RoBertA_Enron_AA.ipynb

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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m78.7/78.7 kB\u001b[0m \u001b[31m10.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: typing-extensions>=4 in /usr/local/lib/python3.10/dist-packages (from alembic>=1.5.0->optuna) (4.7.1)\n",
            "Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.10/dist-packages (from sqlalchemy>=1.3.0->optuna) (2.0.2)\n",
            "Requirement already satisfied: MarkupSafe>=0.9.2 in /usr/local/lib/python3.10/dist-packages (from Mako->alembic>=1.5.0->optuna) (2.1.3)\n",
            "Installing collected packages: Mako, colorlog, cmaes, alembic, optuna\n",
            "Successfully installed Mako-1.2.4 alembic-1.12.0 cmaes-0.10.0 colorlog-6.7.0 optuna-3.3.0\n",
            "Cloning into 'apex'...\n",
            "remote: Enumerating objects: 11289, done.\u001b[K\n",
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            "remote: Total 11289 (delta 3195), reused 3107 (delta 3064), pack-reused 7863\u001b[K\n",
            "Receiving objects: 100% (11289/11289), 15.35 MiB | 18.80 MiB/s, done.\n",
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            "Using pip 23.1.2 from /usr/local/lib/python3.10/dist-packages/pip (python 3.10)\n",
            "\u001b[33mDEPRECATION: --build-option and --global-option are deprecated. pip 23.3 will enforce this behaviour change. A possible replacement is to use --config-settings. Discussion can be found at https://github.com/pypa/pip/issues/11859\u001b[0m\u001b[33m\n",
            "\u001b[0m\u001b[33mWARNING: Implying --no-binary=:all: due to the presence of --build-option / --global-option.\u001b[0m\u001b[33m\n",
            "\u001b[0mProcessing ./apex\n",
            "  Running command pip subprocess to install build dependencies\n",
            "  Using pip 23.1.2 from /usr/local/lib/python3.10/dist-packages/pip (python 3.10)\n",
            "  Collecting setuptools\n",
            "    Downloading setuptools-68.2.0.tar.gz (2.2 MB)\n",
            "       ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.2/2.2 MB 12.7 MB/s eta 0:00:00\n",
            "    Getting requirements to build wheel: started\n",
            "    Running command Getting requirements to build wheel\n",
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            "    adding license file 'LICENSE'\n",
            "    writing manifest file 'setuptools.egg-info/SOURCES.txt'\n",
            "    Getting requirements to build wheel: finished with status 'done'\n",
            "    Installing backend dependencies: started\n",
            "    Running command pip subprocess to install backend dependencies\n",
            "    Using pip 23.1.2 from /usr/local/lib/python3.10/dist-packages/pip (python 3.10)\n",
            "    Collecting wheel\n",
            "      Downloading wheel-0.41.2.tar.gz (98 kB)\n",
            "         ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 98.0/98.0 kB 2.9 MB/s eta 0:00:00\n",
            "      Installing build dependencies: started\n",
            "      Running command pip subprocess to install build dependencies\n",
            "      Using pip 23.1.2 from /usr/local/lib/python3.10/dist-packages/pip (python 3.10)\n",
            "      Collecting flit_core<4,>=3.8\n",
            "        Downloading flit_core-3.9.0.tar.gz (41 kB)\n",
            "           ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 41.9/41.9 kB 1.3 MB/s eta 0:00:00\n",
            "        Getting requirements to build wheel: started\n",
            "        Running command Getting requirements to build wheel\n",
            "        Getting requirements to build wheel: finished with status 'done'\n",
            "        Preparing metadata (pyproject.toml): started\n",
            "        Running command Preparing metadata (pyproject.toml)\n",
            "        Preparing metadata (pyproject.toml): finished with status 'done'\n",
            "      Building wheels for collected packages: flit_core\n",
            "        Building wheel for flit_core (pyproject.toml): started\n",
            "        Running command Building wheel for flit_core (pyproject.toml)\n",
            "        Building wheel for flit_core (pyproject.toml): finished with status 'done'\n",
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            "        Stored in directory: /root/.cache/pip/wheels/88/f6/52/081140579898d6a0505a2ceed1306b403a974ae5a7fe19ed1b\n",
            "      Successfully built flit_core\n",
            "      Installing collected packages: flit_core\n",
            "      Successfully installed flit_core-3.9.0\n",
            "      Installing build dependencies: finished with status 'done'\n",
            "      Getting requirements to build wheel: started\n",
            "      Running command Getting requirements to build wheel\n",
            "      Getting requirements to build wheel: finished with status 'done'\n",
            "      Preparing metadata (pyproject.toml): started\n",
            "      Running command Preparing metadata (pyproject.toml)\n",
            "      Preparing metadata (pyproject.toml): finished with status 'done'\n",
            "    Building wheels for collected packages: wheel\n",
            "      Building wheel for wheel (pyproject.toml): started\n",
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            "      Building wheel for wheel (pyproject.toml): finished with status 'done'\n",
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            "      Stored in directory: /root/.cache/pip/wheels/b2/5f/6b/dbad923fcf0045db2edbfe696e533deadceeb788b173cdec90\n",
            "    Successfully built wheel\n",
            "    Installing collected packages: wheel\n",
            "      Creating /tmp/pip-build-env-296x4zaz/normal/local/bin\n",
            "      changing mode of /tmp/pip-build-env-296x4zaz/normal/local/bin/wheel to 755\n",
            "    Successfully installed wheel-0.41.2\n",
            "    Installing backend dependencies: finished with status 'done'\n",
            "    Preparing metadata (pyproject.toml): started\n",
            "    Running command Preparing metadata (pyproject.toml)\n",
            "    running dist_info\n",
            "    creating /tmp/pip-modern-metadata-ixu0to70/setuptools.egg-info\n",
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            "    adding license file 'LICENSE'\n",
            "    writing manifest file '/tmp/pip-modern-metadata-ixu0to70/setuptools.egg-info/SOURCES.txt'\n",
            "    creating '/tmp/pip-modern-metadata-ixu0to70/setuptools-68.2.0.dist-info'\n",
            "    Preparing metadata (pyproject.toml): finished with status 'done'\n",
            "  Collecting wheel\n",
            "    Using cached wheel-0.41.2-py3-none-any.whl\n",
            "  Building wheels for collected packages: setuptools\n",
            "    Building wheel for setuptools (pyproject.toml): started\n",
            "    Running command Building wheel for setuptools (pyproject.toml)\n",
            "    running bdist_wheel\n",
            "    running build\n",
            "    running build_py\n",
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            "    creating build/lib\n",
            "    creating build/lib/_distutils_hack\n",
            "    copying _distutils_hack/override.py -> build/lib/_distutils_hack\n",
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            "    creating build/lib/setuptools\n",
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            "    creating build/lib/pkg_resources\n",
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            "    creating build/lib/setuptools/command\n",
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            "    creating build/lib/setuptools/_distutils\n",
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            "    copying setuptools/_distutils/core.py -> build/lib/setuptools/_distutils\n",
            "    copying setuptools/_distutils/_macos_compat.py -> build/lib/setuptools/_distutils\n",
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            "    copying setuptools/_distutils/fancy_getopt.py -> build/lib/setuptools/_distutils\n",
            "    copying setuptools/_distutils/dir_util.py -> build/lib/setuptools/_distutils\n",
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            "    copying setuptools/_distutils/spawn.py -> build/lib/setuptools/_distutils\n",
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            "    copying setuptools/_distutils/dep_util.py -> build/lib/setuptools/_distutils\n",
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            "    copying setuptools/_distutils/msvccompiler.py -> build/lib/setuptools/_distutils\n",
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            "    copying setuptools/_distutils/debug.py -> build/lib/setuptools/_distutils\n",
            "    copying setuptools/_distutils/archive_util.py -> build/lib/setuptools/_distutils\n",
            "    creating build/lib/setuptools/config\n",
            "    copying setuptools/config/expand.py -> build/lib/setuptools/config\n",
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            "    copying setuptools/config/__init__.py -> build/lib/setuptools/config\n",
            "    copying setuptools/config/pyprojecttoml.py -> build/lib/setuptools/config\n",
            "    copying setuptools/config/_apply_pyprojecttoml.py -> build/lib/setuptools/config\n",
            "    creating build/lib/setuptools/extern\n",
            "    copying setuptools/extern/__init__.py -> build/lib/setuptools/extern\n",
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            "    copying setuptools/_vendor/__init__.py -> build/lib/setuptools/_vendor\n",
            "    copying setuptools/_vendor/typing_extensions.py -> build/lib/setuptools/_vendor\n",
            "    creating build/lib/setuptools/_distutils/command\n",
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            "    copying setuptools/_distutils/command/install_egg_info.py -> build/lib/setuptools/_distutils/command\n",
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            "    copying setuptools/_distutils/command/install_data.py -> build/lib/setuptools/_distutils/command\n",
            "    copying setuptools/_distutils/command/bdist_rpm.py -> build/lib/setuptools/_distutils/command\n",
            "    copying setuptools/_distutils/command/build_clib.py -> build/lib/setuptools/_distutils/command\n",
