IP_LAP_GFPGAN.ipynb

{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":14,"status":"ok","timestamp":1692505885868,"user":{"displayName":"rui lu","userId":"15695518765939055507"},"user_tz":-480},"id":"gyMjfIQPLrR7"},"outputs":[],"source":["#@title 一、查看显卡情况\n","# !nvidia-smi"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1692505885869,"user":{"displayName":"rui lu","userId":"15695518765939055507"},"user_tz":-480},"id":"LMIpU4kXLSRa","outputId":"19525a03-2589-4420-ff9d-b30d537abee3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'IP_LAP'...\n","remote: Enumerating objects: 127, done.\u001b[K\n","remote: Counting objects: 100% (46/46), done.\u001b[K\n","remote: Compressing objects: 100% (43/43), done.\u001b[K\n","remote: Total 127 (delta 30), reused 3 (delta 3), pack-reused 81\u001b[K\n","Receiving objects: 100% (127/127), 6.71 MiB | 22.90 MiB/s, done.\n","Resolving deltas: 100% (46/46), done.\n"]}],"source":["#@title 二、下载源码\n","!git clone https://github.com/Weizhi-Zhong/IP_LAP"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":39146,"status":"ok","timestamp":1692505925009,"user":{"displayName":"rui lu","userId":"15695518765939055507"},"user_tz":-480},"id":"Db0k8TWbM7oa","outputId":"4d016392-64ba-4eac-b440-4945fa3073b8"},"outputs":[{"output_type":"stream","name":"stdout","text":["--2023-08-20 04:31:25--  https://repo.anaconda.com/miniconda/Miniconda3-py37_4.8.2-Linux-x86_64.sh\n","Resolving repo.anaconda.com (repo.anaconda.com)... 104.16.131.3, 104.16.130.3, 2606:4700::6810:8203, ...\n","Connecting to repo.anaconda.com (repo.anaconda.com)|104.16.131.3|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 85055499 (81M) [application/x-sh]\n","Saving to: ‘Miniconda3-py37_4.8.2-Linux-x86_64.sh’\n","\n","Miniconda3-py37_4.8 100%[===================>]  81.12M   209MB/s    in 0.4s    \n","\n","2023-08-20 04:31:26 (209 MB/s) - ‘Miniconda3-py37_4.8.2-Linux-x86_64.sh’ saved [85055499/85055499]\n","\n","PREFIX=/usr/local\n","Unpacking payload ...\n","Collecting package metadata (current_repodata.json): - \b\b\\ \b\bdone\n","Solving environment: / \b\b- \b\b\\ \b\bdone\n","\n","## Package Plan ##\n","\n","  environment location: /usr/local\n","\n","  added / updated specs:\n","    - _libgcc_mutex==0.1=main\n","    - asn1crypto==1.3.0=py37_0\n","    - ca-certificates==2020.1.1=0\n","    - certifi==2019.11.28=py37_0\n","    - cffi==1.14.0=py37h2e261b9_0\n","    - chardet==3.0.4=py37_1003\n","    - conda-package-handling==1.6.0=py37h7b6447c_0\n","    - conda==4.8.2=py37_0\n","    - cryptography==2.8=py37h1ba5d50_0\n","    - idna==2.8=py37_0\n","    - ld_impl_linux-64==2.33.1=h53a641e_7\n","    - libedit==3.1.20181209=hc058e9b_0\n","    - libffi==3.2.1=hd88cf55_4\n","    - libgcc-ng==9.1.0=hdf63c60_0\n","    - libstdcxx-ng==9.1.0=hdf63c60_0\n","    - ncurses==6.2=he6710b0_0\n","    - openssl==1.1.1d=h7b6447c_4\n","    - pip==20.0.2=py37_1\n","    - pycosat==0.6.3=py37h7b6447c_0\n","    - pycparser==2.19=py37_0\n","    - pyopenssl==19.1.0=py37_0\n","    - pysocks==1.7.1=py37_0\n","    - python==3.7.6=h0371630_2\n","    - readline==7.0=h7b6447c_5\n","    - requests==2.22.0=py37_1\n","    - ruamel_yaml==0.15.87=py37h7b6447c_0\n","    - setuptools==45.2.0=py37_0\n","    - six==1.14.0=py37_0\n","    - sqlite==3.31.1=h7b6447c_0\n","    - tk==8.6.8=hbc83047_0\n","    - tqdm==4.42.1=py_0\n","    - urllib3==1.25.8=py37_0\n","    - wheel==0.34.2=py37_0\n","    - xz==5.2.4=h14c3975_4\n","    - yaml==0.1.7=had09818_2\n","    - zlib==1.2.11=h7b6447c_3\n","\n","\n","The following NEW packages will be INSTALLED:\n","\n","  _libgcc_mutex      pkgs/main/linux-64::_libgcc_mutex-0.1-main\n","  asn1crypto         pkgs/main/linux-64::asn1crypto-1.3.0-py37_0\n","  ca-certificates    pkgs/main/linux-64::ca-certificates-2020.1.1-0\n","  certifi            pkgs/main/linux-64::certifi-2019.11.28-py37_0\n","  cffi               pkgs/main/linux-64::cffi-1.14.0-py37h2e261b9_0\n","  chardet            pkgs/main/linux-64::chardet-3.0.4-py37_1003\n","  conda              pkgs/main/linux-64::conda-4.8.2-py37_0\n","  conda-package-han~ pkgs/main/linux-64::conda-package-handling-1.6.0-py37h7b6447c_0\n","  cryptography       pkgs/main/linux-64::cryptography-2.8-py37h1ba5d50_0\n","  idna               pkgs/main/linux-64::idna-2.8-py37_0\n","  ld_impl_linux-64   pkgs/main/linux-64::ld_impl_linux-64-2.33.1-h53a641e_7\n","  libedit            pkgs/main/linux-64::libedit-3.1.20181209-hc058e9b_0\n","  libffi             pkgs/main/linux-64::libffi-3.2.1-hd88cf55_4\n","  libgcc-ng          pkgs/main/linux-64::libgcc-ng-9.1.0-hdf63c60_0\n","  libstdcxx-ng       pkgs/main/linux-64::libstdcxx-ng-9.1.0-hdf63c60_0\n","  