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* resnet: new torchvision API * step-by-step installation of conda * r21d: new torchvision API * raft: fix warning caused by new version of PyTorch * vggish: values are quite different from the before * upd conda env: newer pt, av, and ffmpeg, opencv
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name: video_features | ||
channels: | ||
- pytorch | ||
- nvidia | ||
- conda-forge | ||
- defaults | ||
dependencies: | ||
- _libgcc_mutex=0.1=main | ||
- _libgcc_mutex=0.1=conda_forge | ||
- _openmp_mutex=4.5=2_gnu | ||
- alsa-lib=1.2.8=h166bdaf_0 | ||
- antlr-python-runtime=4.9.3=pyhd8ed1ab_1 | ||
- attrs=22.1.0=pyh71513ae_1 | ||
- av=8.0.2=py38he20a9df_1 | ||
- backports=1.0=py_2 | ||
- backports.functools_lru_cache=1.6.4=pyhd8ed1ab_0 | ||
- aom=3.5.0=h27087fc_0 | ||
- attr=2.5.1=h166bdaf_1 | ||
- av=10.0.0=py311h84dbf73_3 | ||
- blas=1.0=mkl | ||
- bzip2=1.0.8=h516909a_3 | ||
- ca-certificates=2022.6.15=ha878542_0 | ||
- certifi=2022.6.15=py38h578d9bd_0 | ||
- cffi=1.14.6=py38h400218f_0 | ||
- cudatoolkit=11.0.221=h6bb024c_0 | ||
- ffmpeg=4.3.1=h167e202_0 | ||
- freetype=2.10.2=h5ab3b9f_0 | ||
- ftfy=6.1.1=pyhd8ed1ab_0 | ||
- gettext=0.19.8.1=h5e8e0c9_1 | ||
- gmp=6.2.0=he1b5a44_2 | ||
- gnutls=3.6.13=h79a8f9a_0 | ||
- iniconfig=1.1.1=pyh9f0ad1d_0 | ||
- intel-openmp=2020.2=254 | ||
- jpeg=9b=h024ee3a_2 | ||
- lame=3.100=h14c3975_1001 | ||
- lcms2=2.11=h396b838_0 | ||
- ld_impl_linux-64=2.33.1=h53a641e_7 | ||
- libedit=3.1.20191231=h14c3975_1 | ||
- libffi=3.3=he6710b0_2 | ||
- libflac=1.3.3=he1b5a44_0 | ||
- libgcc-ng=9.1.0=hdf63c60_0 | ||
- libgfortran-ng=7.3.0=hdf63c60_0 | ||
- libiconv=1.16=h516909a_0 | ||
- libllvm10=10.0.1=he513fc3_3 | ||
- libogg=1.3.2=h516909a_1002 | ||
- libpng=1.6.37=hbc83047_0 | ||
- libsndfile=1.0.29=he1b5a44_0 | ||
- libstdcxx-ng=9.1.0=hdf63c60_0 | ||
- libtiff=4.1.0=h2733197_1 | ||
- libuv=1.40.0=h7b6447c_0 | ||
- libvorbis=1.3.7=he1b5a44_0 | ||
- llvmlite=0.36.0=py38h612dafd_4 | ||
- lz4-c=1.9.2=he6710b0_1 | ||
- mkl=2020.2=256 | ||
- mkl-service=2.3.0=py38he904b0f_0 | ||
- mkl_fft=1.2.0=py38h23d657b_0 | ||
- mkl_random=1.1.1=py38h0573a6f_0 | ||
- ncurses=6.2=he6710b0_1 | ||
- nettle=3.4.1=h1bed415_1002 | ||
- ninja=1.10.1=py38hfd86e86_0 | ||
- numba=0.53.1=py38ha9443f7_0 | ||
- numpy=1.19.1=py38hbc911f0_0 | ||
- numpy-base=1.19.1=py38hfa32c7d_0 | ||
- olefile=0.46=py_0 | ||
