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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,10 @@ | ||
| repos: | ||
| - repo: https://github.com/psf/black | ||
| rev: 23.1.0 | ||
| hooks: | ||
| - id: black | ||
| # It is recommended to specify the latest version of Python | ||
| # supported by your project here, or alternatively use | ||
| # pre-commit's default_language_version, see | ||
| # https://pre-commit.com/#top_level-default_language_version | ||
| language_version: python3.9 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,284 @@ | ||
| name: Recommender-Models | ||
| channels: | ||
| - pytorch | ||
| - nvidia | ||
| - conda-forge | ||
| - defaults | ||
| dependencies: | ||
| - _libgcc_mutex=0.1=main | ||
| - _openmp_mutex=5.1=1_gnu | ||
| - absl-py=1.3.0=py39h06a4308_0 | ||
| - aiohttp=3.8.3=py39h5eee18b_0 | ||
| - aiosignal=1.2.0=pyhd3eb1b0_0 | ||
| - anyio=3.5.0=py39h06a4308_0 | ||
| - appdirs=1.4.4=pyh9f0ad1d_0 | ||
| - argon2-cffi=21.3.0=pyhd3eb1b0_0 | ||
| - argon2-cffi-bindings=21.2.0=py39h7f8727e_0 | ||
| - asttokens=2.0.5=pyhd3eb1b0_0 | ||
| - async-timeout=4.0.2=py39h06a4308_0 | ||
| - attrs=22.1.0=py39h06a4308_0 | ||
| - babel=2.11.0=py39h06a4308_0 | ||
| - backcall=0.2.0=pyhd3eb1b0_0 | ||
| - beautifulsoup4=4.11.1=py39h06a4308_0 | ||
| - black=22.6.0=py39h06a4308_0 | ||
| - blas=1.0=mkl | ||
| - bleach=4.1.0=pyhd3eb1b0_0 | ||
| - blinker=1.4=py39h06a4308_0 | ||
| - bottleneck=1.3.5=py39h7deecbd_0 | ||
| - brotlipy=0.7.0=py39h27cfd23_1003 | ||
| - bzip2=1.0.8=h7b6447c_0 | ||
| - c-ares=1.18.1=h7f8727e_0 | ||
| - ca-certificates=2023.01.10=h06a4308_0 | ||
| - cachetools=4.2.2=pyhd3eb1b0_0 | ||
| - certifi=2022.12.7=py39h06a4308_0 | ||
| - cffi=1.15.1=py39h5eee18b_3 | ||
| - charset-normalizer=2.0.4=pyhd3eb1b0_0 | ||
| - click=8.1.3=unix_pyhd8ed1ab_2 | ||
| - comm=0.1.2=py39h06a4308_0 | ||
| - cryptography=38.0.4=py39h9ce1e76_0 | ||
| - cuda=11.7.1=0 | ||
| - cuda-cccl=11.7.91=0 | ||
| - cuda-command-line-tools=11.7.1=0 | ||
| - cuda-compiler=11.7.1=0 | ||
| - cuda-cudart=11.7.99=0 | ||
| - cuda-cudart-dev=11.7.99=0 | ||
| - cuda-cuobjdump=11.7.91=0 | ||
| - cuda-cupti=11.7.101=0 | ||
| - cuda-cuxxfilt=11.7.91=0 | ||
| - cuda-demo-suite=12.0.140=0 | ||
| - cuda-documentation=12.0.140=0 | ||
| - cuda-driver-dev=11.7.99=0 | ||
| - cuda-gdb=12.0.140=0 | ||
| - cuda-libraries=11.7.1=0 | ||
| - cuda-libraries-dev=11.7.1=0 | ||
| - cuda-memcheck=11.8.86=0 | ||
| - cuda-nsight=12.0.140=0 | ||
| - cuda-nsight-compute=12.0.1=0 | ||
| - cuda-nvcc=11.7.99=0 | ||
| - cuda-nvdisasm=12.0.140=0 | ||
| - cuda-nvml-dev=11.7.91=0 | ||
| - cuda-nvprof=12.0.146=0 | ||
| - cuda-nvprune=11.7.91=0 | ||
| - cuda-nvrtc=11.7.99=0 | ||
| - cuda-nvrtc-dev=11.7.99=0 | ||
| - cuda-nvtx=11.7.91=0 | ||
| - cuda-nvvp=12.0.146=0 | ||
| - cuda-runtime=11.7.1=0 | ||
| - cuda-sanitizer-api=12.0.140=0 | ||
| - cuda-toolkit=11.7.1=0 | ||
| - cuda-tools=11.7.1=0 | ||
| - cuda-visual-tools=11.7.1=0 | ||
| - dbus=1.13.18=hb2f20db_0 | ||
| - debugpy=1.5.1=py39h295c915_0 | ||
| - decorator=5.1.1=pyhd3eb1b0_0 | ||
| - defusedxml=0.7.1=pyhd3eb1b0_0 | ||
| - docker-pycreds=0.4.0=py_0 | ||
| - entrypoints=0.4=py39h06a4308_0 | ||
| - executing=0.8.3=pyhd3eb1b0_0 | ||
| - expat=2.4.9=h6a678d5_0 | ||
| - ffmpeg=4.3=hf484d3e_0 | ||
| - flit-core=3.6.0=pyhd3eb1b0_0 | ||