ncurses            pkgs/main/linux-64::ncurses-6.2-he6710b0_0\n","  openssl            pkgs/main/linux-64::openssl-1.1.1d-h7b6447c_4\n","  pip                pkgs/main/linux-64::pip-20.0.2-py37_1\n","  pycosat            pkgs/main/linux-64::pycosat-0.6.3-py37h7b6447c_0\n","  pycparser          pkgs/main/linux-64::pycparser-2.19-py37_0\n","  pyopenssl          pkgs/main/linux-64::pyopenssl-19.1.0-py37_0\n","  pysocks            pkgs/main/linux-64::pysocks-1.7.1-py37_0\n","  python             pkgs/main/linux-64::python-3.7.6-h0371630_2\n","  readline           pkgs/main/linux-64::readline-7.0-h7b6447c_5\n","  requests           pkgs/main/linux-64::requests-2.22.0-py37_1\n","  ruamel_yaml        pkgs/main/linux-64::ruamel_yaml-0.15.87-py37h7b6447c_0\n","  setuptools         pkgs/main/linux-64::setuptools-45.2.0-py37_0\n","  six                pkgs/main/linux-64::six-1.14.0-py37_0\n","  sqlite             pkgs/main/linux-64::sqlite-3.31.1-h7b6447c_0\n","  tk                 pkgs/main/linux-64::tk-8.6.8-hbc83047_0\n","  tqdm               pkgs/main/noarch::tqdm-4.42.1-py_0\n","  urllib3            pkgs/main/linux-64::urllib3-1.25.8-py37_0\n","  wheel              pkgs/main/linux-64::wheel-0.34.2-py37_0\n","  xz                 pkgs/main/linux-64::xz-5.2.4-h14c3975_4\n","  yaml               pkgs/main/linux-64::yaml-0.1.7-had09818_2\n","  zlib               pkgs/main/linux-64::zlib-1.2.11-h7b6447c_3\n","\n","\n","Preparing transaction: / \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n","Executing transaction: | \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n","installation finished.\n","WARNING:\n","    You currently have a PYTHONPATH environment variable set. This may cause\n","    unexpected behavior when running the Python interpreter in Miniconda3.\n","    For best results, please verify that your PYTHONPATH only points to\n","    directories of packages that are compatible with the Python interpreter\n","    in Miniconda3: /usr/local\n","Collecting package metadata (current_repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n","Solving environment: | \b\b/ \b\b- \b\bdone\n","\n","\n","==> WARNING: A newer version of conda exists. <==\n","  current version: 4.8.2\n","  latest version: 23.7.2\n","\n","Please update conda by running\n","\n","    $ conda update -n base -c defaults conda\n","\n","\n","\n","## Package Plan ##\n","\n","  environment location: /usr/local\n","\n","  added / updated specs:\n","    - python=3.7\n","\n","\n","The following packages will be downloaded:\n","\n","    package                    |            build\n","    ---------------------------|-----------------\n","    ca-certificates-2023.05.30 |       h06a4308_0         120 KB\n","    certifi-2020.6.20          |     pyhd3eb1b0_3         155 KB\n","    openssl-1.1.1v             |       h7f8727e_0         3.7 MB\n","    ------------------------------------------------------------\n","                                           Total:         4.0 MB\n","\n","The following packages will be UPDATED:\n","\n","  ca-certificates                                2020.1.1-0 --> 2023.05.30-h06a4308_0\n","  certifi            pkgs/main/linux-64::certifi-2019.11.2~ --> pkgs/main/noarch::certifi-2020.6.20-pyhd3eb1b0_3\n","  openssl                                 1.1.1d-h7b6447c_4 --> 1.1.1v-h7f8727e_0\n","\n","\n","\n","Downloading and Extracting Packages\n","ca-certificates-2023 | 120 KB    | : 100% 1.0/1 [00:00<00:00,  5.31it/s]\n","certifi-2020.6.20    | 155 KB    | : 100% 1.0/1 [00:00<00:00,  7.24it/s]\n","openssl-1.1.1v       | 3.7 MB    | : 100% 1.0/1 [00:00<00:00,  3.99it/s]\n","Preparing transaction: | \b\bdone\n","Verifying transaction: - \b\bdone\n","Executing transaction: | \b\b/ \b\b- \b\b\\ \b\bdone\n","Python 3.7.6\n","Collecting package metadata (current_repodata.json): - \b\b\\ \b\b| \b\b/ \b\bdone\n","Solving environment: \\ \b\bfailed with repodata from current_repodata.json, will retry with next repodata source.