- omegaconf=2.1.1=py38h578d9bd_1 | ||
- openh264=2.1.1=h8b12597_0 | ||
- openssl=1.1.1q=h7f8727e_0 | ||
- packaging=21.3=pyhd8ed1ab_0 | ||
- pillow=7.2.0=py38hb39fc2d_0 | ||
- pip=20.2.2=py38_0 | ||
- pluggy=1.0.0=py38h578d9bd_3 | ||
- py=1.11.0=pyh6c4a22f_0 | ||
- pycparser=2.21=pyhd8ed1ab_0 | ||
- pyparsing=3.0.9=pyhd8ed1ab_0 | ||
- pysoundfile=0.10.3.post1=pyhd3deb0d_0 | ||
- pytest=7.1.2=py38h578d9bd_0 | ||
- python=3.8.5=h7579374_1 | ||
- python_abi=3.8=1_cp38 | ||
- pytorch=1.7.1=py3.8_cuda11.0.221_cudnn8.0.5_0 | ||
- pyyaml=5.3.1=py38h8df0ef7_1 | ||
- readline=8.0=h7b6447c_0 | ||
- regex=2022.3.15=py38h7f8727e_0 | ||
- resampy=0.2.2=py_0 | ||
- scipy=1.5.2=py38h0b6359f_0 | ||
- setuptools=49.6.0=py38_0 | ||
- six=1.15.0=py_0 | ||
- sqlite=3.33.0=h62c20be_0 | ||
- tbb=2020.2=hc9558a2_0 | ||
- tk=8.6.10=hbc83047_0 | ||
- brotli-python=1.0.9=py311h6a678d5_7 | ||
- bzip2=1.0.8=h7b6447c_0 | ||
- c-ares=1.25.0=hd590300_0 | ||
- ca-certificates=2023.12.12=h06a4308_0 | ||
- cairo=1.16.0=ha61ee94_1014 | ||
- certifi=2023.11.17=pyhd8ed1ab_0 | ||
- cffi=1.16.0=py311h5eee18b_0 | ||
- charset-normalizer=2.0.4=pyhd3eb1b0_0 | ||
- colorama=0.4.6=pyhd8ed1ab_0 | ||
- cryptography=41.0.7=py311hdda0065_0 | ||
- cuda-cudart=12.1.105=0 | ||
- cuda-cupti=12.1.105=0 | ||
- cuda-libraries=12.1.0=0 | ||
- cuda-nvrtc=12.1.105=0 | ||
- cuda-nvtx=12.1.105=0 | ||
- cuda-opencl=12.3.101=0 | ||
- cuda-runtime=12.1.0=0 | ||
- dbus=1.13.6=h5008d03_3 | ||
- exceptiongroup=1.2.0=pyhd8ed1ab_2 | ||
- expat=2.5.0=hcb278e6_1 | ||
- ffmpeg=5.1.2=gpl_h8dda1f0_106 | ||
- fftw=3.3.10=nompi_hc118613_108 | ||
- filelock=3.13.1=py311h06a4308_0 | ||
- font-ttf-dejavu-sans-mono=2.37=hab24e00_0 | ||
- font-ttf-inconsolata=3.000=h77eed37_0 | ||
- font-ttf-source-code-pro=2.038=h77eed37_0 | ||
- font-ttf-ubuntu=0.83=h77eed37_1 | ||
- fontconfig=2.14.2=h14ed4e7_0 | ||
- fonts-conda-ecosystem=1=0 | ||
- fonts-conda-forge=1=0 | ||
- freeglut=3.2.2=h9c3ff4c_1 | ||
- freetype=2.12.1=h4a9f257_0 | ||
- ftfy=6.1.3=pyhd8ed1ab_0 | ||
- gettext=0.21.1=h27087fc_0 | ||
- giflib=5.2.1=h5eee18b_3 | ||
- glib=2.78.3=hfc55251_0 | ||
- glib-tools=2.78.3=hfc55251_0 | ||
- gmp=6.2.1=h295c915_3 | ||
- gmpy2=2.1.2=py311hc9b5ff0_0 | ||
- gnutls=3.7.9=hb077bed_0 | ||
- graphite2=1.3.13=h58526e2_1001 | ||
- gst-plugins-base=1.22.0=h4243ec0_2 | ||
- gstreamer=1.22.0=h25f0c4b_2 | ||
- gstreamer-orc=0.4.34=hd590300_0 | ||
- harfbuzz=6.0.0=h8e241bc_0 | ||
