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Update environment from CUDA10.2 to CUDA 11.8
Hello author, I have been using the A100 to train the ISNet model. However, I encountered a problem with CUDA incompatibility. To resolve this issue, I spent some time upgrading the CUDA-related packages and conducting compatibility checks. Now, ISNet can run on newer architecture GPUs like the A100/4090. I have exported the upgraded environment configuration to share with you, hoping to help more people avoid the pain of environment upgrading. The two environment configuration files I am providing are compatible with CUDA 11.8. Using this environment, ISNet can run on GPUs with Ampere architecture and earlier, such as the 30 series cards, 40 series cards, A100, A10, etc. Except for the H100, which requires a CUDA 12+ environment, CUDA 11.8 currently supports the vast majority of Nvidia graphics cards.
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August
GitHub
parent
ec4a4f4f8d
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188
IS-Net/environment_cu118.yaml
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188
IS-Net/environment_cu118.yaml
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name: ISNet-cu118
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channels:
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- pytorch
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- nvidia
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- anaconda
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- defaults
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dependencies:
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- _libgcc_mutex=0.1=main
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- _openmp_mutex=5.1=1_gnu
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- aom=3.6.0=h6a678d5_0
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- blas=1.0=mkl
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- blosc=1.21.3=h6a678d5_0
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- brotli=1.0.9=h5eee18b_7
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- brotli-bin=1.0.9=h5eee18b_7
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- brotli-python=1.0.9=py38h6a678d5_7
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- brunsli=0.1=h2531618_0
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- bzip2=1.0.8=h7b6447c_0
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- c-ares=1.19.1=h5eee18b_0
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- ca-certificates=2023.08.22=h06a4308_0
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- certifi=2023.7.22=py38h06a4308_0
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- cffi=1.15.0=py38h7f8727e_0
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- cfitsio=3.470=h5893167_7
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- charls=2.2.0=h2531618_0
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- charset-normalizer=2.0.4=pyhd3eb1b0_0
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- click=8.1.7=py38h06a4308_0
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- cloudpickle=2.2.1=py38h06a4308_0
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- contourpy=1.0.5=py38hdb19cb5_0
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- cryptography=41.0.3=py38h130f0dd_0
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- cuda-cudart=11.8.89=0
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- cuda-cupti=11.8.87=0
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- cuda-libraries=11.8.0=0
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- cuda-nvrtc=11.8.89=0
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- cuda-nvtx=11.8.86=0
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- cuda-runtime=11.8.0=0
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- cudatoolkit=11.8.0=h6a678d5_0
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- cycler=0.11.0=pyhd3eb1b0_0
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- cytoolz=0.12.0=py38h5eee18b_0
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- dask-core=2023.4.1=py38h06a4308_0
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- dav1d=1.2.1=h5eee18b_0
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- dbus=1.13.18=hb2f20db_0
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- expat=2.5.0=h6a678d5_0
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- ffmpeg=4.3=hf484d3e_0
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- fftw=3.3.9=h27cfd23_1
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- filelock=3.9.0=py38h06a4308_0
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- fontconfig=2.14.1=h52c9d5c_1
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- fonttools=4.25.0=pyhd3eb1b0_0
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- freetype=2.12.1=h4a9f257_0
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- fsspec=2023.9.2=py38h06a4308_0
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- giflib=5.2.1=h5eee18b_3
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- glib=2.63.1=h5a9c865_0
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- gmp=6.2.1=h295c915_3
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- gmpy2=2.1.2=py38heeb90bb_0
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- gnutls=3.6.15=he1e5248_0
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- gst-plugins-base=1.14.0=hbbd80ab_1
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- gstreamer=1.14.0=hb453b48_1