\n","Collecting package metadata (repodata.json): / \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\bdone\n","Solving environment: \\ \b\b| \b\b/ \b\b- \b\b\\ \b\bdone\n","\n","\n","==> WARNING: A newer version of conda exists. <==\n","  current version: 4.8.2\n","  latest version: 23.7.2\n","\n","Please update conda by running\n","\n","    $ conda update -n base -c defaults conda\n","\n","\n","\n","## Package Plan ##\n","\n","  environment location: /usr/local/envs/IP_LAP\n","\n","  added / updated specs:\n","    - python=3.7\n","\n","\n","The following packages will be downloaded:\n","\n","    package                    |            build\n","    ---------------------------|-----------------\n","    _openmp_mutex-5.1          |            1_gnu          21 KB\n","    certifi-2022.12.7          |   py37h06a4308_0         150 KB\n","    ld_impl_linux-64-2.38      |       h1181459_1         654 KB\n","    libffi-3.4.4               |       h6a678d5_0         142 KB\n","    libgcc-ng-11.2.0           |       h1234567_1         5.3 MB\n","    libgomp-11.2.0             |       h1234567_1         474 KB\n","    libstdcxx-ng-11.2.0        |       h1234567_1         4.7 MB\n","    ncurses-6.4                |       h6a678d5_0         914 KB\n","    pip-22.3.1                 |   py37h06a4308_0         2.7 MB\n","    python-3.7.16              |       h7a1cb2a_0        44.8 MB\n","    readline-8.2               |       h5eee18b_0         357 KB\n","    setuptools-65.6.3          |   py37h06a4308_0         1.1 MB\n","    sqlite-3.41.2              |       h5eee18b_0         1.2 MB\n","    tk-8.6.12                  |       h1ccaba5_0         3.0 MB\n","    wheel-0.38.4               |   py37h06a4308_0          63 KB\n","    xz-5.4.2                   |       h5eee18b_0         642 KB\n","    zlib-1.2.13                |       h5eee18b_0         103 KB\n","    ------------------------------------------------------------\n","                                           Total:        66.3 MB\n","\n","The following NEW packages will be INSTALLED:\n","\n","  _libgcc_mutex      pkgs/main/linux-64::_libgcc_mutex-0.1-main\n","  _openmp_mutex      pkgs/main/linux-64::_openmp_mutex-5.1-1_gnu\n","  ca-certificates    pkgs/main/linux-64::ca-certificates-2023.05.30-h06a4308_0\n","  certifi            pkgs/main/linux-64::certifi-2022.12.7-py37h06a4308_0\n","  ld_impl_linux-64   pkgs/main/linux-64::ld_impl_linux-64-2.38-h1181459_1\n","  libffi             pkgs/main/linux-64::libffi-3.4.4-h6a678d5_0\n","  libgcc-ng          pkgs/main/linux-64::libgcc-ng-11.2.0-h1234567_1\n","  libgomp            pkgs/main/linux-64::libgomp-11.2.0-h1234567_1\n","  libstdcxx-ng       pkgs/main/linux-64::libstdcxx-ng-11.2.0-h1234567_1\n","  ncurses            pkgs/main/linux-64::ncurses-6.4-h6a678d5_0\n","  openssl            pkgs/main/linux-64::openssl-1.1.1v-h7f8727e_0\n","  pip                pkgs/main/linux-64::pip-22.3.1-py37h06a4308_0\n","  python             pkgs/main/linux-64::python-3.7.16-h7a1cb2a_0\n","  readline           pkgs/main/linux-64::readline-8.2-h5eee18b_0\n","  setuptools         pkgs/main/linux-64::setuptools-65.6.3-py37h06a4308_0\n","  sqlite             pkgs/main/linux-64::sqlite-3.41.2-h5eee18b_0\n","  tk                 pkgs/main/linux-64::tk-8.6.12-h1ccaba5_0\n","  wheel              pkgs/main/linux-64::wheel-0.38.4-py37h06a4308_0\n","  xz                 pkgs/main/linux-64::xz-5.4.2-h5eee18b_0\n","  zlib               pkgs/main/linux-64::zlib-1.2.13-h5eee18b_0\n","\n","\n","\n","Downloading and Extracting Packages\n","wheel-0.38.4         | 63 KB     | : 100% 1.0/1 [00:00<00:00,  5.13it/s]\n","zlib-1.2.13          | 103 KB    | : 100% 1.0/1 [00:00<00:00,  6.51it/s]\n","ncurses-6.4          | 914 KB    | : 100% 1.0/1 [00:00<00:00,  3.05it/s]\n","certifi-2022.12.7    | 150 KB    | : 100% 1.0/1 [00:00<00:00,  6.03it/s]\n","libstdcxx-ng-11.2.0  | 4.7 MB    | : 100% 1.0/1 [00:00<00:00,  3.73it/s]\n","ld_impl_linux-64-2.3 | 654 KB    | : 100% 1.0/1 [00:00<00:00,  6.05it/s]\n","libgomp-11.2.0       | 474 KB    | : 100% 1.0/1 [00:00<00:00,  6.44it/s]\n","setuptools-65.6.3    | 1.1 MB    | : 100% 1.0/1 [00:00<00:00,  4.74it/s]\n","tk-8.6.12            | 3.0 MB    | : 100% 1.0/1 [00:00<00:00,  4.18it/s]\n","libffi-3.4.4         | 142 KB    | : 100% 1.0/1 [00:00<00:00,  6.34it/s]\n","python-3.7.16        | 44.8 MB   | : 100% 1.0/1 [00:01<00:00,  1.14s/it]               \n","sqlite-3.41.2        | 1.2 MB    | : 100% 1.0/1 [00:00<00:00,  5.66it/s]\n","libgcc-ng-11.2.0     | 5.3 MB    | : 100% 1.0/1 [00:00<00:00,  3.63it/s]\n","pip-22.3.1           | 2.7 MB    | : 100% 1.0/1 [00:00<00:00,  3.71it/s]\n","readline-8.2         | 357 KB    | : 100% 1.0/1 [00:00<00:00,  6.32it/s]\n","xz-5.4.2             | 642 KB    | : 100% 1.0/1 [00:00<00:00,  5.62it/s]\n","_openmp_mutex-5.1    | 21 KB     | : 100% 1.0/1 [00:00<00:00,  6.93it/s]\n","Preparing transaction: / \b\b- \b\b\\ \b\bdone\n","Verifying transaction: / \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n","Executing transaction: | \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\bdone\n","#\n","# To activate this environment, use\n","#\n","#     $ conda activate IP_LAP\n","#\n","# To deactivate an active environment, use\n","#\n","#     $ conda