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            "    creating build/lib/setuptools/config/_validate_pyproject\n",
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            "    copying setuptools/config/_validate_pyproject/fastjsonschema_exceptions.py -> build/lib/setuptools/config/_validate_pyproject\n",
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            "    copying setuptools/config/_validate_pyproject/fastjsonschema_validations.py -> build/lib/setuptools/config/_validate_pyproject\n",
            "    copying setuptools/config/_validate_pyproject/error_reporting.py -> build/lib/setuptools/config/_validate_pyproject\n",
            "    creating build/lib/setuptools/_vendor/importlib_resources\n",
            "    copying setuptools/_vendor/importlib_resources/_legacy.py -> build/lib/setuptools/_vendor/importlib_resources\n",
            "    copying setuptools/_vendor/importlib_resources/simple.py -> build/lib/setuptools/_vendor/importlib_resources\n",
            "    copying setuptools/_vendor/importlib_resources/_adapters.py -> build/lib/setuptools/_vendor/importlib_resources\n",
            "    copying setuptools/_vendor/importlib_resources/_itertools.py -> build/lib/setuptools/_vendor/importlib_resources\n",
            "    copying setuptools/_vendor/importlib_resources/readers.py -> build/lib/setuptools/_vendor/importlib_resources\n",
            "    copying setuptools/_vendor/importlib_resources/__init__.py -> build/lib/setuptools/_vendor/importlib_resources\n",
            "    copying setuptools/_vendor/importlib_resources/_compat.py -> build/lib/setuptools/_vendor/importlib_resources\n",
            "    copying setuptools/_vendor/importlib_resources/abc.py -> build/lib/setuptools/_vendor/importlib_resources\n",
            "    copying setuptools/_vendor/importlib_resources/_common.py -> build/lib/setuptools/_vendor/importlib_resources\n",
            "    creating build/lib/setuptools/_vendor/more_itertools\n",
            "    copying setuptools/_vendor/more_itertools/more.py -> build/lib/setuptools/_vendor/more_itertools\n",
            "    copying setuptools/_vendor/more_itertools/__init__.py -> build/lib/setuptools/_vendor/more_itertools\n",
            "    copying setuptools/_vendor/more_itertools/recipes.py -> build/lib/setuptools/_vendor/more_itertools\n",
            "    creating build/lib/setuptools/_vendor/importlib_metadata\n",
            "    copying setuptools/_vendor/importlib_metadata/_text.py -> build/lib/setuptools/_vendor/importlib_metadata\n",
            "    copying setuptools/_vendor/importlib_metadata/_functools.py -> build/lib/setuptools/_vendor/importlib_metadata\n",
            "    copying setuptools/_vendor/importlib_metadata/_adapters.py -> build/lib/setuptools/_vendor/importlib_metadata\n",
            "    copying setuptools/_vendor/importlib_metadata/_itertools.py -> build/lib/setuptools/_vendor/importlib_metadata\n",
            "    copying setuptools/_vendor/importlib_metadata/_meta.py -> build/lib/setuptools/_vendor/importlib_metadata\n",
            "    copying setuptools/_vendor/importlib_metadata/_collections.py -> build/lib/setuptools/_vendor/importlib_metadata\n",
            "    copying setuptools/_vendor/importlib_metadata/_py39compat.py -> build/lib/setuptools/_vendor/importlib_metadata\n",
            "    copying setuptools/_vendor/importlib_metadata/__init__.py -> build/lib/setuptools/_vendor/importlib_metadata\n",
            "    copying setuptools/_vendor/importlib_metadata/_compat.py -> build/lib/setuptools/_vendor/importlib_metadata\n",
            "    creating build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/_musllinux.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/utils.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/markers.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/specifiers.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/_structures.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/tags.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/version.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/_manylinux.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/__init__.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/_parser.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/requirements.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/_tokenizer.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/_elffile.py -> build/lib/setuptools/_vendor/packaging\n",
            "    copying setuptools/_vendor/packaging/metadata.py -> build/lib/setuptools/_vendor/packaging\n",
            "    creating build/lib/setuptools/_vendor/tomli\n",
            "    copying setuptools/_vendor/tomli/_re.py -> build/lib/setuptools/_vendor/tomli\n",
            "    copying setuptools/_vendor/tomli/__init__.py -> build/lib/setuptools/_vendor/tomli\n",
            "    copying setuptools/_vendor/tomli/_parser.py -> build/lib/setuptools/_vendor/tomli\n",
            "    copying setuptools/_vendor/tomli/_types.py -> build/lib/setuptools/_vendor/tomli\n",
            "    creating build/lib/setuptools/_vendor/jaraco\n",
            "    copying setuptools/_vendor/jaraco/context.py -> build/lib/setuptools/_vendor/jaraco\n",
            "    copying setuptools/_vendor/jaraco/functools.py -> build/lib/setuptools/_vendor/jaraco\n",
            "    copying setuptools/_vendor/jaraco/__init__.py -> build/lib/setuptools/_vendor/jaraco\n",
            "    creating build/lib/setuptools/_vendor/jaraco/text\n",
            "    copying setuptools/_vendor/jaraco/text/__init__.py -> build/lib/setuptools/_vendor/jaraco/text\n",
            "    creating build/lib/pkg_resources/extern\n",
            "    copying pkg_resources/extern/__init__.py -> build/lib/pkg_resources/extern\n",
            "    creating build/lib/pkg_resources/_vendor\n",
            "    copying pkg_resources/_vendor/zipp.py -> build/lib/pkg_resources/_vendor\n",
            "    copying pkg_resources/_vendor/__init__.py -> build/lib/pkg_resources/_vendor\n",
            "    copying pkg_resources/_vendor/typing_extensions.py -> build/lib/pkg_resources/_vendor\n",
            "    creating build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    copying pkg_resources/_vendor/importlib_resources/_legacy.py -> build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    copying pkg_resources/_vendor/importlib_resources/simple.py -> build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    copying pkg_resources/_vendor/importlib_resources/_adapters.py -> build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    copying pkg_resources/_vendor/importlib_resources/_itertools.py -> build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    copying pkg_resources/_vendor/importlib_resources/readers.py -> build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    copying pkg_resources/_vendor/importlib_resources/__init__.py -> build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    copying pkg_resources/_vendor/importlib_resources/_compat.py -> build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    copying pkg_resources/_vendor/importlib_resources/abc.py -> build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    copying pkg_resources/_vendor/importlib_resources/_common.py -> build/lib/pkg_resources/_vendor/importlib_resources\n",
            "    creating build/lib/pkg_resources/_vendor/more_itertools\n",
            "    copying pkg_resources/_vendor/more_itertools/more.py -> build/lib/pkg_resources/_vendor/more_itertools\n",
            "    copying pkg_resources/_vendor/more_itertools/__init__.py -> build/lib/pkg_resources/_vendor/more_itertools\n",
            "    copying pkg_resources/_vendor/more_itertools/recipes.py -> build/lib/pkg_resources/_vendor/more_itertools\n",
            "    creating build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/_musllinux.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/utils.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/markers.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/specifiers.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/_structures.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/tags.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/version.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/_manylinux.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/__init__.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/_parser.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/requirements.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/_tokenizer.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/_elffile.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    copying pkg_resources/_vendor/packaging/metadata.py -> build/lib/pkg_resources/_vendor/packaging\n",
            "    creating build/lib/pkg_resources/_vendor/platformdirs\n",
            "    copying pkg_resources/_vendor/platformdirs/android.py -> build/lib/pkg_resources/_vendor/platformdirs\n",
            "    copying pkg_resources/_vendor/platformdirs/api.py -> build/lib/pkg_resources/_vendor/platformdirs\n",
            "    copying pkg_resources/_vendor/platformdirs/version.py -> build/lib/pkg_resources/_vendor/platformdirs\n",
            "    copying pkg_resources/_vendor/platformdirs/unix.py -> build/lib/pkg_resources/_vendor/platformdirs\n",
            "    copying pkg_resources/_vendor/platformdirs/windows.py -> build/lib/pkg_resources/_vendor/platformdirs\n",
            "    copying pkg_resources/_vendor/platformdirs/__init__.py -> build/lib/pkg_resources/_vendor/platformdirs\n",
            "    copying pkg_resources/_vendor/platformdirs/macos.py -> build/lib/pkg_resources/_vendor/platformdirs\n",
            "    copying pkg_resources/_vendor/platformdirs/__main__.py -> build/lib/pkg_resources/_vendor/platformdirs\n",
            "    creating build/lib/pkg_resources/_vendor/jaraco\n",
            "    copying pkg_resources/_vendor/jaraco/context.py -> build/lib/pkg_resources/_vendor/jaraco\n",
            "    copying pkg_resources/_vendor/jaraco/functools.py -> build/lib/pkg_resources/_vendor/jaraco\n",
            "    copying pkg_resources/_vendor/jaraco/__init__.py -> build/lib/pkg_resources/_vendor/jaraco\n",
            "    creating build/lib/pkg_resources/_vendor/jaraco/text\n",
            "    copying pkg_resources/_vendor/jaraco/text/__init__.py -> build/lib/pkg_resources/_vendor/jaraco/text\n",
            "    copying setuptools/script (dev).tmpl -> build/lib/setuptools\n",
            "    copying setuptools/script.tmpl -> build/lib/setuptools\n",
            "    copying setuptools/gui-32.exe -> build/lib/setuptools\n",