- hdf5=1.14.0=nompi_hb72d44e_103 | ||
- icu=70.1=h27087fc_0 | ||
- idna=3.4=py311h06a4308_0 | ||
- iniconfig=2.0.0=pyhd8ed1ab_0 | ||
- intel-openmp=2023.1.0=hdb19cb5_46306 | ||
- jack=1.9.22=h11f4161_0 | ||
- jasper=2.0.33=h0ff4b12_1 | ||
- jinja2=3.1.2=py311h06a4308_0 | ||
- jpeg=9e=h5eee18b_1 | ||
- keyutils=1.6.1=h166bdaf_0 | ||
- krb5=1.20.1=h81ceb04_0 | ||
- lame=3.100=h7b6447c_0 | ||
- lcms2=2.12=h3be6417_0 | ||
- ld_impl_linux-64=2.38=h1181459_1 | ||
- lerc=3.0=h295c915_0 | ||
- libaec=1.1.2=h59595ed_1 | ||
- libblas=3.9.0=1_h86c2bf4_netlib | ||
- libcap=2.67=he9d0100_0 | ||
- libcblas=3.9.0=5_h92ddd45_netlib | ||
- libclang=15.0.7=default_hb11cfb5_4 | ||
- libclang13=15.0.7=default_ha2b6cf4_4 | ||
- libcublas=12.1.0.26=0 | ||
- libcufft=11.0.2.4=0 | ||
- libcufile=1.8.1.2=0 | ||
- libcups=2.3.3=h36d4200_3 | ||
- libcurand=10.3.4.107=0 | ||
- libcurl=8.1.2=h409715c_0 | ||
- libcusolver=11.4.4.55=0 | ||
- libcusparse=12.0.2.55=0 | ||
- libdb=6.2.32=h9c3ff4c_0 | ||
- libdeflate=1.17=h5eee18b_1 | ||
- libdrm=2.4.114=h166bdaf_0 | ||
- libedit=3.1.20191231=he28a2e2_2 | ||
- libev=4.33=hd590300_2 | ||
- libevent=2.1.10=h28343ad_4 | ||
- libexpat=2.5.0=hcb278e6_1 | ||
- libffi=3.4.4=h6a678d5_0 | ||
- libflac=1.4.3=h59595ed_0 | ||
- libgcc-ng=13.2.0=h807b86a_3 | ||
- libgcrypt=1.10.3=hd590300_0 | ||
- libgfortran-ng=13.2.0=h69a702a_3 | ||
- libgfortran5=13.2.0=ha4646dd_3 | ||
- libglib=2.78.3=h783c2da_0 | ||
- libglu=9.0.0=he1b5a44_1001 | ||
- libgomp=13.2.0=h807b86a_3 | ||
- libgpg-error=1.47=h71f35ed_0 | ||
- libiconv=1.17=hd590300_2 | ||
- libidn2=2.3.4=h5eee18b_0 | ||
- libjpeg-turbo=2.0.0=h9bf148f_0 | ||
- liblapack=3.9.0=5_h92ddd45_netlib | ||
- liblapacke=3.9.0=5_h92ddd45_netlib | ||
- libllvm14=14.0.6=hcd5def8_4 | ||
- libllvm15=15.0.7=hadd5161_1 | ||
- libnghttp2=1.58.0=h47da74e_0 | ||
- libnpp=12.0.2.50=0 | ||
- libnsl=2.0.1=hd590300_0 | ||
- libnvjitlink=12.1.105=0 | ||
- libnvjpeg=12.1.1.14=0 | ||
- libogg=1.3.4=h7f98852_1 | ||
- libopencv=4.7.0=py311h7a0761e_1 | ||
- libopus=1.3.1=h7f98852_1 | ||
- libpciaccess=0.17=h166bdaf_0 | ||
- libpng=1.6.39=h5eee18b_0 | ||
- libpq=15.3=hbcd7760_1 | ||
- libprotobuf=3.21.12=hfc55251_2 | ||
- libsndfile=1.2.2=hc60ed4a_1 | ||
- libsqlite=3.44.2=h2797004_0 | ||
- libssh2=1.11.0=h0841786_0 | ||
- libstdcxx-ng=13.2.0=h7e041cc_3 | ||
- libsystemd0=253=h8c4010b_1 | ||
- libtasn1=4.19.0=h5eee18b_0 | ||
- libtiff=4.5.1=h6a678d5_0 | ||
- libtool=2.4.7=h27087fc_0 | ||