deactivate\n","\n"]}],"source":["#@title 三、安装虚拟环境\n","# Install Virtual Environment\n","# miniconda\n","!wget https://repo.anaconda.com/miniconda/Miniconda3-py37_4.8.2-Linux-x86_64.sh\n","!chmod +x Miniconda3-py37_4.8.2-Linux-x86_64.sh\n","!bash ./Miniconda3-py37_4.8.2-Linux-x86_64.sh -b -f -p /usr/local\n","import sys\n","sys.path.append('/usr/local/lib/python3.8/site-packages/')\n","!conda install python=3.7 -y\n","!python --version\n","!conda create --name IP_LAP python=3.7 -y\n","!source activate IP_LAP"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"e9DM5CAhBV-N","executionInfo":{"status":"ok","timestamp":1692506239005,"user_tz":-480,"elapsed":314036,"user":{"displayName":"rui lu","userId":"15695518765939055507"}},"outputId":"0a808c07-c45a-48e1-e3d1-917bfc19cddc"},"outputs":[{"output_type":"stream","name":"stdout","text":["/content/IP_LAP\n","Collecting typing_extensions==4.6.3\n","  Downloading typing_extensions-4.6.3-py3-none-any.whl (31 kB)\n","Collecting opencv-contrib-python==4.6.0.66\n","  Downloading opencv_contrib_python-4.6.0.66-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (67.1 MB)\n","\u001b[K     |████████████████████████████████| 67.1 MB 38 kB/s \n","\u001b[?25hCollecting opencv-python==4.6.0.66\n","  Downloading opencv_python-4.6.0.66-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (60.9 MB)\n","\u001b[K     |████████████████████████████████| 60.9 MB 1.2 MB/s \n","\u001b[?25hCollecting numpy==1.21.6\n","  Downloading numpy-1.21.6-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (15.7 MB)\n","\u001b[K     |████████████████████████████████| 15.7 MB 50.3 MB/s \n","\u001b[?25hCollecting tqdm==4.64.1\n","  Downloading 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platformdirs 3.10.0 has requirement typing-extensions>=4.7.1; python_version < \"3.8\", but you'll have typing-extensions 4.6.3 which is incompatible.\u001b[0m\n","Installing collected packages: zipp, importlib-metadata, attrs, packaging, fonttools, python-dateutil, pillow, cycler, kiwisolver, pyparsing, matplotlib, absl-py, protobuf, mediapipe, scipy, imageio, tifffile, networkx, PyWavelets, scikit-image, nvidia-cublas-cu11, nvidia-cudnn-cu11, nvidia-cuda-runtime-cu11, nvidia-cuda-nvrtc-cu11, torch, llvmlite, numba, face-alignment, threadpoolctl, joblib, scikit-learn, resampy, decorator, soundfile, audioread, platformdirs, pooch, librosa\n","Successfully installed PyWavelets-1.3.0 absl-py-1.4.0 attrs-23.1.0 audioread-3.0.0 cycler-0.11.0 decorator-5.1.1 face-alignment-1.3.5 fonttools-4.38.0 imageio-2.31.1 importlib-metadata-6.7.0 joblib-1.3.2 kiwisolver-1.4.4 librosa-0.9.2 llvmlite-0.39.1 matplotlib-3.5.3 mediapipe-0.8.11 networkx-2.6.3 numba-0.56.4 nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 packaging-23.1 pillow-9.5.0 platformdirs-3.10.0 pooch-1.7.0 protobuf-3.20.3 pyparsing-3.1.1 python-dateutil-2.8.2 resampy-0.4.2 scikit-image-0.19.3 scikit-learn-1.0.2 scipy-1.4.1 soundfile-0.12.1 threadpoolctl-3.1.0 tifffile-2021.11.2 torch-1.13.1 zipp-3.15.0\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["cycler","dateutil","google","kiwisolver"]}}},"metadata":{}}],"source":["#@title 四、安装依赖\n","# 注释掉lws,不然会报错\n","%cd /content/IP_LAP\n","!pip install typing_extensions==4.6.3  opencv-contrib-python==4.6.0.66 opencv-python==4.6.0.66 numpy==1.21.6 tqdm==4.64.1\n","!pip install mediapipe==0.8.11 face-alignment==1.3.5 librosa==0.9.2 scipy==1.4.1"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WIlENv2AtzTj","executionInfo":{"status":"ok","timestamp":1692506266402,"user_tz":-480,"elapsed":27420,"user":{"displayName":"rui lu","userId":"15695518765939055507"}},"outputId":"1faef34e-71cb-41b0-8fd4-3c81ecbd2a0e"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting torchvision\n","  Downloading torchvision-0.14.1-cp37-cp37m-manylinux1_x86_64.whl (24.2 MB)\n","\u001b[K     |████████████████████████████████| 24.2 MB 1.3 MB/s \n","\u001b[?25hCollecting lws==1.2.7\n","  Downloading lws-1.2.7.tar.gz (150 kB)\n","\u001b[K     |████████████████████████████████| 150 kB 59.1 MB/s \n","\u001b[?25hRequirement already satisfied: typing-extensions in /usr/local/lib/python3.7/site-packages (from torchvision) (4.6.3)\n","Requirement already satisfied: torch==1.13.1 in /usr/local/lib/python3.7/site-packages (from torchvision) (1.13.1)\n","Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.7/site-packages (from torchvision) (9.5.0)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.7/site-packages (from torchvision) (1.21.6)\n","Requirement already satisfied: requests in /usr/local/lib/python3.7/site-packages (from torchvision) (2.22.0)\n","Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66; platform_system == \"Linux\" in /usr/local/lib/python3.7/site-packages (from torch==1.13.1->torchvision) (11.10.3.66)\n","Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99; platform_system == \"Linux\" in /usr/local/lib/python3.7/site-packages (from torch==1.13.1->torchvision) (11.7.99)\n","Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99; platform_system == \"Linux\" in /usr/local/lib/python3.7/site-packages (from torch==1.13.1->torchvision) (11.7.99)\n","Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96; platform_system == \"Linux\" in 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\"Linux\"->torch==1.13.1->torchvision) (45.2.0.post20200210)\n","Building wheels for collected packages: lws\n","  Building wheel for lws (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for lws: filename=lws-1.2.7-cp37-cp37m-linux_x86_64.whl size=777309 sha256=a176693d255f6fa594b42fc1a6c9b8f64f66b76af580050272004244507bcead\n","  Stored in directory: /root/.cache/pip/wheels/49/64/9f/41e688cdc1770edf29e40b9cb2cc3ecbbae522eb969a74653a\n","Successfully built lws\n","Installing collected packages: torchvision, lws\n","Successfully installed lws-1.2.7 torchvision-0.14.1\n"]}],"source":["# 安装torchvision\n","!pip install torchvision lws==1.2.7"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"44bkBcL1LrtJ","executionInfo":{"status":"ok","timestamp":1692506276016,"user_tz":-480,"elapsed":9627,"user":{"displayName":"rui lu","userId":"15695518765939055507"}},"outputId":"6167f27a-fa86-4502-b1e6-51dbc2368eea"},"outputs":[{"output_type":"stream","name":"stdout","text":["/content/IP_LAP/test/checkpoints\n","Downloading...\n","From: https://drive.google.com/uc?id=1E2DF_v46Kt0nKHgpFYFFXn1_EQoAtXSo\n","To: /content/IP_LAP/test/checkpoints/landmarkgenerator_checkpoint.pth\n","100% 167M/167M [00:03<00:00, 53.5MB/s]\n","Downloading...\n","From: https://drive.google.com/uc?id=13PFJQNv_9g6Y_l7XeLpipy3GAaig-U6g\n","To: /content/IP_LAP/test/checkpoints/renderer_checkpoint.pth\n","100% 308M/308M [00:04<00:00, 76.7MB/s]\n"]}],"source":["#@title 五、下载预训练模型\n","# # 这里需要提前将权重上传到网盘，再进行下载，我这边用的是我自己的分享链接，后期后关闭\n","%cd /content/IP_LAP/test/checkpoints\n","!gdown https://drive.google.com/uc\\?id\\=1E2DF_v46Kt0nKHgpFYFFXn1_EQoAtXSo\n","!gdown https://drive.google.com/uc\\?id\\=13PFJQNv_9g6Y_l7XeLpipy3GAaig-U6g"]},{"cell_type":"code","source":["# ##############\n","# # 下载自己训练的模型\n","# ##############\n","# %cd /content/IP_LAP/test/checkpoints\n","# !gdown https://drive.google.com/uc\\?id\\=1U4F7rbxjfZ1ei7pX6KRs0XvQw2XurgyG\n","# !gdown https://drive.google.com/uc\\?id\\=17Araz6nJx1_u6-FSMJWVma-DZ7BvJkJh"],"metadata":{"id":"WtiyDkbPNzQl"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":8,"metadata":{"id":"d6cKLTe8Nsna","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1692509227228,"user_tz":-480,"elapsed":746916,"user":{"displayName":"rui lu","userId":"15695518765939055507"}},"outputId":"f92553ed-9515-4f63-9e44-51ee495b47f2"},"outputs":[{"output_type":"stream","name":"stdout","text":["/content/IP_LAP\n"," landmark_generator_model loaded from :  /content/IP_LAP/test/checkpoints/landmarkgenerator_checkpoint.pth\n"," renderer loaded from :  /content/IP_LAP/test/checkpoints/renderer_checkpoint.pth\n","Load checkpoint from: /content/IP_LAP/test/checkpoints/landmarkgenerator_checkpoint.pth\n","/usr/local/lib/python3.7/site-packages/torchvision/models/_utils.py:209: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n","  f\"The parameter '{pretrained_param}' is deprecated since 0.13 and may be removed in the future, \"\n","/usr/local/lib/python3.7/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=VGG19_Weights.IMAGENET1K_V1`. You can also use `weights=VGG19_Weights.DEFAULT` to get the most up-to-date weights.\n","  warnings.warn(msg)\n","Perceptual loss:\n","\tMode: vgg19\n","Load checkpoint from: /content/IP_LAP/test/checkpoints/renderer_checkpoint.pth\n","Reading video frames ... from /content/IP_LAP/test/template_video/987.mp4\n","/content/IP_LAP/models/audio.py:198: FutureWarning: Pass sr=16000, n_fft=800 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n","  fmin=hp.fmin, fmax=hp.fmax)\n","INFO: Created TensorFlow Lite XNNPACK delegate for CPU.\n","  0% 0/733 [00:00<?, ?it/s]/usr/local/lib/python3.7/site-packages/torch/nn/functional.py:4228: UserWarning: Default grid_sample and affine_grid behavior has changed to align_corners=False since 1.3.0. Please specify align_corners=True if the old behavior is desired. See the documentation of grid_sample for details.