            "    copying setuptools/cli-32.exe -> build/lib/setuptools\n",
            "    copying setuptools/gui.exe -> build/lib/setuptools\n",
            "    copying setuptools/cli-arm64.exe -> build/lib/setuptools\n",
            "    copying setuptools/gui-64.exe -> build/lib/setuptools\n",
            "    copying setuptools/cli-64.exe -> build/lib/setuptools\n",
            "    copying setuptools/cli.exe -> build/lib/setuptools\n",
            "    copying setuptools/gui-arm64.exe -> build/lib/setuptools\n",
            "    copying setuptools/command/launcher manifest.xml -> build/lib/setuptools/command\n",
            "    installing to build/bdist.linux-x86_64/wheel\n",
            "    running install\n",
            "    Distribution option extra_path is deprecated. See issue27919 for details.\n",
            "    running install_lib\n",
            "    creating build/bdist.linux-x86_64\n",
            "    creating build/bdist.linux-x86_64/wheel\n",
            "    creating build/bdist.linux-x86_64/wheel/_distutils_hack\n",
            "    copying build/lib/_distutils_hack/override.py -> build/bdist.linux-x86_64/wheel/_distutils_hack\n",
            "    copying build/lib/_distutils_hack/__init__.py -> build/bdist.linux-x86_64/wheel/_distutils_hack\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/gui-32.exe -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/monkey.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/_core_metadata.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/cli-32.exe -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/script.tmpl -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/depends.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/rotate.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/build.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/develop.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/register.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/saveopts.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/setopt.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/egg_info.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/bdist_egg.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/build_ext.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/sdist.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/install_egg_info.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/editable_wheel.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/dist_info.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/build_py.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/launcher manifest.xml -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/install.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/upload_docs.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/install_scripts.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/install_lib.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/easy_install.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/_requirestxt.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/upload.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/test.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/bdist_rpm.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/build_clib.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/command/alias.py -> build/bdist.linux-x86_64/wheel/setuptools/command\n",
            "    copying build/lib/setuptools/_importlib.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/py312compat.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/namespaces.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/installer.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/discovery.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/gui.exe -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/_entry_points.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/sandbox.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/_imp.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/launch.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/dist.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/_reqs.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/_itertools.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/cli-arm64.exe -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/_normalization.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/glob.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/package_index.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/script (dev).tmpl -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/logging.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/extension.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/_msvccompiler.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/versionpredicate.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/build.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/check.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/register.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/config.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/build_ext.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/sdist.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/install_egg_info.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/install_headers.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/build_py.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/install.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/install_scripts.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/install_lib.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/bdist_dumb.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/upload.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/install_data.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/bdist_rpm.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/build_clib.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/clean.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/_framework_compat.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/build_scripts.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/py37compat.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/command/bdist.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils/command\n",
            "    copying build/lib/setuptools/_distutils/config.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/cmd.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/filelist.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/unixccompiler.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/file_util.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/dist.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/msvc9compiler.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/_log.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/_functools.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/ccompiler.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/bcppcompiler.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/_collections.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/sysconfig.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/extension.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/version.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/core.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/_macos_compat.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/util.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/cygwinccompiler.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/fancy_getopt.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/dir_util.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/errors.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/spawn.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/log.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/dep_util.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/py39compat.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/text_file.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/msvccompiler.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/py38compat.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/debug.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/_distutils/archive_util.py -> build/bdist.linux-x86_64/wheel/setuptools/_distutils\n",
            "    copying build/lib/setuptools/wheel.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/msvc.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/version.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/warnings.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/_path.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/windows_support.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/errors.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/config\n",
            "    copying build/lib/setuptools/config/expand.py -> build/bdist.linux-x86_64/wheel/setuptools/config\n",
            "    copying build/lib/setuptools/config/setupcfg.py -> build/bdist.linux-x86_64/wheel/setuptools/config\n",
            "    copying build/lib/setuptools/config/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/config\n",
            "    copying build/lib/setuptools/config/pyprojecttoml.py -> build/bdist.linux-x86_64/wheel/setuptools/config\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/config/_validate_pyproject\n",
            "    copying build/lib/setuptools/config/_validate_pyproject/extra_validations.py -> build/bdist.linux-x86_64/wheel/setuptools/config/_validate_pyproject\n",
            "    copying build/lib/setuptools/config/_validate_pyproject/fastjsonschema_exceptions.py -> build/bdist.linux-x86_64/wheel/setuptools/config/_validate_pyproject\n",
            "    copying build/lib/setuptools/config/_validate_pyproject/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/config/_validate_pyproject\n",
            "    copying build/lib/setuptools/config/_validate_pyproject/formats.py -> build/bdist.linux-x86_64/wheel/setuptools/config/_validate_pyproject\n",
            "    copying build/lib/setuptools/config/_validate_pyproject/fastjsonschema_validations.py -> build/bdist.linux-x86_64/wheel/setuptools/config/_validate_pyproject\n",
            "    copying build/lib/setuptools/config/_validate_pyproject/error_reporting.py -> build/bdist.linux-x86_64/wheel/setuptools/config/_validate_pyproject\n",
            "    copying build/lib/setuptools/config/_apply_pyprojecttoml.py -> build/bdist.linux-x86_64/wheel/setuptools/config\n",