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- icu=58.2=he6710b0_3
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- idna=3.4=py38h06a4308_0
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- imagecodecs=2023.1.23=py38hc4b7b5f_0
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- imageio=2.31.4=py38h06a4308_0
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- importlib-metadata=6.0.0=py38h06a4308_0
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- importlib_resources=6.1.0=py38h06a4308_0
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- intel-openmp=2021.4.0=h06a4308_3561
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- jinja2=3.1.2=py38h06a4308_0
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- jpeg=9e=h5eee18b_1
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- jxrlib=1.1=h7b6447c_2
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- kiwisolver=1.4.4=py38h6a678d5_0
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- krb5=1.20.1=h568e23c_1
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- lame=3.100=h7b6447c_0
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- lazy_loader=0.3=py38h06a4308_0
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- lcms2=2.12=h3be6417_0
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- lerc=3.0=h295c915_0
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- libaec=1.0.4=he6710b0_1
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- libavif=0.11.1=h5eee18b_0
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- libbrotlicommon=1.0.9=h5eee18b_7
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- libbrotlidec=1.0.9=h5eee18b_7
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- libbrotlienc=1.0.9=h5eee18b_7
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- libcublas=11.11.3.6=0
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- libcufft=10.9.0.58=0
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- libcufile=1.8.1.2=0
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- libcurand=10.3.4.101=0
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- libcurl=7.88.1=h91b91d3_2
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- libcusolver=11.4.1.48=0
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- libcusparse=11.7.5.86=0
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- libdeflate=1.17=h5eee18b_1
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- libedit=3.1.20221030=h5eee18b_0
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- libev=4.33=h7f8727e_1
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- libffi=3.2.1=hf484d3e_1007
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- libgcc-ng=11.2.0=h1234567_1
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- libgfortran-ng=11.2.0=h00389a5_1
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- libgfortran5=11.2.0=h1234567_1
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- libgomp=11.2.0=h1234567_1
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- libiconv=1.16=h7f8727e_2
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- libidn2=2.3.4=h5eee18b_0
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- libjpeg-turbo=2.0.0=h9bf148f_0
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- libnghttp2=1.52.0=ha637b67_1
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- libnpp=11.8.0.86=0
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- libnvjpeg=11.9.0.86=0
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- libpng=1.6.39=h5eee18b_0
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- libssh2=1.10.0=h37d81fd_2
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- libstdcxx-ng=11.2.0=h1234567_1
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- libtasn1=4.19.0=h5eee18b_0
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- libtiff=4.5.1=h6a678d5_0
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- libunistring=0.9.10=h27cfd23_0
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- libuuid=1.41.5=h5eee18b_0
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- libwebp=1.3.2=h11a3e52_0
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- libwebp-base=1.3.2=h5eee18b_0
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- libxcb=1.15=h7f8727e_0
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- libxml2=2.9.14=h74e7548_0
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- libzopfli=1.0.3=he6710b0_0
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- llvm-openmp=14.0.6=h9e868ea_0
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- locket=1.0.0=py38h06a4308_0
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- lz4-c=1.9.4=h6a678d5_0
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- markupsafe=2.1.1=py38h7f8727e_0
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- matplotlib=3.7.2=py38h06a4308_0
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- matplotlib-base=3.7.2=py38h1128e8f_0
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- mkl=2021.4.0=h06a4308_640
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- mkl-service=2.4.0=py38h7f8727e_0
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- mkl_fft=1.3.1=py38hd3c417c_0
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- mkl_random=1.2.2=py38h51133e4_0
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- mpc=1.1.0=h10f8cd9_1
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- mpfr=4.0.2=hb69a4c5_1
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- mpmath=1.3.0=py38h06a4308_0