\n","  \"Default grid_sample and affine_grid behavior has changed \"\n","  0% 1/733 [00:13<2:43:10, 13.38s/it]/usr/local/lib/python3.7/site-packages/torch/nn/functional.py:4228: UserWarning: Default grid_sample and affine_grid behavior has changed to align_corners=False since 1.3.0. Please specify align_corners=True if the old behavior is desired. See the documentation of grid_sample for details.\n","  \"Default grid_sample and affine_grid behavior has changed \"\n","100% 733/733 [11:01<00:00,  1.11it/s]\n","succeed output results to: ./test_result/987result_N_25_Nl_15.mp4\n"]}],"source":["#@title 六、进行推理\n","# 带landmark\n","# 改代码inference_single.py  line 34 fa = face_alignment.FaceAlignment(face_alignment.LandmarksType.TWO_D, flip_input=False, device='cuda')\n","%cd /content/IP_LAP\n","!python inference_single.py --input '/content/IP_LAP/test/template_video/987.mp4' --audio '/content/IP_LAP/test/template_video/820.mp3' --landmark_gen_checkpoint_path '/content/IP_LAP/test/checkpoints/landmarkgenerator_checkpoint.pth' --renderer_checkpoint_path '/content/IP_LAP/test/checkpoints/renderer_checkpoint.pth'"]},{"cell_type":"code","source":["# # 用自己训练的模型进行推理\n","# # 改代码inference_single.py  line 34 fa = face_alignment.FaceAlignment(face_alignment.LandmarksType.TWO_D, flip_input=False, device='cuda')\n","# %cd /content/IP_LAP\n","# !python inference_single.py --input '/content/IP_LAP/test/template_video/7777.mp4' --audio '/content/IP_LAP/test/template_video/813.mp3' --landmark_gen_checkpoint_path '/content/IP_LAP/test/checkpoints/landmarkgenerator_checkpoint.pth' --renderer_checkpoint_path '/content/IP_LAP/test/checkpoints/renderer_checkpoint.pth'"],"metadata":{"id":"w20qdAgSBkFW"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# 截取右边视频，用于后期超分。\n","import cv2\n","import os\n","def VideoCroppingRight(input_video_path, out_video_path):\n","    # if not os.path.exists(input_video_path):\n","    #     print('输入的视频文件不存在')\n","    video_read_cap = cv2.VideoCapture(input_video_path)\n","    input_video_width = int(video_read_cap.get(cv2.CAP_PROP_FRAME_WIDTH))\n","    input_video_height = int(video_read_cap.get(cv2.CAP_PROP_FRAME_HEIGHT))\n","    # 根据视频调整fps\n","    input_video_fps = 25\n","    input_video_fps = int(video_read_cap.get(cv2.CAP_PROP_FPS))\n","    input_video_fourcc = int(cv2.VideoWriter_fourcc('M', 'P', '4', 'V'))\n","    out_video_width = int(input_video_width/2)\n","    out_video_height = input_video_height\n","    out_video_size = (int(out_video_width), int(out_video_height))\n","    video_write_cap = cv2.VideoWriter(out_video_path, input_video_fourcc, input_video_fps, out_video_size)\n","    while video_read_cap.isOpened():\n","        result, frame = video_read_cap.read()\n","        if not result:\n","            break\n","        # 设置裁剪范围  参数1 是高度的范围，参数2是宽度的范围\n","        # 左边部分\n","        # target = frame[0:int(input_video_height), 0:int(out_video_width)]\n","        # 右边部分\n","        target = frame[0:int(input_video_height), int(out_video_width):int(input_video_width)]\n","        video_write_cap.write(target)\n","        # cv2.imshow('target', target)\n","        cv2.waitKey(10)\n","\n","    video_read_cap.release()\n","    video_write_cap.release()\n","    cv2.destroyAllWindows()\n","if __name__ == '__main__':\n","   VideoCroppingRight('/content/IP_LAP/test_result/4444result_N_25_Nl_15.mp4', '/content/IP_LAP/test_result/output.mp4')"],"metadata":{"id":"d_I8VGSqOoEM"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"dIf0PAAjBoqe"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"4t4Om97Wl0ZE","executionInfo":{"status":"ok","timestamp":1692323208378,"user_tz":-480,"elapsed":90370,"user":{"displayName":"rui lu","userId":"15695518765939055507"}},"colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"c21926cc-8883-4692-c0da-5495fc4eba2d"},"outputs":[{"output_type":"stream","name":"stdout","text":["/content\n","Cloning into 'GFPGAN'...\n","remote: Enumerating objects: 523, done.\u001b[K\n","remote: Total 523 (delta 0), reused 0 (delta 0), pack-reused 523\u001b[K\n","Receiving objects: 100% (523/523), 5.39 MiB | 17.65 MiB/s, done.