            "    copying build/lib/setuptools/dep_util.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/gui-64.exe -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/extern\n",
            "    copying build/lib/setuptools/extern/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/extern\n",
            "    copying build/lib/setuptools/cli-64.exe -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/build_meta.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/cli.exe -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/gui-arm64.exe -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    copying build/lib/setuptools/unicode_utils.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_vendor\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    copying build/lib/setuptools/_vendor/importlib_resources/_legacy.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    copying build/lib/setuptools/_vendor/importlib_resources/simple.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    copying build/lib/setuptools/_vendor/importlib_resources/_adapters.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    copying build/lib/setuptools/_vendor/importlib_resources/_itertools.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    copying build/lib/setuptools/_vendor/importlib_resources/readers.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    copying build/lib/setuptools/_vendor/importlib_resources/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    copying build/lib/setuptools/_vendor/importlib_resources/_compat.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    copying build/lib/setuptools/_vendor/importlib_resources/abc.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    copying build/lib/setuptools/_vendor/importlib_resources/_common.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_resources\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_vendor/more_itertools\n",
            "    copying build/lib/setuptools/_vendor/more_itertools/more.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/more_itertools\n",
            "    copying build/lib/setuptools/_vendor/more_itertools/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/more_itertools\n",
            "    copying build/lib/setuptools/_vendor/more_itertools/recipes.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/more_itertools\n",
            "    copying build/lib/setuptools/_vendor/zipp.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    copying build/lib/setuptools/_vendor/importlib_metadata/_text.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    copying build/lib/setuptools/_vendor/importlib_metadata/_functools.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    copying build/lib/setuptools/_vendor/importlib_metadata/_adapters.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    copying build/lib/setuptools/_vendor/importlib_metadata/_itertools.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    copying build/lib/setuptools/_vendor/importlib_metadata/_meta.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    copying build/lib/setuptools/_vendor/importlib_metadata/_collections.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    copying build/lib/setuptools/_vendor/importlib_metadata/_py39compat.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    copying build/lib/setuptools/_vendor/importlib_metadata/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    copying build/lib/setuptools/_vendor/importlib_metadata/_compat.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/importlib_metadata\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/_musllinux.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/utils.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/markers.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/specifiers.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/_structures.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/tags.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/version.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/_manylinux.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/_parser.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/requirements.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/_tokenizer.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/_elffile.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/packaging/metadata.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/packaging\n",
            "    copying build/lib/setuptools/_vendor/ordered_set.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor\n",
            "    copying build/lib/setuptools/_vendor/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_vendor/tomli\n",
            "    copying build/lib/setuptools/_vendor/tomli/_re.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/tomli\n",
            "    copying build/lib/setuptools/_vendor/tomli/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/tomli\n",
            "    copying build/lib/setuptools/_vendor/tomli/_parser.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/tomli\n",
            "    copying build/lib/setuptools/_vendor/tomli/_types.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/tomli\n",
            "    copying build/lib/setuptools/_vendor/typing_extensions.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_vendor/jaraco\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools/_vendor/jaraco/text\n",
            "    copying build/lib/setuptools/_vendor/jaraco/text/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/jaraco/text\n",
            "    copying build/lib/setuptools/_vendor/jaraco/context.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/jaraco\n",
            "    copying build/lib/setuptools/_vendor/jaraco/functools.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/jaraco\n",
            "    copying build/lib/setuptools/_vendor/jaraco/__init__.py -> build/bdist.linux-x86_64/wheel/setuptools/_vendor/jaraco\n",
            "    copying build/lib/setuptools/archive_util.py -> build/bdist.linux-x86_64/wheel/setuptools\n",
            "    creating build/bdist.linux-x86_64/wheel/pkg_resources\n",
            "    copying build/lib/pkg_resources/__init__.py -> build/bdist.linux-x86_64/wheel/pkg_resources\n",
            "    creating build/bdist.linux-x86_64/wheel/pkg_resources/extern\n",
            "    copying build/lib/pkg_resources/extern/__init__.py -> build/bdist.linux-x86_64/wheel/pkg_resources/extern\n",
            "    creating build/bdist.linux-x86_64/wheel/pkg_resources/_vendor\n",
            "    creating build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    copying build/lib/pkg_resources/_vendor/importlib_resources/_legacy.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    copying build/lib/pkg_resources/_vendor/importlib_resources/simple.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    copying build/lib/pkg_resources/_vendor/importlib_resources/_adapters.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    copying build/lib/pkg_resources/_vendor/importlib_resources/_itertools.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    copying build/lib/pkg_resources/_vendor/importlib_resources/readers.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    copying build/lib/pkg_resources/_vendor/importlib_resources/__init__.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    copying build/lib/pkg_resources/_vendor/importlib_resources/_compat.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    copying build/lib/pkg_resources/_vendor/importlib_resources/abc.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    copying build/lib/pkg_resources/_vendor/importlib_resources/_common.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/importlib_resources\n",
            "    creating build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/more_itertools\n",
            "    copying build/lib/pkg_resources/_vendor/more_itertools/more.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/more_itertools\n",
            "    copying build/lib/pkg_resources/_vendor/more_itertools/__init__.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/more_itertools\n",
            "    copying build/lib/pkg_resources/_vendor/more_itertools/recipes.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/more_itertools\n",
            "    copying build/lib/pkg_resources/_vendor/zipp.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor\n",
            "    creating build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/_musllinux.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/utils.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/markers.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/specifiers.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/_structures.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/tags.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/version.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/_manylinux.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/__init__.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/_parser.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/requirements.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/_tokenizer.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/_elffile.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/packaging/metadata.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/packaging\n",
            "    copying build/lib/pkg_resources/_vendor/__init__.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor\n",
            "    creating build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/platformdirs\n",
            "    copying build/lib/pkg_resources/_vendor/platformdirs/android.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/platformdirs\n",
            "    copying build/lib/pkg_resources/_vendor/platformdirs/api.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/platformdirs\n",
            "    copying build/lib/pkg_resources/_vendor/platformdirs/version.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/platformdirs\n",
            "    copying build/lib/pkg_resources/_vendor/platformdirs/unix.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/platformdirs\n",
            "    copying build/lib/pkg_resources/_vendor/platformdirs/windows.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/platformdirs\n",
            "    copying build/lib/pkg_resources/_vendor/platformdirs/__init__.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/platformdirs\n",
            "    copying build/lib/pkg_resources/_vendor/platformdirs/macos.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/platformdirs\n",
