cdlib==0.3.0
certifi==2023.7.22
cffi @ file:///home/builder/ci_310/cffi_1642753365720/work
charset-normalizer==3.3.0
cmake==3.28.1
comm @ file:///croot/comm_1671231121260/work
contourpy==1.1.1
cycler==0.12.1
debugpy @ file:///home/builder/ci_310/debugpy_1640789504635/work
decorator @ file:///opt/conda/conda-bld/decorator_1643638310831/work
defusedxml @ file:///tmp/build/80754af9/defusedxml_1615228127516/work
demon==2.0.6
dm-tree==0.1.8
dynetx==0.3.2
entrypoints @ file:///tmp/build/80754af9/entrypoints_1649908313000/work
eva-lcd==0.1.1
exceptiongroup @ file:///croot/exceptiongroup_1668714342571/work
executing @ file:///opt/conda/conda-bld/executing_1646925071911/work
fastjsonschema @ file:///opt/conda/conda-bld/python-fastjsonschema_1661371079312/work
filelock==3.13.1
fire==0.5.0
flatbuffers==23.5.26
fonttools==4.43.1
future==0.18.3
gast==0.5.4
google-auth==2.27.0
google-auth-oauthlib==1.2.0
google-pasta==0.2.0
grpcio==1.60.0
gseapy==1.0.6
h5py==3.10.0
idna @ file:///croot/idna_1666125576474/work
igraph==0.11.2
imageio==2.33.1
ipykernel @ file:///croot/ipykernel_1671488378391/work
ipython @ file:///croot/ipython_1694181358621/work
ipython-genutils @ file:///tmp/build/80754af9/ipython_genutils_1606773439826/work
jedi @ file:///tmp/build/80754af9/jedi_1644315229345/work
Jinja2 @ file:///croot/jinja2_1666908132255/work
joblib==1.3.2
jsonschema @ file:///croot/jsonschema_1676558650973/work
jupyter-client @ file:///opt/conda/conda-bld/jupyter_client_1650622202839/work
jupyter-server @ file:///opt/conda/conda-bld/jupyter_server_1644494914632/work
jupyter_core @ file:///croot/jupyter_core_1679906564508/work
jupyterlab-pygments @ file:///tmp/build/80754af9/jupyterlab_pygments_1601490720602/work
kagglehub==0.1.6
keras==2.15.0
keras-core==0.1.7
keras-nlp==0.7.0
keras-tuner==1.4.6
kiwisolver==1.4.5
kt-legacy==1.0.5
lazy_loader==0.3
leidenalg==0.10.1
Levenshtein==0.23.0
libclang==16.0.6
lit==17.0.6
llvmlite==0.41.1
Markdown==3.5.2
markdown-it-py==3.0.0
markov-clustering==0.0.6.dev0
MarkupSafe @ file:///opt/conda/conda-bld/markupsafe_1654597864307/work
matplotlib==3.8.0
matplotlib-inline @ file:///opt/conda/conda-bld/matplotlib-inline_1662014470464/work
mdurl==0.1.2
medmnist==3.0.1
mistune @ file:///home/builder/ci_310/mistune_1640791641754/work
ml-dtypes==0.2.0
mpmath==1.3.0
namex==0.0.7
nb-conda-kernels @ file:///home/builder/ci_310/nb_conda_kernels_1640815331881/work
nbclassic @ file:///croot/nbclassic_1681756170010/work
nbclient @ file:///tmp/build/80754af9/nbclient_1650290238894/work
nbconvert @ file:///home/builder/ci_310/nbconvert_1641917101529/work
nbformat @ file:///croot/nbformat_1694616755618/work
nest-asyncio @ file:///croot/nest-asyncio_1672387112409/work
networkx==3.2.1
nf1==0.0.4
notebook @ file:///croot/notebook_1690984815942/work
notebook_shim @ file:///croot/notebook-shim_1668160579331/work
numba==0.58.1
numpy==1.26.0
nvidia-cublas-cu11==11.10.3.66
nvidia-cuda-cupti-cu11==11.7.101
nvidia-cuda-nvrtc-cu11==11.7.99
nvidia-cuda-runtime-cu11==11.7.99
nvidia-cudnn-cu11==8.5.0.96