\n","Resolving deltas: 100% (264/264), 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pygments, python-multipart, h11, httpcore, httpx, aiofiles, mdit-py-plugins, filelock, fsspec, huggingface-hub, gradio-client, click, uvicorn, gradio\n","Successfully installed addict-2.4.0 aiofiles-23.2.1 aiohttp-3.8.5 aiosignal-1.3.1 altair-5.0.1 annotated-types-0.5.0 anyio-3.7.1 async-timeout-4.0.3 asynctest-0.13.0 basicsr-1.4.2 cachetools-5.3.1 charset-normalizer-3.2.0 click-8.1.7 exceptiongroup-1.1.3 facexlib-0.3.0 fastapi-0.101.1 ffmpy-0.3.1 filelock-3.12.2 filterpy-1.4.5 frozenlist-1.3.3 fsspec-2023.1.0 future-0.18.3 google-auth-2.22.0 google-auth-oauthlib-0.4.6 gradio-3.34.0 gradio-client-0.2.6 grpcio-1.57.0 h11-0.14.0 httpcore-0.17.3 httpx-0.24.1 huggingface-hub-0.16.4 importlib-resources-5.12.0 jinja2-3.1.2 jsonschema-4.17.3 linkify-it-py-2.0.2 lmdb-1.4.1 markdown-3.4.4 markdown-it-py-2.2.0 markupsafe-2.1.3 mdit-py-plugins-0.3.3 mdurl-0.1.2 multidict-6.0.4 oauthlib-3.2.2 orjson-3.9.5 pandas-1.3.5 pkgutil-resolve-name-1.3.10 pyasn1-0.5.0 pyasn1-modules-0.3.0 pydantic-2.2.0 pydantic-core-2.6.0 pydub-0.25.1 pygments-2.16.1 pyrsistent-0.19.3 python-multipart-0.0.6 pytz-2023.3 pyyaml-6.0.1 requests-oauthlib-1.3.1 rsa-4.9 semantic-version-2.10.0 sniffio-1.3.0 starlette-0.27.0 tb-nightly-2.12.0a20230113 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tomli-2.0.1 toolz-0.12.0 uc-micro-py-1.0.2 uvicorn-0.22.0 websockets-11.0.3 werkzeug-2.2.3 yapf-0.40.1 yarl-1.9.2\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["pygments"]}}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: basicsr>=1.4.2 in /usr/local/lib/python3.7/site-packages (from -r requirements.txt (line 1)) (1.4.2)\n","Requirement already satisfied: facexlib>=0.2.5 in /usr/local/lib/python3.7/site-packages (from -r requirements.txt (line 2)) (0.3.0)\n","Requirement already satisfied: lmdb in /usr/local/lib/python3.7/site-packages (from -r requirements.txt (line 3)) 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gfpgan.egg-info/dependency_links.txt\n","writing requirements to gfpgan.egg-info/requires.txt\n","writing top-level names to gfpgan.egg-info/top_level.txt\n","writing manifest file 'gfpgan.egg-info/SOURCES.txt'\n","reading manifest file 'gfpgan.egg-info/SOURCES.txt'\n","reading manifest template 'MANIFEST.in'\n","warning: no files found matching 'inputs/*'\n","writing manifest file 'gfpgan.egg-info/SOURCES.txt'\n","running build_ext\n","Creating /usr/local/lib/python3.7/site-packages/gfpgan.egg-link (link to .)\n","Adding gfpgan 1.3.8 to easy-install.pth file\n","\n","Installed /content/GFPGAN\n","Processing dependencies for gfpgan==1.3.8\n","error: typing-extensions 4.6.3 is installed but typing-extensions>=4.7.1; python_version < \"3.8\" is required by {'platformdirs'}\n","--2023-08-18 01:46:28--  https://github.com/TencentARC/GFPGAN/releases/download/v1.3.0/GFPGANv1.3.pth\n","Resolving github.com (github.com)... 20.205.243.166\n","Connecting to github.com (github.com)|20.205.243.166|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/349321229/e9847322-b8b1-4ec2-9620-5146eb8a9e4b?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20230818%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230818T014429Z&X-Amz-Expires=300&X-Amz-Signature=b4d5ea87706d1f31a9e34970dc53b7cbac05c9bd567d30652f5ffc9a15bc3a31&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=349321229&response-content-disposition=attachment%3B%20filename%3DGFPGANv1.3.pth&response-content-type=application%2Foctet-stream [following]\n","--2023-08-18 01:46:28--  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‘/content/GFPGAN/experiments/pretrained_models/GFPGANv1.3.pth’\n","\n","GFPGANv1.3.pth      100%[===================>] 332.48M  14.9MB/s    in 16s     \n","\n","2023-08-18 01:46:44 (20.6 MB/s) - ‘/content/GFPGAN/experiments/pretrained_models/GFPGANv1.3.pth’ saved [348632874/348632874]\n","\n"]}],"source":["#@title 七、安装GFPGAN\n","# 下载GFPGAN的源码\n","%cd /content\n","!git clone https://github.com/TencentARC/GFPGAN\n","\n","# 安装依赖并下载Wav2Lip-GFPGAN的权重\n","%cd /content/GFPGAN\n","!pip install basicsr facexlib gradio\n","!pip install -r requirements.txt\n","!python setup.py develop\n","!wget https://github.com/TencentARC/GFPGAN/releases/download/v1.3.0/GFPGANv1.3.pth -P '/content/GFPGAN/experiments/pretrained_models'"]},{"cell_type":"code","source":["#@title 八、进行超分处理\n","%cd /content\n","!rm -rf images\n","!rm -rf hd_images\n","!rm -rf output\n","!mkdir output\n","!mkdir hd_images\n","!mkdir images\n","\n","# 自行更改视频路径 帧率-r 25 # -r 30\n","!ffmpeg -i /content/IP_LAP/test_result/output.mp4   -r 25  /content/images/%5d.png\n","\n","# 提取视频中的音频，用于后续处理\n","!ffmpeg -i /content/IP_LAP/test_result/4444result_N_25_Nl_15.mp4  /content/output/final.mp3\n","\n","# 运行GFPGAN推理，-s 2 改成 -s 1 ，下调上采样\n","%cd /content/GFPGAN\n","!python inference_gfpgan.py -i /content/images -o /content/hd_images -v 1.3 -s 1 --only_center_face --bg_upsampler None\n","\n","# 合并成高清视频\n","# ffmpeg 将文件中每一帧图片合并成mp4 ，帧率-r 25 # -r 30\n","%cd /content/hd_images/restored_imgs\n","!ffmpeg -framerate 25 -i %05d.png  -pix_fmt yuv420p  /content/hd_images/results.mp4\n","%cd /content\n","# 音视频合成\n","!ffmpeg -i /content/hd_images/results.mp4  -i /content/output/final.mp3 -c copy /content/output/final.mp4\n","print('恭喜您高清数字人视频合并成功,')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kijL7Wr2Yi0N","executionInfo":{"status":"ok","timestamp":1692325482977,"user_tz":-480,"elapsed":631375,"user":{"displayName":"rui lu","userId":"15695518765939055507"}},"outputId":"6d51571f-37f6-443c-afda-291209d475c4"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content\n","ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers\n","  built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)\n","  configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\n","  libavutil      56. 