            "    copying build/lib/pkg_resources/_vendor/platformdirs/__main__.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/platformdirs\n",
            "    copying build/lib/pkg_resources/_vendor/typing_extensions.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor\n",
            "    creating build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/jaraco\n",
            "    creating build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/jaraco/text\n",
            "    copying build/lib/pkg_resources/_vendor/jaraco/text/__init__.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/jaraco/text\n",
            "    copying build/lib/pkg_resources/_vendor/jaraco/context.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/jaraco\n",
            "    copying build/lib/pkg_resources/_vendor/jaraco/functools.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/jaraco\n",
            "    copying build/lib/pkg_resources/_vendor/jaraco/__init__.py -> build/bdist.linux-x86_64/wheel/pkg_resources/_vendor/jaraco\n",
            "    running install_egg_info\n",
            "    running egg_info\n",
            "    writing setuptools.egg-info/PKG-INFO\n",
            "    writing dependency_links to setuptools.egg-info/dependency_links.txt\n",
            "    writing entry points to setuptools.egg-info/entry_points.txt\n",
            "    writing requirements to setuptools.egg-info/requires.txt\n",
            "    writing top-level names to setuptools.egg-info/top_level.txt\n",
            "    reading manifest file 'setuptools.egg-info/SOURCES.txt'\n",
            "    reading manifest template 'MANIFEST.in'\n",
            "    warning: no files found matching '*.py' under directory 'tests'\n",
            "    warning: no files found matching '*.txt' under directory 'docs'\n",
            "    warning: no files found matching '*.conf' under directory 'docs'\n",
            "    warning: no files found matching '*.css' under directory 'docs'\n",
            "    warning: no files found matching '*.css_t' under directory 'docs'\n",
            "    warning: no files found matching 'Makefile' under directory 'docs'\n",
            "    warning: no files found matching 'indexsidebar.html' under directory 'docs'\n",
            "    warning: no files found matching 'msvc-build-launcher.cmd'\n",
            "    warning: no previously-included files matching '*.py[cod]' found anywhere in distribution\n",
            "    warning: no previously-included files matching '__pycache__' found anywhere in distribution\n",
            "    adding license file 'LICENSE'\n",
            "    writing manifest file 'setuptools.egg-info/SOURCES.txt'\n",
            "    Copying setuptools.egg-info to build/bdist.linux-x86_64/wheel/setuptools-68.2.0-py3.10.egg-info\n",
            "    running install_scripts\n",
            "    creating build/bdist.linux-x86_64/wheel/distutils-precedence.pth\n",
            "    creating build/bdist.linux-x86_64/wheel/setuptools-68.2.0.dist-info/WHEEL\n",
            "    creating '/tmp/pip-wheel-inial00r/.tmp-ls38h99h/setuptools-68.2.0-py3-none-any.whl' and adding 'build/bdist.linux-x86_64/wheel' to it\n",
            "    adding 'distutils-precedence.pth'\n",
            "    adding '_distutils_hack/__init__.py'\n",
            "    adding '_distutils_hack/override.py'\n",
            "    adding 'pkg_resources/__init__.py'\n",
            "    adding 'pkg_resources/_vendor/__init__.py'\n",
            "    adding 'pkg_resources/_vendor/typing_extensions.py'\n",
            "    adding 'pkg_resources/_vendor/zipp.py'\n",
            "    adding 'pkg_resources/_vendor/importlib_resources/__init__.py'\n",
            "    adding 'pkg_resources/_vendor/importlib_resources/_adapters.py'\n",
            "    adding 'pkg_resources/_vendor/importlib_resources/_common.py'\n",
            "    adding 'pkg_resources/_vendor/importlib_resources/_compat.py'\n",
            "    adding 'pkg_resources/_vendor/importlib_resources/_itertools.py'\n",
            "    adding 'pkg_resources/_vendor/importlib_resources/_legacy.py'\n",
            "    adding 'pkg_resources/_vendor/importlib_resources/abc.py'\n",
            "    adding 'pkg_resources/_vendor/importlib_resources/readers.py'\n",
            "    adding 'pkg_resources/_vendor/importlib_resources/simple.py'\n",
            "    adding 'pkg_resources/_vendor/jaraco/__init__.py'\n",
            "    adding 'pkg_resources/_vendor/jaraco/context.py'\n",
            "    adding 'pkg_resources/_vendor/jaraco/functools.py'\n",
            "    adding 'pkg_resources/_vendor/jaraco/text/__init__.py'\n",
            "    adding 'pkg_resources/_vendor/more_itertools/__init__.py'\n",
            "    adding 'pkg_resources/_vendor/more_itertools/more.py'\n",
            "    adding 'pkg_resources/_vendor/more_itertools/recipes.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/__init__.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/_elffile.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/_manylinux.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/_musllinux.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/_parser.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/_structures.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/_tokenizer.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/markers.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/metadata.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/requirements.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/specifiers.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/tags.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/utils.py'\n",
            "    adding 'pkg_resources/_vendor/packaging/version.py'\n",
            "    adding 'pkg_resources/_vendor/platformdirs/__init__.py'\n",
            "    adding 'pkg_resources/_vendor/platformdirs/__main__.py'\n",
            "    adding 'pkg_resources/_vendor/platformdirs/android.py'\n",
            "    adding 'pkg_resources/_vendor/platformdirs/api.py'\n",
            "    adding 'pkg_resources/_vendor/platformdirs/macos.py'\n",
            "    adding 'pkg_resources/_vendor/platformdirs/unix.py'\n",
            "    adding 'pkg_resources/_vendor/platformdirs/version.py'\n",
            "    adding 'pkg_resources/_vendor/platformdirs/windows.py'\n",
            "    adding 'pkg_resources/extern/__init__.py'\n",
            "    adding 'setuptools/__init__.py'\n",
            "    adding 'setuptools/_core_metadata.py'\n",
            "    adding 'setuptools/_entry_points.py'\n",
            "    adding 'setuptools/_imp.py'\n",
            "    adding 'setuptools/_importlib.py'\n",
            "    adding 'setuptools/_itertools.py'\n",
            "    adding 'setuptools/_normalization.py'\n",
            "    adding 'setuptools/_path.py'\n",
            "    adding 'setuptools/_reqs.py'\n",
            "    adding 'setuptools/archive_util.py'\n",
            "    adding 'setuptools/build_meta.py'\n",
            "    adding 'setuptools/cli-32.exe'\n",
            "    adding 'setuptools/cli-64.exe'\n",
            "    adding 'setuptools/cli-arm64.exe'\n",
            "    adding 'setuptools/cli.exe'\n",
            "    adding 'setuptools/dep_util.py'\n",
            "    adding 'setuptools/depends.py'\n",
            "    adding 'setuptools/discovery.py'\n",
            "    adding 'setuptools/dist.py'\n",
            "    adding 'setuptools/errors.py'\n",
            "    adding 'setuptools/extension.py'\n",
            "    adding 'setuptools/glob.py'\n",
            "    adding 'setuptools/gui-32.exe'\n",
            "    adding 'setuptools/gui-64.exe'\n",
            "    adding 'setuptools/gui-arm64.exe'\n",
            "    adding 'setuptools/gui.exe'\n",
            "    adding 'setuptools/installer.py'\n",
            "    adding 'setuptools/launch.py'\n",
            "    adding 'setuptools/logging.py'\n",
            "    adding 'setuptools/monkey.py'\n",
            "    adding 'setuptools/msvc.py'\n",
            "    adding 'setuptools/namespaces.py'\n",
            "    adding 'setuptools/package_index.py'\n",
            "    adding 'setuptools/py312compat.py'\n",
            "    adding 'setuptools/sandbox.py'\n",
            "    adding 'setuptools/script (dev).tmpl'\n",
            "    adding 'setuptools/script.tmpl'\n",
            "    adding 'setuptools/unicode_utils.py'\n",
            "    adding 'setuptools/version.py'\n",
            "    adding 'setuptools/warnings.py'\n",
            "    adding 'setuptools/wheel.py'\n",
            "    adding 'setuptools/windows_support.py'\n",
            "    adding 'setuptools/_distutils/__init__.py'\n",
            "    adding 'setuptools/_distutils/_collections.py'\n",
            "    adding 'setuptools/_distutils/_functools.py'\n",
            "    adding 'setuptools/_distutils/_log.py'\n",
            "    adding 'setuptools/_distutils/_macos_compat.py'\n",
            "    adding 'setuptools/_distutils/_msvccompiler.py'\n",
            "    adding 'setuptools/_distutils/archive_util.py'\n",
            "    adding 'setuptools/_distutils/bcppcompiler.py'\n",
            "    adding 'setuptools/_distutils/ccompiler.py'\n",
            "    adding 'setuptools/_distutils/cmd.py'\n",
            "    adding 'setuptools/_distutils/config.py'\n",
            "    adding 'setuptools/_distutils/core.py'\n",
            "    adding 'setuptools/_distutils/cygwinccompiler.py'\n",
            "    adding 'setuptools/_distutils/debug.py'\n",
            "    adding 'setuptools/_distutils/dep_util.py'\n",
            "    adding 'setuptools/_distutils/dir_util.py'\n",
            "    adding 'setuptools/_distutils/dist.py'\n",
            "    adding 'setuptools/_distutils/errors.py'\n",
            "    adding 'setuptools/_distutils/extension.py'\n",
            "    adding 'setuptools/_distutils/fancy_getopt.py'\n",
            "    adding 'setuptools/_distutils/file_util.py'\n",
            "    adding 'setuptools/_distutils/filelist.py'\n",
            "    adding 'setuptools/_distutils/log.py'\n",
            "    adding 'setuptools/_distutils/msvc9compiler.py'\n",
            "    adding 'setuptools/_distutils/msvccompiler.py'\n",
            "    adding 'setuptools/_distutils/py38compat.py'\n",
            "    adding 'setuptools/_distutils/py39compat.py'\n",
            "    adding 'setuptools/_distutils/spawn.py'\n",
            "    adding 'setuptools/_distutils/sysconfig.py'\n",
            "    adding 'setuptools/_distutils/text_file.py'\n",