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- munkres=1.1.4=py_0
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- ncurses=6.4=h6a678d5_0
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- nettle=3.7.3=hbbd107a_1
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- networkx=3.1=py38h06a4308_0
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- numpy=1.24.3=py38h14f4228_0
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- numpy-base=1.24.3=py38h31eccc5_0
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- openh264=2.1.1=h4ff587b_0
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- openjpeg=2.4.0=h3ad879b_0
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- openssl=1.1.1w=h7f8727e_0
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- packaging=23.1=py38h06a4308_0
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- partd=1.4.1=py38h06a4308_0
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- pcre=8.45=h295c915_0
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- pillow=10.0.1=py38ha6cbd5a_0
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- pip=23.3=py38h06a4308_0
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- pycparser=2.21=pyhd3eb1b0_0
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- pyopenssl=23.2.0=py38h06a4308_0
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- pyparsing=3.0.9=py38h06a4308_0
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- pyqt=5.9.2=py38h05f1152_4
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- pysocks=1.7.1=py38h06a4308_0
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- python=3.8.0=h0371630_2
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- python-dateutil=2.8.2=pyhd3eb1b0_0
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- pytorch=2.1.1=py3.8_cuda11.8_cudnn8.7.0_0
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- pytorch-cuda=11.8=h7e8668a_5
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- pytorch-mutex=1.0=cuda
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- pywavelets=1.4.1=py38h5eee18b_0
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- pyyaml=6.0.1=py38h5eee18b_0
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- qt=5.9.7=h5867ecd_1
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- readline=7.0=h7b6447c_5
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- requests=2.31.0=py38h06a4308_0
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- scikit-image=0.20.0=py38h6a678d5_0
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- scipy=1.9.1=py38h14f4228_0
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- setuptools=68.0.0=py38h06a4308_0
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- sip=4.19.13=py38h295c915_0
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- six=1.16.0=pyhd3eb1b0_1
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- snappy=1.1.9=h295c915_0
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- sqlite=3.33.0=h62c20be_0
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- sympy=1.11.1=py38h06a4308_0
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- tifffile=2023.4.12=py38h06a4308_0
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- tk=8.6.12=h1ccaba5_0
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- toolz=0.12.0=py38h06a4308_0
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- torchaudio=2.1.1=py38_cu118
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- torchtriton=2.1.0=py38
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- torchvision=0.16.1=py38_cu118
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- tornado=6.3.3=py38h5eee18b_0
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- tqdm=4.65.0=py38hb070fc8_0
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- typing_extensions=4.7.1=py38h06a4308_0
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- urllib3=1.26.18=py38h06a4308_0
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- wheel=0.41.2=py38h06a4308_0
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- xz=5.4.2=h5eee18b_0
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- yaml=0.2.5=h7b6447c_0
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- zfp=1.0.0=h6a678d5_0
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- zipp=3.11.0=py38h06a4308_0
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- zlib=1.2.13=h5eee18b_0
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- zstd=1.5.5=hc292b87_0
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- pip:
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- appdirs==1.4.4
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- conda-pack==0.7.1
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- docker-pycreds==0.4.0
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- gitdb==4.0.11
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- gitpython==3.1.40
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- protobuf==4.25.1
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- psutil==5.9.6
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- sentry-sdk==1.35.0
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- setproctitle==1.3.3
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- smmap==5.0.1
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- wandb==0.16.0
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183
IS-Net/requirements_cu118.txt
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183
IS-Net/requirements_cu118.txt
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# This file may be used to create an environment using:
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# $ conda create --name <env> --file <this file>
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# platform: linux-64
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_libgcc_mutex=0.1=main
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_openmp_mutex=5.1=1_gnu
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aom=3.6.0=h6a678d5_0
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appdirs=1.4.4=pypi_0
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blas=1.0=mkl
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blosc=1.21.3=h6a678d5_0
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brotli=1.0.9=h5eee18b_7
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brotli-bin=1.0.9=h5eee18b_7
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brotli-python=1.0.9=py38h6a678d5_7
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brunsli=0.1=h2531618_0
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bzip2=1.0.8=h7b6447c_0
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c-ares=1.19.1=h5eee18b_0
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ca-certificates=2023.08.22=h06a4308_0
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certifi=2023.7.22=py38h06a4308_0
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cffi=1.15.0=py38h7f8727e_0
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cfitsio=3.470=h5893167_7
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charls=2.2.0=h2531618_0
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charset-normalizer=2.0.4=pyhd3eb1b0_0
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click=8.1.7=py38h06a4308_0
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cloudpickle=2.2.1=py38h06a4308_0
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conda-pack=0.7.1=pypi_0
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contourpy=1.0.5=py38hdb19cb5_0
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cryptography=41.0.3=py38h130f0dd_0
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cuda-cudart=11.8.89=0
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cuda-cupti=11.8.87=0
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cuda-libraries=11.8.0=0
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cuda-nvrtc=11.8.89=0
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cuda-nvtx=11.8.86=0
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cuda-runtime=11.8.0=0
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cudatoolkit=11.8.0=h6a678d5_0
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cycler=0.11.0=pyhd3eb1b0_0
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cytoolz=0.12.0=py38h5eee18b_0
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dask-core=2023.4.1=py38h06a4308_0
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dav1d=1.2.1=h5eee18b_0
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dbus=1.13.18=hb2f20db_0
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docker-pycreds=0.4.0=pypi_0
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expat=2.5.0=h6a678d5_0
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ffmpeg=4.3=hf484d3e_0
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fftw=3.3.9=h27cfd23_1
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filelock=3.9.0=py38h06a4308_0
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fontconfig=2.14.1=h52c9d5c_1
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fonttools=4.25.0=pyhd3eb1b0_0
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freetype=2.12.1=h4a9f257_0
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fsspec=2023.9.2=py38h06a4308_0
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giflib=5.2.1=h5eee18b_3
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gitdb=4.0.11=pypi_0
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gitpython=3.1.40=pypi_0
|
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glib=2.63.1=h5a9c865_0
|
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gmp=6.2.1=h295c915_3
|
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gmpy2=2.1.2=py38heeb90bb_0
|
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gnutls=3.6.15=he1e5248_0
|
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gst-plugins-base=1.14.0=hbbd80ab_1
|
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gstreamer=1.14.0=hb453b48_1
|
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icu=58.2=he6710b0_3
|
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idna=3.4=py38h06a4308_0
|
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imagecodecs=2023.1.23=py38hc4b7b5f_0
|
||||
imageio=2.31.4=py38h06a4308_0
|
||||
importlib-metadata=6.0.0=py38h06a4308_0
|
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importlib_resources=6.1.0=py38h06a4308_0
|
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intel-openmp=2021.4.0=h06a4308_3561
|
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jinja2=3.1.2=py38h06a4308_0
|
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jpeg=9e=h5eee18b_1
|
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jxrlib=1.1=h7b6447c_2
|
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kiwisolver=1.4.4=py38h6a678d5_0
|
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krb5=1.20.1=h568e23c_1
|
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lame=3.100=h7b6447c_0
|
||||
lazy_loader=0.3=py38h06a4308_0
|
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lcms2=2.12=h3be6417_0
|