70.100 / 56. 70.100\n","  libavcodec     58.134.100 / 58.134.100\n","  libavformat    58. 76.100 / 58. 76.100\n","  libavdevice    58. 13.100 / 58. 13.100\n","  libavfilter     7.110.100 /  7.110.100\n","  libswscale      5.  9.100 /  5.  9.100\n","  libswresample   3.  9.100 /  3.  9.100\n","  libpostproc    55.  9.100 / 55.  9.100\n","Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/content/IP_LAP/test_result/output.mp4':\n","  Metadata:\n","    major_brand     : isom\n","    minor_version   : 512\n","    compatible_brands: isomiso2mp41\n","    encoder         : Lavf59.27.100\n","  Duration: 00:00:24.56, start: 0.000000, bitrate: 2385 kb/s\n","  Stream #0:0(und): Video: mpeg4 (Simple Profile) (mp4v / 0x7634706D), yuv420p, 1080x1080 [SAR 1:1 DAR 1:1], 2384 kb/s, 25 fps, 25 tbr, 12800 tbn, 25 tbc (default)\n","    Metadata:\n","      handler_name    : VideoHandler\n","      vendor_id       : [0][0][0][0]\n","Stream mapping:\n","  Stream #0:0 -> #0:0 (mpeg4 (native) -> png (native))\n","Press [q] to stop, [?] for help\n","Output #0, image2, to '/content/images/%5d.png':\n","  Metadata:\n","    major_brand     : isom\n","    minor_version   : 512\n","    compatible_brands: isomiso2mp41\n","    encoder         : Lavf58.76.100\n","  Stream #0:0(und): Video: png, rgb24(pc, gbr/unknown/unknown, progressive), 1080x1080 [SAR 1:1 DAR 1:1], q=2-31, 200 kb/s, 25 fps, 25 tbn (default)\n","    Metadata:\n","      handler_name    : VideoHandler\n","      vendor_id       : [0][0][0][0]\n","      encoder         : Lavc58.134.100 png\n","frame=  614 fps= 11 q=-0.0 Lsize=N/A time=00:00:24.56 bitrate=N/A speed=0.448x    \n","video:444168kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown\n","ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers\n","  built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)\n","  configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\n","  libavutil      56. 70.100 / 56. 70.100\n","  libavcodec     58.134.100 / 58.134.100\n","  libavformat    58. 76.100 / 58. 76.100\n","  libavdevice    58. 13.100 / 58. 13.100\n","  libavfilter     7.110.100 /  7.110.100\n","  libswscale      5.  9.100 /  5.  9.100\n","  libswresample   3.  9.100 /  3.  9.100\n","  libpostproc    55.  9.100 / 55.  9.100\n","Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/content/IP_LAP/test_result/4444result_N_25_Nl_15.mp4':\n","  Metadata:\n","    major_brand     : isom\n","    minor_version   : 512\n","    compatible_brands: isomiso2avc1mp41\n","    encoder         : Lavf58.76.100\n","  Duration: 00:00:24.71, start: 0.000000, bitrate: 2144 kb/s\n","  Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 2160x1080 [SAR 1:1 DAR 2:1], 2026 kb/s, 25 fps, 25 tbr, 12800 tbn, 50 tbc (default)\n","    Metadata:\n","      handler_name    : VideoHandler\n","      vendor_id       : [0][0][0][0]\n","  Stream #0:1(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 123 kb/s (default)\n","    Metadata:\n","      handler_name    : SoundHandler\n","      vendor_id       : [0][0][0][0]\n","Stream mapping:\n","  Stream #0:1 -> #0:0 (aac (native) -> mp3 (libmp3lame))\n","Press [q] to stop, [?] for help\n","Output #0, mp3, to '/content/output/final.mp3':\n","  Metadata:\n","    major_brand     : isom\n","    minor_version   : 512\n","    compatible_brands: isomiso2avc1mp41\n","    TSSE            : Lavf58.76.100\n","  Stream #0:0(und): Audio: mp3, 44100 Hz, stereo, fltp (default)\n","    Metadata:\n","      handler_name    : SoundHandler\n","      vendor_id       : [0][0][0][0]\n","      encoder         : Lavc58.134.100 libmp3lame\n","size=     387kB time=00:00:24.71 bitrate= 128.4kbits/s speed=44.3x    \n","video:0kB audio:387kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.089848%\n","/content/GFPGAN\n","/usr/local/lib/python3.7/site-packages/torchvision/models/_utils.py:209: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n","  f\"The parameter '{pretrained_param}' is deprecated since 0.13 and may be removed in the future, 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