            "    adding 'setuptools/_distutils/unixccompiler.py'\n",
            "    adding 'setuptools/_distutils/util.py'\n",
            "    adding 'setuptools/_distutils/version.py'\n",
            "    adding 'setuptools/_distutils/versionpredicate.py'\n",
            "    adding 'setuptools/_distutils/command/__init__.py'\n",
            "    adding 'setuptools/_distutils/command/_framework_compat.py'\n",
            "    adding 'setuptools/_distutils/command/bdist.py'\n",
            "    adding 'setuptools/_distutils/command/bdist_dumb.py'\n",
            "    adding 'setuptools/_distutils/command/bdist_rpm.py'\n",
            "    adding 'setuptools/_distutils/command/build.py'\n",
            "    adding 'setuptools/_distutils/command/build_clib.py'\n",
            "    adding 'setuptools/_distutils/command/build_ext.py'\n",
            "    adding 'setuptools/_distutils/command/build_py.py'\n",
            "    adding 'setuptools/_distutils/command/build_scripts.py'\n",
            "    adding 'setuptools/_distutils/command/check.py'\n",
            "    adding 'setuptools/_distutils/command/clean.py'\n",
            "    adding 'setuptools/_distutils/command/config.py'\n",
            "    adding 'setuptools/_distutils/command/install.py'\n",
            "    adding 'setuptools/_distutils/command/install_data.py'\n",
            "    adding 'setuptools/_distutils/command/install_egg_info.py'\n",
            "    adding 'setuptools/_distutils/command/install_headers.py'\n",
            "    adding 'setuptools/_distutils/command/install_lib.py'\n",
            "    adding 'setuptools/_distutils/command/install_scripts.py'\n",
            "    adding 'setuptools/_distutils/command/py37compat.py'\n",
            "    adding 'setuptools/_distutils/command/register.py'\n",
            "    adding 'setuptools/_distutils/command/sdist.py'\n",
            "    adding 'setuptools/_distutils/command/upload.py'\n",
            "    adding 'setuptools/_vendor/__init__.py'\n",
            "    adding 'setuptools/_vendor/ordered_set.py'\n",
            "    adding 'setuptools/_vendor/typing_extensions.py'\n",
            "    adding 'setuptools/_vendor/zipp.py'\n",
            "    adding 'setuptools/_vendor/importlib_metadata/__init__.py'\n",
            "    adding 'setuptools/_vendor/importlib_metadata/_adapters.py'\n",
            "    adding 'setuptools/_vendor/importlib_metadata/_collections.py'\n",
            "    adding 'setuptools/_vendor/importlib_metadata/_compat.py'\n",
            "    adding 'setuptools/_vendor/importlib_metadata/_functools.py'\n",
            "    adding 'setuptools/_vendor/importlib_metadata/_itertools.py'\n",
            "    adding 'setuptools/_vendor/importlib_metadata/_meta.py'\n",
            "    adding 'setuptools/_vendor/importlib_metadata/_py39compat.py'\n",
            "    adding 'setuptools/_vendor/importlib_metadata/_text.py'\n",
            "    adding 'setuptools/_vendor/importlib_resources/__init__.py'\n",
            "    adding 'setuptools/_vendor/importlib_resources/_adapters.py'\n",
            "    adding 'setuptools/_vendor/importlib_resources/_common.py'\n",
            "    adding 'setuptools/_vendor/importlib_resources/_compat.py'\n",
            "    adding 'setuptools/_vendor/importlib_resources/_itertools.py'\n",
            "    adding 'setuptools/_vendor/importlib_resources/_legacy.py'\n",
            "    adding 'setuptools/_vendor/importlib_resources/abc.py'\n",
            "    adding 'setuptools/_vendor/importlib_resources/readers.py'\n",
            "    adding 'setuptools/_vendor/importlib_resources/simple.py'\n",
            "    adding 'setuptools/_vendor/jaraco/__init__.py'\n",
            "    adding 'setuptools/_vendor/jaraco/context.py'\n",
            "    adding 'setuptools/_vendor/jaraco/functools.py'\n",
            "    adding 'setuptools/_vendor/jaraco/text/__init__.py'\n",
            "    adding 'setuptools/_vendor/more_itertools/__init__.py'\n",
            "    adding 'setuptools/_vendor/more_itertools/more.py'\n",
            "    adding 'setuptools/_vendor/more_itertools/recipes.py'\n",
            "    adding 'setuptools/_vendor/packaging/__init__.py'\n",
            "    adding 'setuptools/_vendor/packaging/_elffile.py'\n",
            "    adding 'setuptools/_vendor/packaging/_manylinux.py'\n",
            "    adding 'setuptools/_vendor/packaging/_musllinux.py'\n",
            "    adding 'setuptools/_vendor/packaging/_parser.py'\n",
            "    adding 'setuptools/_vendor/packaging/_structures.py'\n",
            "    adding 'setuptools/_vendor/packaging/_tokenizer.py'\n",
            "    adding 'setuptools/_vendor/packaging/markers.py'\n",
            "    adding 'setuptools/_vendor/packaging/metadata.py'\n",
            "    adding 'setuptools/_vendor/packaging/requirements.py'\n",
            "    adding 'setuptools/_vendor/packaging/specifiers.py'\n",
            "    adding 'setuptools/_vendor/packaging/tags.py'\n",
            "    adding 'setuptools/_vendor/packaging/utils.py'\n",
            "    adding 'setuptools/_vendor/packaging/version.py'\n",
            "    adding 'setuptools/_vendor/tomli/__init__.py'\n",
            "    adding 'setuptools/_vendor/tomli/_parser.py'\n",
            "    adding 'setuptools/_vendor/tomli/_re.py'\n",
            "    adding 'setuptools/_vendor/tomli/_types.py'\n",
            "    adding 'setuptools/command/__init__.py'\n",
            "    adding 'setuptools/command/_requirestxt.py'\n",
            "    adding 'setuptools/command/alias.py'\n",
            "    adding 'setuptools/command/bdist_egg.py'\n",
            "    adding 'setuptools/command/bdist_rpm.py'\n",
            "    adding 'setuptools/command/build.py'\n",
            "    adding 'setuptools/command/build_clib.py'\n",
            "    adding 'setuptools/command/build_ext.py'\n",
            "    adding 'setuptools/command/build_py.py'\n",
            "    adding 'setuptools/command/develop.py'\n",
            "    adding 'setuptools/command/dist_info.py'\n",
            "    adding 'setuptools/command/easy_install.py'\n",
            "    adding 'setuptools/command/editable_wheel.py'\n",
            "    adding 'setuptools/command/egg_info.py'\n",
            "    adding 'setuptools/command/install.py'\n",
            "    adding 'setuptools/command/install_egg_info.py'\n",
            "    adding 'setuptools/command/install_lib.py'\n",
            "    adding 'setuptools/command/install_scripts.py'\n",
            "    adding 'setuptools/command/launcher manifest.xml'\n",
            "    adding 'setuptools/command/register.py'\n",
            "    adding 'setuptools/command/rotate.py'\n",
            "    adding 'setuptools/command/saveopts.py'\n",
            "    adding 'setuptools/command/sdist.py'\n",
            "    adding 'setuptools/command/setopt.py'\n",
            "    adding 'setuptools/command/test.py'\n",
            "    adding 'setuptools/command/upload.py'\n",
            "    adding 'setuptools/command/upload_docs.py'\n",
            "    adding 'setuptools/config/__init__.py'\n",
            "    adding 'setuptools/config/_apply_pyprojecttoml.py'\n",
            "    adding 'setuptools/config/expand.py'\n",
            "    adding 'setuptools/config/pyprojecttoml.py'\n",
            "    adding 'setuptools/config/setupcfg.py'\n",
            "    adding 'setuptools/config/_validate_pyproject/__init__.py'\n",
            "    adding 'setuptools/config/_validate_pyproject/error_reporting.py'\n",
            "    adding 'setuptools/config/_validate_pyproject/extra_validations.py'\n",
            "    adding 'setuptools/config/_validate_pyproject/fastjsonschema_exceptions.py'\n",
            "    adding 'setuptools/config/_validate_pyproject/fastjsonschema_validations.py'\n",
            "    adding 'setuptools/config/_validate_pyproject/formats.py'\n",
            "    adding 'setuptools/extern/__init__.py'\n",
            "    adding 'setuptools-68.2.0.dist-info/LICENSE'\n",
            "    adding 'setuptools-68.2.0.dist-info/METADATA'\n",
            "    adding 'setuptools-68.2.0.dist-info/WHEEL'\n",
            "    adding 'setuptools-68.2.0.dist-info/entry_points.txt'\n",
            "    adding 'setuptools-68.2.0.dist-info/top_level.txt'\n",
            "    adding 'setuptools-68.2.0.dist-info/RECORD'\n",
            "    removing build/bdist.linux-x86_64/wheel\n",
            "    Building wheel for setuptools (pyproject.toml): finished with status 'done'\n",
            "    Created wheel for setuptools: filename=setuptools-68.2.0-py3-none-any.whl size=807813 sha256=a1407863393cbe9f323980906f5f86cd0290fc7ed6f217e22cf8acf478e5b7b7\n",
            "    Stored in directory: /root/.cache/pip/wheels/a9/93/9c/a5164308503e4dbb54f157428ee92a2b06d2deafc33995face\n",
            "  Successfully built setuptools\n",
            "  Installing collected packages: wheel, setuptools\n",
            "    Creating /tmp/pip-build-env-zx1qhgfc/overlay/local/bin\n",
            "    changing mode of /tmp/pip-build-env-zx1qhgfc/overlay/local/bin/wheel to 755\n",
            "  ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "  ipython 7.34.0 requires jedi>=0.16, which is not installed.\n",
            "  Successfully installed setuptools-68.2.0 wheel-0.41.2\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Running command Getting requirements to build wheel\n",
            "  Traceback (most recent call last):\n",
            "    File \"/usr/local/lib/python3.10/dist-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py\", line 353, in <module>\n",
            "      main()\n",
            "    File \"/usr/local/lib/python3.10/dist-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py\", line 335, in main\n",
            "      json_out['return_val'] = hook(**hook_input['kwargs'])\n",
            "    File \"/usr/local/lib/python3.10/dist-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py\", line 118, in get_requires_for_build_wheel\n",
            "      return hook(config_settings)\n",
            "    File \"/tmp/pip-build-env-zx1qhgfc/overlay/local/lib/python3.10/dist-packages/setuptools/build_meta.py\", line 355, in get_requires_for_build_wheel\n",
            "      return self._get_build_requires(config_settings, requirements=['wheel'])\n",
            "    File \"/tmp/pip-build-env-zx1qhgfc/overlay/local/lib/python3.10/dist-packages/setuptools/build_meta.py\", line 325, in _get_build_requires\n",
            "      self.run_setup()\n",
            "    File \"/tmp/pip-build-env-zx1qhgfc/overlay/local/lib/python3.10/dist-packages/setuptools/build_meta.py\", line 341, in run_setup\n",