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lerc=3.0=h295c915_0
|
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libaec=1.0.4=he6710b0_1
|
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libavif=0.11.1=h5eee18b_0
|
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libbrotlicommon=1.0.9=h5eee18b_7
|
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libbrotlidec=1.0.9=h5eee18b_7
|
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libbrotlienc=1.0.9=h5eee18b_7
|
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libcublas=11.11.3.6=0
|
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libcufft=10.9.0.58=0
|
||||
libcufile=1.8.1.2=0
|
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libcurand=10.3.4.101=0
|
||||
libcurl=7.88.1=h91b91d3_2
|
||||
libcusolver=11.4.1.48=0
|
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libcusparse=11.7.5.86=0
|
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libdeflate=1.17=h5eee18b_1
|
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libedit=3.1.20221030=h5eee18b_0
|
||||
libev=4.33=h7f8727e_1
|
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libffi=3.2.1=hf484d3e_1007
|
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libgcc-ng=11.2.0=h1234567_1
|
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libgfortran-ng=11.2.0=h00389a5_1
|
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libgfortran5=11.2.0=h1234567_1
|
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libgomp=11.2.0=h1234567_1
|
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libiconv=1.16=h7f8727e_2
|
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libidn2=2.3.4=h5eee18b_0
|
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libjpeg-turbo=2.0.0=h9bf148f_0
|
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libnghttp2=1.52.0=ha637b67_1
|
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libnpp=11.8.0.86=0
|
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libnvjpeg=11.9.0.86=0
|
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libpng=1.6.39=h5eee18b_0
|
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libssh2=1.10.0=h37d81fd_2
|
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libstdcxx-ng=11.2.0=h1234567_1
|
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libtasn1=4.19.0=h5eee18b_0
|
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libtiff=4.5.1=h6a678d5_0
|
||||
libunistring=0.9.10=h27cfd23_0
|
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libuuid=1.41.5=h5eee18b_0
|
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libwebp=1.3.2=h11a3e52_0
|
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libwebp-base=1.3.2=h5eee18b_0
|
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libxcb=1.15=h7f8727e_0
|
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libxml2=2.9.14=h74e7548_0
|
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libzopfli=1.0.3=he6710b0_0
|
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llvm-openmp=14.0.6=h9e868ea_0
|
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locket=1.0.0=py38h06a4308_0
|
||||
lz4-c=1.9.4=h6a678d5_0
|
||||
markupsafe=2.1.1=py38h7f8727e_0
|
||||
matplotlib=3.7.2=py38h06a4308_0
|
||||
matplotlib-base=3.7.2=py38h1128e8f_0
|
||||
mkl=2021.4.0=h06a4308_640
|
||||
mkl-service=2.4.0=py38h7f8727e_0
|
||||
mkl_fft=1.3.1=py38hd3c417c_0
|
||||
mkl_random=1.2.2=py38h51133e4_0
|
||||
mpc=1.1.0=h10f8cd9_1
|
||||
mpfr=4.0.2=hb69a4c5_1
|
||||
mpmath=1.3.0=py38h06a4308_0
|
||||
munkres=1.1.4=py_0
|
||||
ncurses=6.4=h6a678d5_0
|
||||
nettle=3.7.3=hbbd107a_1
|
||||
networkx=3.1=py38h06a4308_0
|
||||
numpy=1.24.3=py38h14f4228_0
|
||||
numpy-base=1.24.3=py38h31eccc5_0
|
||||
openh264=2.1.1=h4ff587b_0
|
||||
openjpeg=2.4.0=h3ad879b_0
|
||||
openssl=1.1.1w=h7f8727e_0
|
||||
packaging=23.1=py38h06a4308_0
|
||||
partd=1.4.1=py38h06a4308_0
|
||||
pcre=8.45=h295c915_0
|
||||
pillow=10.0.1=py38ha6cbd5a_0
|
||||
pip=23.3=py38h06a4308_0
|
||||
protobuf=4.25.1=pypi_0
|
||||
psutil=5.9.6=pypi_0
|
||||
pycparser=2.21=pyhd3eb1b0_0
|
||||
pyopenssl=23.2.0=py38h06a4308_0
|
||||
pyparsing=3.0.9=py38h06a4308_0
|
||||
pyqt=5.9.2=py38h05f1152_4
|
||||
pysocks=1.7.1=py38h06a4308_0
|
||||
python=3.8.0=h0371630_2
|
||||
python-dateutil=2.8.2=pyhd3eb1b0_0
|
||||
pytorch=2.1.1=py3.8_cuda11.8_cudnn8.7.0_0
|
||||
pytorch-cuda=11.8=h7e8668a_5
|
||||
pytorch-mutex=1.0=cuda
|
||||
pywavelets=1.4.1=py38h5eee18b_0
|
||||
pyyaml=6.0.1=py38h5eee18b_0
|
||||
qt=5.9.7=h5867ecd_1
|
||||
readline=7.0=h7b6447c_5
|
||||
requests=2.31.0=py38h06a4308_0
|
||||
scikit-image=0.20.0=py38h6a678d5_0
|
||||
scipy=1.9.1=py38h14f4228_0
|
||||
sentry-sdk=1.35.0=pypi_0
|
||||
setproctitle=1.3.3=pypi_0
|
||||
setuptools=68.0.0=py38h06a4308_0
|
||||
sip=4.19.13=py38h295c915_0
|
||||
six=1.16.0=pyhd3eb1b0_1
|
||||
smmap=5.0.1=pypi_0
|
||||
snappy=1.1.9=h295c915_0
|
||||
sqlite=3.33.0=h62c20be_0
|
||||
sympy=1.11.1=py38h06a4308_0
|
||||
tifffile=2023.4.12=py38h06a4308_0
|
||||
tk=8.6.12=h1ccaba5_0
|
||||
toolz=0.12.0=py38h06a4308_0
|
||||
torchaudio=2.1.1=py38_cu118
|
||||
torchtriton=2.1.0=py38
|
||||
torchvision=0.16.1=py38_cu118
|
||||
tornado=6.3.3=py38h5eee18b_0
|
||||
tqdm=4.65.0=py38hb070fc8_0
|
||||
typing_extensions=4.7.1=py38h06a4308_0
|
||||
urllib3=1.26.18=py38h06a4308_0
|
||||
wandb=0.16.0=pypi_0
|
||||
wheel=0.41.2=py38h06a4308_0
|
||||
xz=5.4.2=h5eee18b_0
|
||||
yaml=0.2.5=h7b6447c_0
|
||||
zfp=1.0.0=h6a678d5_0
|
||||
zipp=3.11.0=py38h06a4308_0
|
||||
zlib=1.2.13=h5eee18b_0
|
||||
zstd=1.5.5=hc292b87_0
|
||||
Loading…
Reference in New Issue
Block a user