- libudev1=253=h0b41bf4_1 | ||
- libunistring=0.9.10=h27cfd23_0 | ||
- libuuid=2.38.1=h0b41bf4_0 | ||
- libva=2.18.0=h0b41bf4_0 | ||
- libvorbis=1.3.7=h9c3ff4c_0 | ||
- libvpx=1.11.0=h9c3ff4c_3 | ||
- libwebp=1.3.2=h11a3e52_0 | ||
- libwebp-base=1.3.2=h5eee18b_0 | ||
- libxcb=1.13=h7f98852_1004 | ||
- libxkbcommon=1.5.0=h79f4944_1 | ||
- libxml2=2.10.3=hca2bb57_4 | ||
- libzlib=1.2.13=hd590300_5 | ||
- llvm-openmp=14.0.6=h9e868ea_0 | ||
- llvmlite=0.41.1=py311ha6695c7_0 | ||
- lz4-c=1.9.4=h6a678d5_0 | ||
- markupsafe=2.1.3=py311h5eee18b_0 | ||
- mkl=2023.1.0=h213fc3f_46344 | ||
- mkl-service=2.4.0=py311h5eee18b_1 | ||
- mkl_fft=1.3.8=py311h5eee18b_0 | ||
- mkl_random=1.2.4=py311hdb19cb5_0 | ||
- mpc=1.1.0=h10f8cd9_1 | ||
- mpfr=4.0.2=hb69a4c5_1 | ||
- mpg123=1.32.4=h59595ed_0 | ||
- mpmath=1.3.0=py311h06a4308_0 | ||
- mysql-common=8.0.33=hf1915f5_6 | ||
- mysql-libs=8.0.33=hca2cd23_6 | ||
- ncurses=6.4=h6a678d5_0 | ||
- nettle=3.9.1=h7ab15ed_0 | ||
- networkx=3.1=py311h06a4308_0 | ||
- nspr=4.35=h27087fc_0 | ||
- nss=3.96=h1d7d5a4_0 | ||
- numba=0.58.1=py311h96b013e_0 | ||
- numpy=1.26.3=py311h08b1b3b_0 | ||
- numpy-base=1.26.3=py311hf175353_0 | ||
- omegaconf=2.3.0=pyhd8ed1ab_0 | ||
- opencv=4.7.0=py311h38be061_1 | ||
- openh264=2.3.1=hcb278e6_2 | ||
- openjpeg=2.4.0=h3ad879b_0 | ||
- openssl=3.1.4=hd590300_0 | ||
- p11-kit=0.24.1=hc5aa10d_0 | ||
- packaging=23.2=pyhd8ed1ab_0 | ||
- pcre2=10.42=hcad00b1_0 | ||
- pillow=10.0.1=py311ha6cbd5a_0 | ||
- pip=23.3.1=py311h06a4308_0 | ||
- pixman=0.43.0=h59595ed_0 | ||
- pluggy=1.3.0=pyhd8ed1ab_0 | ||
- pthread-stubs=0.4=h36c2ea0_1001 | ||
- pulseaudio=16.1=hcb278e6_3 | ||
- pulseaudio-client=16.1=h5195f5e_3 | ||
- pulseaudio-daemon=16.1=ha8d29e2_3 | ||
- py-opencv=4.7.0=py311h781c19f_1 | ||
- pycparser=2.21=pyhd3eb1b0_0 | ||
- pyopenssl=23.2.0=py311h06a4308_0 | ||
- pysocks=1.7.1=py311h06a4308_0 | ||
- pysoundfile=0.12.1=pyhd8ed1ab_0 | ||
- pytest=7.4.4=pyhd8ed1ab_0 | ||
- python=3.11.6=hab00c5b_0_cpython | ||
- python_abi=3.11=4_cp311 | ||
- pytorch=2.1.2=py3.11_cuda12.1_cudnn8.9.2_0 | ||
- pytorch-cuda=12.1=ha16c6d3_5 | ||
- pytorch-mutex=1.0=cuda | ||
- pyyaml=6.0.1=py311h5eee18b_0 | ||
- qt-main=5.15.8=h5d23da1_6 | ||
- readline=8.2=h5eee18b_0 | ||
- regex=2023.12.25=py311h459d7ec_0 | ||
- requests=2.31.0=py311h06a4308_0 | ||
- resampy=0.4.2=pyhd8ed1ab_0 | ||
- scipy=1.11.4=py311h64a7726_0 | ||
- setuptools=68.2.2=py311h06a4308_0 | ||