            "      exec(code, locals())\n",
            "    File \"<string>\", line 5, in <module>\n",
            "  ModuleNotFoundError: No module named 'packaging'\n",
            "  \u001b[1;31merror\u001b[0m: \u001b[1msubprocess-exited-with-error\u001b[0m\n",
            "  \n",
            "  \u001b[31m×\u001b[0m \u001b[32mGetting requirements to build wheel\u001b[0m did not run successfully.\n",
            "  \u001b[31m│\u001b[0m exit code: \u001b[1;36m1\u001b[0m\n",
            "  \u001b[31m╰─>\u001b[0m See above for output.\n",
            "  \n",
            "  \u001b[1;35mnote\u001b[0m: This error originates from a subprocess, and is likely not a problem with pip.\n",
            "  \u001b[1;35mfull command\u001b[0m: \u001b[34m/usr/bin/python3 /usr/local/lib/python3.10/dist-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py get_requires_for_build_wheel /tmp/tmpjwu9mj7t\u001b[0m\n",
            "  \u001b[1;35mcwd\u001b[0m: /content/apex\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25herror\n",
            "\u001b[1;31merror\u001b[0m: \u001b[1msubprocess-exited-with-error\u001b[0m\n",
            "\n",
            "\u001b[31m×\u001b[0m \u001b[32mGetting requirements to build wheel\u001b[0m did not run successfully.\n",
            "\u001b[31m│\u001b[0m exit code: \u001b[1;36m1\u001b[0m\n",
            "\u001b[31m╰─>\u001b[0m See above for output.\n",
            "\n",
            "\u001b[1;35mnote\u001b[0m: This error originates from a subprocess, and is likely not a problem with pip.\n",
            "Collecting transformers\n",
            "  Downloading transformers-4.33.1-py3-none-any.whl (7.6 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.6/7.6 MB\u001b[0m \u001b[31m26.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.12.3)\n",
            "Collecting huggingface-hub<1.0,>=0.15.1 (from transformers)\n",
            "  Downloading huggingface_hub-0.16.4-py3-none-any.whl (268 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m268.8/268.8 kB\u001b[0m \u001b[31m31.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.23.5)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (23.1)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0.1)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2023.6.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.31.0)\n",
            "Collecting tokenizers!=0.11.3,<0.14,>=0.11.1 (from transformers)\n",
            "  Downloading tokenizers-0.13.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m67.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting safetensors>=0.3.1 (from transformers)\n",
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          ]
        }
      ],
      "source": [
        "#standard imports\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Feature extraction\n",
        "import email\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from string import punctuation\n",
        "from nltk.stem import PorterStemmer\n",
        "from nltk.tokenize import word_tokenize,sent_tokenize\n",
        "import nltk\n",
        "from nltk.corpus import stopwords\n",
        "from nltk.util import ngrams\n",
        "from collections import Counter\n",
        "nltk.download('stopwords')\n",
        "nltk.download('punkt')\n",
        "import heapq\n",
        "\n",
        "\n",
        "# Classification\n",
        "import xgboost as xgb\n",
        "import lightgbm as lgbm\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "# Parallelize apply on Pandas\n",
        "!pip install pandarallel\n",
        "from pandarallel import pandarallel\n",
        "pandarallel.initialize()\n",
        "\n",
        "# Evaluation\n",
        "from sklearn.metrics import accuracy_score\n",
        "from sklearn.metrics import f1_score\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "#Optimization\n",
        "!pip install optuna\n",
        "import optuna\n",
        "from sklearn.metrics import log_loss\n",
        "from sklearn.model_selection import StratifiedKFold\n",
        "\n",
        "!git clone https://github.com/NVIDIA/apex\n",
        "!pip install -v --no-cache-dir --global-option=\"--cpp_ext\" --global-option=\"--cuda_ext\" ./apex\n",
        "!pip install transformers\n",
        "!pip install --upgrade tqdm\n",
        "!pip install tensorboardX\n",
        "!pip install simpletransformers\n",
        "from simpletransformers.classification import ClassificationModel\n",
        "\n",
        "import torch"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Set working directory\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "import os\n",
        "root_dir = \"/content/drive/My Drive/\"\n",
        "data = \"Colab Notebooks/data/\"\n",
        "def create_and_set_working_directory(data):\n",
        "  if os.path.isdir(root_dir + data) == False:\n",
        "    os.mkdir(root_dir + data)\n",
        "    print(root_dir + data + ' did not exist but was created.')\n",
        "  os.chdir(root_dir + data)\n",
        "  !touch 'new_file_in_working_directory.txt'\n",
        "  print('\\nYour working directory was changed to ' + root_dir + data + \\\n",
        "        \"\\n\\nAn empty text file was created there. You can also run !pwd to confirm the current working directory.\")\n",
        "\n",
        "create_and_set_working_directory(data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UowqExBVZHTn",
        "outputId": "9fcfa4a2-b3f8-4843-943b-34d46242ca40"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n",
            "\n",
            "Your working directory was changed to /content/drive/My Drive/Colab Notebooks/data/\n",
            "\n",
            "An empty text file was created there. You can also run !pwd to confirm the current working directory.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Load the preprocessed dataset\n",
        "df = pd.read_csv('enron_stylo (1).csv')"
      ],
      "metadata": {
        "id": "4MygOcYnZ8tx"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "list_authors = list(pd.DataFrame(df['From'].value_counts()[:11]).reset_index()['index'])"
      ],
      "metadata": {
        "id": "GpDI3YJWaLaG"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "list_authors"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mIYnEit_dbSx",
        "outputId": "39bb4c69-35ff-4ff4-b282-6fbb4c837ed2"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['kay.mann@enron.com',\n",
              " 'sara.shackleton@enron.com',\n",
              " 'jeff.dasovich@enron.com',\n",
              " 'chris.germany@enron.com',\n",
              " 'vince.kaminski@enron.com',\n",
              " 'tana.jones@enron.com',\n",
              " 'sally.beck@enron.com',\n",
              " 'kate.symes@enron.com',\n",
              " 'drew.fossum@enron.com',\n",
              " 'eric.bass@enron.com',\n",
              " 'matthew.lenhart@enron.com']"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sub_df = df[df['From'].isin(list_authors)]"
      ],
      "metadata": {
        "id": "q8-U6GomdmsT"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dict_nlp_enron = {}\n",
        "k=0\n",
        "for val in np.unique(sub_df.From):\n",
        "    dict_nlp_enron[val] = k\n",
        "    k += 1\n",
        "sub_df['Target'] = sub_df['From'].apply(lambda x: dict_nlp_enron[x])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YHRGeFi7dw3X",
        "outputId": "203ff538-48fc-40d8-dea8-611c53fc49b6"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-9-180dd1246881>:6: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  sub_df['Target'] = sub_df['From'].apply(lambda x: dict_nlp_enron[x])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "substr_df = train_test_split(sub_df['content'], sub_df['Target'], test_size=0.2, stratify=sub_df['Target'])\n",
        "substr_train = list(substr_df[0].index)\n",
        "substr_test = list(substr_df[1].index)\n",
        "\n",
        "dfx_train = sub_df.loc[substr_train]\n",
        "dfx_test = sub_df.loc[substr_test]\n"
      ],
      "metadata": {
        "id": "-Bmaer_yd4UZ"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#RoBertA + classification layer\n",
        "roberta_model = ClassificationModel('roberta', 'roberta-base', num_labels=11, args={'reprocess_input_data': True, 'overwrite_output_dir': True,  'num_train_epochs' : 10}, use_cuda=True)\n",
        "roberta_model.train_model(dfx_train[['content', 'Target']])"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
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        },
        "id": "1hPx-iKtd-Oh",
        "outputId": "ca723e0e-00b2-4f2b-9e7c-d5494e1f9458"
      },
      "execution_count": 11,
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "6045868c226b4451bd46e620d710ebb2",
              "version_major": 2,
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            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "model_id": "ecb650a5992e4506b92414ab886faeb4",
              "version_major": 2,
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            "text/plain": [
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            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "metadata": {
            "tags": null
          },
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Some weights of RobertaForSequenceClassification were not initialized from the model checkpoint at roberta-base and are newly initialized: ['classifier.out_proj.weight', 'classifier.dense.weight', 'classifier.out_proj.bias', 'classifier.dense.bias']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f05f1e6da914414a8d261c90bba67abd",
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              "model_id": "f68bf4b2a9264df2aae33a6ecbeeac06",
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          "metadata": {},
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        },
        {
          "metadata": {
            "tags": null
          },
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/simpletransformers/classification/classification_model.py:612: UserWarning: Dataframe headers not specified. Falling back to using column 0 as text and column 1 as labels.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "4cf3b406903a4ac39bb21d32ba373cee",
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              "model_id": "9ff1228471964d6d8b2f9d47cc7a21c1",
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            "text/plain": [
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              "model_id": "675e97fb8c554fd08dac307db4212585",