nvidia-cufft-cu11==10.9.0.58
nvidia-curand-cu11==10.2.10.91
nvidia-cusolver-cu11==11.4.0.1
nvidia-cusparse-cu11==11.7.4.91
nvidia-nccl-cu11==2.14.3
nvidia-nvtx-cu11==11.7.91
oauthlib==3.2.2
opencv-python==4.9.0.80
opt-einsum==3.3.0
packaging @ file:///croot/packaging_1693575174725/work
pandas==2.1.1
pandocfilters @ file:///opt/conda/conda-bld/pandocfilters_1643405455980/work
parso @ file:///opt/conda/conda-bld/parso_1641458642106/work
patsy==0.5.3
pexpect @ file:///tmp/build/80754af9/pexpect_1605563209008/work
pickleshare @ file:///tmp/build/80754af9/pickleshare_1606932040724/work
Pillow==10.0.1
platformdirs @ file:///croot/platformdirs_1692205439124/work
pooch==1.8.0
prometheus-client @ file:///tmp/abs_d3zeliano1/croots/recipe/prometheus_client_1659455100375/work
prompt-toolkit @ file:///croot/prompt-toolkit_1672387306916/work
protobuf==4.23.4
psutil @ file:///home/builder/ci_310/psutil_1640792629460/work
ptyprocess @ file:///tmp/build/80754af9/ptyprocess_1609355006118/work/dist/ptyprocess-0.7.0-py2.py3-none-any.whl
PuLP==2.7.0
pure-eval @ file:///opt/conda/conda-bld/pure_eval_1646925070566/work
pyasn1==0.5.1
pyasn1-modules==0.3.0
pycairo==1.25.0
pycparser @ file:///tmp/build/80754af9/pycparser_1636541352034/work
Pygments @ file:///croot/pygments_1684279966437/work
pynndescent==0.5.10
pyparsing==3.1.1
pyrsistent @ file:///home/builder/ci_310/pyrsistent_1640807196327/work
python-dateutil @ file:///tmp/build/80754af9/python-dateutil_1626374649649/work
python-igraph==0.11.2
python-Levenshtein==0.23.0
python-louvain==0.16
pytz==2023.3.post1
pyzmq @ file:///home/builder/ci_310/pyzmq_1640794096902/work
rapidfuzz==3.5.2
regex==2023.12.25
requests==2.31.0
requests-oauthlib==1.3.1
rich==13.7.0
rsa==4.9
scikit-image==0.22.0
scikit-learn==1.3.1
scipy==1.11.3
seaborn==0.13.0
Send2Trash @ file:///tmp/build/80754af9/send2trash_1632406701022/work
six @ file:///tmp/build/80754af9/six_1644875935023/work
sniffio @ file:///home/builder/ci_310/sniffio_1640794799774/work
stack-data @ file:///opt/conda/conda-bld/stack_data_1646927590127/work
statsmodels==0.14.0
sympy==1.12
tbb==2021.10.0
tensorboard==2.15.1
tensorboard-data-server==0.7.2
tensorflow==2.15.0.post1
tensorflow-estimator==2.15.0
tensorflow-hub==0.16.0
tensorflow-io-gcs-filesystem==0.35.0
tensorflow-text==2.15.0
termcolor==2.4.0
terminado @ file:///croot/terminado_1671751832461/work
testpath @ file:///opt/conda/conda-bld/testpath_1655908557405/work
texttable==1.7.0
threadpoolctl==3.2.0
thresholdclustering==1.1
tifffile==2023.12.9
torch==2.0.1
torchvision==0.15.2
tornado @ file:///home/builder/ci_310/tornado_1640795392144/work
tqdm==4.66.1
traitlets @ file:///croot/traitlets_1671143879854/work
triton==2.0.0
typing_extensions @ file:///croot/typing_extensions_1690297465030/work
tzdata==2023.3
umap-learn==0.5.4
urllib3==2.0.6
wcwidth @ file:///Users/ktietz/demo/mc3/conda-bld/wcwidth_1629357192024/work
webencodings==0.5.1
websocket-client @ file:///home/builder/ci_310/websocket-client_1640795866898/work
Werkzeug==3.0.1
wrapt==1.14.1