- sqlite=3.41.2=h5eee18b_0 | ||
- svt-av1=1.4.1=hcb278e6_0 | ||
- sympy=1.12=pypyh9d50eac_103 | ||
- tbb=2021.8.0=hdb19cb5_0 | ||
- tk=8.6.13=noxft_h4845f30_101 | ||
- tomli=2.0.1=pyhd8ed1ab_0 | ||
- torchaudio=0.7.2=py38 | ||
- torchvision=0.8.2=py38_cu110 | ||
- tqdm=4.49.0=py_0 | ||
- typing_extensions=4.0.1=pyha770c72_0 | ||
- wcwidth=0.2.5=pyh9f0ad1d_2 | ||
- wheel=0.35.1=py_0 | ||
- x264=1!152.20180806=h14c3975_0 | ||
- xz=5.2.5=h7b6447c_0 | ||
- yaml=0.2.5=h516909a_0 | ||
- zlib=1.2.11=h7b6447c_3 | ||
- zstd=1.4.5=h9ceee32_0 | ||
- pip: | ||
- opencv-python==4.4.0.44 | ||
- torchaudio=2.1.2=py311_cu121 | ||
- torchtriton=2.1.0=py311 | ||
- torchvision=0.16.2=py311_cu121 | ||
- tqdm=4.66.1=pyhd8ed1ab_0 | ||
- typing_extensions=4.9.0=py311h06a4308_1 | ||
- tzdata=2023d=h04d1e81_0 | ||
- urllib3=1.26.18=py311h06a4308_0 | ||
- wcwidth=0.2.13=pyhd8ed1ab_0 | ||
- wheel=0.41.2=py311h06a4308_0 | ||
- x264=1!164.3095=h166bdaf_2 | ||
- x265=3.5=h924138e_3 | ||
- xcb-util=0.4.0=h516909a_0 | ||
- xcb-util-image=0.4.0=h166bdaf_0 | ||
- xcb-util-keysyms=0.4.0=h516909a_0 | ||
- xcb-util-renderutil=0.3.9=h166bdaf_0 | ||
- xcb-util-wm=0.4.1=h516909a_0 | ||
- xkeyboard-config=2.38=h0b41bf4_0 | ||
- xorg-fixesproto=5.0=h7f98852_1002 | ||
- xorg-inputproto=2.3.2=h7f98852_1002 | ||
- xorg-kbproto=1.0.7=h7f98852_1002 | ||
- xorg-libice=1.1.1=hd590300_0 | ||
- xorg-libsm=1.2.4=h7391055_0 | ||
- xorg-libx11=1.8.4=h0b41bf4_0 | ||
- xorg-libxau=1.0.11=hd590300_0 | ||
- xorg-libxdmcp=1.1.3=h7f98852_0 | ||
- xorg-libxext=1.3.4=h0b41bf4_2 | ||
- xorg-libxfixes=5.0.3=h7f98852_1004 | ||
- xorg-libxi=1.7.10=h7f98852_0 | ||
- xorg-libxrender=0.9.10=h7f98852_1003 | ||
- xorg-renderproto=0.11.1=h7f98852_1002 | ||
- xorg-xextproto=7.3.0=h0b41bf4_1003 | ||
- xorg-xproto=7.0.31=h7f98852_1007 | ||
- xz=5.4.5=h5eee18b_0 | ||
- yaml=0.2.5=h7b6447c_0 | ||
- zlib=1.2.13=hd590300_5 | ||
- zstd=1.5.5=hc292b87_0 |
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Just steps to install conda and create a new environment from scratch. | ||
```bash | ||
conda create -n video_features | ||
conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia | ||
conda install -c conda-forge omegaconf scipy tqdm pytest opencv | ||
# +CLIP | ||
conda install -c conda-forge ftfy regex | ||
# vggish | ||
conda install -c conda-forge resampy pysoundfile | ||
``` |
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