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          "metadata": {}
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        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(24850, 0.14395251248204252)"
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          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "roberta_predictions, roberta_raw_outputs = roberta_model.predict(list(dfx_test['content']))\n",
        "print(roberta_predictions[700])\n",
        "actuals = list(dfx_test['Target'])\n",
        "print(actuals[700])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 116,
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      "execution_count": 13,
      "outputs": [
        {
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            ],
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        {
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        {
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            "0\n",
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    {
      "cell_type": "code",
      "source": [
        "roberta_score = accuracy_score(roberta_predictions, dfx_test['Target'])\n",
        "f1_roberta = f1_score(roberta_predictions, dfx_test['Target'], average=\"macro\")\n",
        "print(\"The accuracy of Roberta on Enron is {}\".format(roberta_score))\n",
        "print(\"The F1-score of Roberta is {}\".format(f1_roberta))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OU4niyEzqOpW",
        "outputId": "326a199d-f8f2-4330-fd68-a373b561db3c"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The accuracy of Roberta on Enron is 0.971830985915493\n",
            "The F1-score of Roberta is 0.9709521912646747\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Style based classifier\n",
        "dfx_stylo_train = dfx_train[[\"avg_len\", \"num_short_w\", \"per_digit\", \"per_cap\", \"f_a\", \"f_b\", \"f_c\", \"f_d\", \"f_e\", \"f_f\", \"f_g\", \"f_h\", \"f_i\", \"f_j\", \"f_k\", \"f_l\", \"f_m\", \"f_n\", \"f_o\", \"f_p\", \"f_q\", \"f_r\", \"f_s\", \"f_t\", \"f_u\", \"f_v\", \"f_w\", \"f_x\", \"f_y\", \"f_z\", \"f_0\", \"f_1\", \"f_2\", \"f_3\", \"f_4\", \"f_5\", \"f_6\", \"f_7\", \"f_8\", \"f_9\", \"f_e_0\", \"f_e_1\", \"f_e_2\", \"f_e_3\", \"f_e_4\", \"f_e_5\", \"f_e_6\", \"f_e_7\", \"f_e_8\", \"f_e_9\", \"f_e_10\", \"f_e_11\", \"richness\", \"sentiment_score\"]]\n",
        "dfx_stylo_test = dfx_test[[\"avg_len\", \"num_short_w\", \"per_digit\", \"per_cap\", \"f_a\", \"f_b\", \"f_c\", \"f_d\", \"f_e\", \"f_f\", \"f_g\", \"f_h\", \"f_i\", \"f_j\", \"f_k\", \"f_l\", \"f_m\", \"f_n\", \"f_o\", \"f_p\", \"f_q\", \"f_r\", \"f_s\", \"f_t\", \"f_u\", \"f_v\", \"f_w\", \"f_x\", \"f_y\", \"f_z\", \"f_0\", \"f_1\", \"f_2\", \"f_3\", \"f_4\", \"f_5\", \"f_6\", \"f_7\", \"f_8\", \"f_9\", \"f_e_0\", \"f_e_1\", \"f_e_2\", \"f_e_3\", \"f_e_4\", \"f_e_5\", \"f_e_6\", \"f_e_7\", \"f_e_8\", \"f_e_9\", \"f_e_10\", \"f_e_11\", \"richness\", \"sentiment_score\"]]"
      ],
      "metadata": {
        "id": "qZKMiSpyrBGj"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Xgboost\n",
        "xg_model = xgb.XGBClassifier().fit(dfx_stylo_train, dfx_train['Target'])\n",
        "y_pred_xg = xg_model.predict(dfx_stylo_test)\n",
        "y_proba_xg = xg_model.predict_proba(dfx_stylo_test)\n",
        "y_proba_train_xg = xg_model.predict_proba(dfx_stylo_train)"
      ],
      "metadata": {
        "id": "tRXTVpDlrWzw"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "score_style = accuracy_score(dfx_test['Target'], y_pred_xg)\n",
        "f1_style = f1_score(dfx_test['Target'], y_pred_xg, average=\"macro\")\n",
        "print(\"The accuracy of xgb classifier on enron author style is {}\".format(score_style))\n",
        "print(\"The F1-score of xgb classifier on enron author style is {}\".format(f1_style))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aMMLEG5Nrcb8",
        "outputId": "b51bbf12-0a07-4f55-e3bd-fe13b79ac4c6"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The accuracy of xgb classifier on enron author style is 0.8378269617706238\n",
            "The F1-score of xgb classifier on enron author style is 0.8440710041201512\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Model Combination/ (RoBertA + XgBoost) -> XGBoost\n",
        "train_predictions, roberta_raw_out_train = roberta_model.predict(list(dfx_train['content']))\n",
        "feat_ROBERTA_XG_train = np.concatenate([roberta_raw_out_train, y_proba_train_xg], axis=1)\n",
        "feat_ROBERTA_XG_test = np.concatenate([roberta_raw_outputs, y_proba_xg], axis=1)\n",
        "clf_comb = xgb.XGBClassifier().fit(feat_ROBERTA_XG_train, dfx_train['Target'])\n",
        "y_pred_comb = clf_comb.predict(feat_ROBERTA_XG_test)\n",
        "score_comb = accuracy_score(dfx_test['Target'], y_pred_comb)\n",
        "f1_comb = f1_score(dfx_test['Target'], y_pred_comb, average=\"macro\")\n",
        "\n",
        "print(\"Training done, accuracy is : \", score_comb)\n",
        "print(\"Training done, f1-score is : \", f1_comb)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 116,
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            "cfb651c48e7c44fcb29dffa4c623f813",
            "e7b5c814bdb3464ca61ae0d72649885a",
            "325697b88df7459e8ac6d62f76e8f616",
            "60daa56cc4cc4c17b92b4a9c30e0d026",
            "21f6300aa5534d31b9aec15deaca889f",
            "10dd6867fd0849f6b0988ad65a780f6a",
            "7023343bf029413990e3e55c3b5256c1",
            "75921280bbca469f8d5426d1468f692c",
            "ab6ee4dff98d40c2bf36746c693057e1",
            "ce9cfa01c97341ba8449f0438b623608",
            "098e52adc1da47039b92b3fd4a2119a1"
          ]
        },
        "id": "omtSxRRrr8Dn",
        "outputId": "f17f6c2c-6654-47cc-ee5a-17b077934278"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/19880 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5988c5f35fe94a18aae10808aa960cf3"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/2485 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "cfb651c48e7c44fcb29dffa4c623f813"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training done, accuracy is :  0.9716297786720322\n",
            "Training done, f1-score is :  0.9703432155709447\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "  #Functions to extract n_gram features from text data. #Adapted from Sari et al., Topic or Style? Exploring the Most Useful Features for Authorship Attribution\n",
        "  def return_best_bi_grams(text):\n",
        "      bigrams = ngrams(text,2)\n",
        "\n",
        "      data = dict(Counter(bigrams))\n",
        "      list_ngrams = heapq.nlargest(100, data.keys(), key=lambda k: data[k])\n",
        "      return list_ngrams\n",
        "\n",
        "  def return_best_tri_grams(text):\n",
        "      trigrams = ngrams(text,3)\n",
        "\n",
        "      data = dict(Counter(trigrams))\n",
        "      list_ngrams = heapq.nlargest(100, data.keys(), key=lambda k: data[k])\n",
        "      return list_ngrams\n",
        "\n",
        "  def find_freq_n_gram_in_txt(text, list_bigram, list_trigram):\n",
        "\n",
        "      to_ret = []\n",
        "\n",
        "      num_bigrams = len(Counter(zip(text,text[1:])))\n",
        "      num_trigrams = len(Counter(zip(text,text[1:],text[2:])))\n",
        "\n",
        "      for n_gram in list_bigram:\n",
        "          to_ret.append(text.count(''.join(n_gram))/num_bigrams)\n",
        "\n",
        "      for n_gram in list_trigram:\n",
        "          to_ret.append(text.count(''.join(n_gram))/num_trigrams)\n",
        "\n",
        "      return to_ret\n"
      ],
      "metadata": {
        "id": "Cxy0Z08WsryH"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "text = \" \".join(sub_df['content'].values)\n",
        "list_bigram = return_best_bi_grams(text)\n",
        "list_trigram = return_best_tri_grams(text)\n",
        "\n",
        "feats_train = dfx_train['content'].apply(lambda x: find_freq_n_gram_in_txt(x, list_bigram, list_trigram)).values\n",
        "feats_test = dfx_test['content'].apply(lambda x: find_freq_n_gram_in_txt(x, list_bigram, list_trigram)).values\n",
        "\n",
        "feats_train = pd.DataFrame(feats_train)[0].apply(lambda x: pd.Series(x))\n",
        "feats_test = pd.DataFrame(feats_test)[0].apply(lambda x: pd.Series(x))"
      ],
      "metadata": {
        "id": "IiWb_j0av0py"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "xg_ngrams = xgb.XGBClassifier().fit(feats_train, dfx_train['Target'])\n"
      ],
      "metadata": {
        "id": "tuJbWxLu1lmc"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Xgboost\n",
        "y_pred_grams = xg_ngrams.predict(feats_test)\n",
        "y_proba_grams = xg_ngrams.predict_proba(feats_test)\n",
        "y_proba_train_grams = xg_ngrams.predict_proba(feats_train)\n",
        "score_char = accuracy_score(dfx_test['Target'], y_pred_grams)\n",
        "f1_char = f1_score(dfx_test['Target'], y_pred_grams, average=\"macro\")\n",
        "print(\"Training done, accuracy is : \", score_char)\n",
        "print(\"Training done, f1-score is : \", f1_char)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AXRaJmVa36hH",
        "outputId": "8e20c493-b42c-41ae-d2aa-ccc46278a89a"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training done, accuracy is :  0.8724346076458752\n",
            "Training done, f1-score is :  0.8683901561235416\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# RoBERta + Style + Char\n",
        "\n",
        "feat_for_BERT_full_train = np.concatenate([feat_ROBERTA_XG_train, y_proba_train_grams], axis=1)\n",
        "feat_for_BERT_full_test = np.concatenate([feat_ROBERTA_XG_test, y_proba_grams], axis=1)\n",
        "\n",
        "full_comb = LogisticRegression(random_state=0).fit(feat_for_BERT_full_train, dfx_train['Target'])\n",
        "y_pred = full_comb.predict(feat_for_BERT_full_test)\n",
        "score_comb_fin = accuracy_score(dfx_test['Target'], y_pred)\n",
        "f1_comb_fin = f1_score(dfx_test['Target'], y_pred, average=\"macro\")\n",
        "print(\"Training done, accuracy is : \", score_comb_fin)\n",
        "print(\"Training done, f1-score is : \", f1_comb_fin)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DSG4z3sg6dnT",
        "outputId": "31351e83-f0b1-4d46-dfbb-00c664fbc5cd"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training done, accuracy is :  0.971830985915493\n",
            "Training done, f1-score is :  0.9709521912646747\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ZCSQXdn58gp0"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}