| - fontconfig=2.14.1=h52c9d5c_1 | ||
| - freetype=2.12.1=h4a9f257_0 | ||
| - frozenlist=1.3.3=py39h5eee18b_0 | ||
| - gds-tools=1.5.1.14=0 | ||
| - giflib=5.2.1=h5eee18b_1 | ||
| - gitdb=4.0.10=pyhd8ed1ab_0 | ||
| - gitpython=3.1.30=pyhd8ed1ab_0 | ||
| - glib=2.69.1=he621ea3_2 | ||
| - gmp=6.2.1=h295c915_3 | ||
| - gnutls=3.6.15=he1e5248_0 | ||
| - google-auth=2.6.0=pyhd3eb1b0_0 | ||
| - google-auth-oauthlib=0.4.4=pyhd3eb1b0_0 | ||
| - grpcio=1.42.0=py39hce63b2e_0 | ||
| - gst-plugins-base=1.14.0=h8213a91_2 | ||
| - gstreamer=1.14.0=h28cd5cc_2 | ||
| - icu=58.2=he6710b0_3 | ||
| - idna=3.4=py39h06a4308_0 | ||
| - importlib-metadata=4.11.3=py39h06a4308_0 | ||
| - intel-openmp=2021.4.0=h06a4308_3561 | ||
| - ipykernel=6.19.2=py39hb070fc8_0 | ||
| - ipython=8.8.0=py39h06a4308_0 | ||
| - ipython_genutils=0.2.0=pyhd3eb1b0_1 | ||
| - ipywidgets=7.6.5=pyhd3eb1b0_1 | ||
| - jedi=0.18.1=py39h06a4308_1 | ||
| - jinja2=3.1.2=py39h06a4308_0 | ||
| - jpeg=9e=h7f8727e_0 | ||
| - json5=0.9.6=pyhd3eb1b0_0 | ||
| - jsonschema=4.16.0=py39h06a4308_0 | ||
| - jupyter=1.0.0=py39h06a4308_8 | ||
| - jupyter_client=7.4.9=py39h06a4308_0 | ||
| - jupyter_console=6.4.4=py39h06a4308_0 | ||
| - jupyter_core=5.1.1=py39h06a4308_0 | ||
| - jupyter_server=1.23.4=py39h06a4308_0 | ||
| - jupyterlab=3.5.3=py39h06a4308_0 | ||
| - jupyterlab_pygments=0.1.2=py_0 | ||
| - jupyterlab_server=2.16.5=py39h06a4308_0 | ||
| - jupyterlab_widgets=1.0.0=pyhd3eb1b0_1 | ||
| - krb5=1.19.4=h568e23c_0 | ||
| - lame=3.100=h7b6447c_0 | ||
| - lcms2=2.12=h3be6417_0 | ||
| - ld_impl_linux-64=2.38=h1181459_1 | ||
| - lerc=3.0=h295c915_0 | ||
| - libclang=10.0.1=default_hb85057a_2 | ||
| - libcublas=11.10.3.66=0 | ||
| - libcublas-dev=11.10.3.66=0 | ||
| - libcufft=10.7.2.124=h4fbf590_0 | ||
| - libcufft-dev=10.7.2.124=h98a8f43_0 | ||
| - libcufile=1.5.1.14=0 | ||
| - libcufile-dev=1.5.1.14=0 | ||
| - libcurand=10.3.1.124=0 | ||
| - libcurand-dev=10.3.1.124=0 | ||
| - libcusolver=11.4.0.1=0 | ||
| - libcusolver-dev=11.4.0.1=0 | ||
| - libcusparse=11.7.4.91=0 | ||
| - libcusparse-dev=11.7.4.91=0 | ||
| - libdeflate=1.8=h7f8727e_5 | ||
| - libedit=3.1.20221030=h5eee18b_0 | ||
| - libevent=2.1.12=h8f2d780_0 | ||
| - libffi=3.4.2=h6a678d5_6 | ||
| - libgcc-ng=11.2.0=h1234567_1 | ||
| - libgomp=11.2.0=h1234567_1 | ||
| - libiconv=1.16=h7f8727e_2 | ||
| - libidn2=2.3.2=h7f8727e_0 | ||
| - libllvm10=10.0.1=hbcb73fb_5 | ||
| - libnpp=11.7.4.75=0 | ||
| - libnpp-dev=11.7.4.75=0 | ||
| - libnvjpeg=11.8.0.2=0 | ||
| - libnvjpeg-dev=11.8.0.2=0 | ||
| - libpng=1.6.37=hbc83047_0 | ||
| - libpq=12.9=h16c4e8d_3 | ||
| - libprotobuf=3.20.3=he621ea3_0 | ||
| - libsodium=1.0.18=h7b6447c_0 | ||
| - libstdcxx-ng=11.2.0=h1234567_1 | ||
| - libtasn1=4.16.0=h27cfd23_0 | ||
| - libtiff=4.5.0=h6a678d5_1 | ||
| - libunistring=0.9.10=h27cfd23_0 | ||
| - libuuid=1.41.5=h5eee18b_0 | ||
| - libwebp=1.2.4=h11a3e52_0 | ||
| - libwebp-base=1.2.4=h5eee18b_0 | ||
| - libxcb=1.15=h7f8727e_0 | ||
| - libxkbcommon=1.0.1=hfa300c1_0 | ||
| - libxml2=2.9.14=h74e7548_0 | ||
| - libxslt=1.1.35=h4e12654_0 | ||
| - lxml=4.9.1=py39h1edc446_0 | ||
| - lz4-c=1.9.4=h6a678d5_0 | ||
| - markdown=3.4.1=py39h06a4308_0 | ||
| - markupsafe=2.1.1=py39h7f8727e_0 | ||
| - matplotlib-inline=0.1.6=py39h06a4308_0 | ||
| - mistune=0.8.4=py39h27cfd23_1000 | ||
| - mkl=2021.4.0=h06a4308_640 | ||
| - mkl-service=2.4.0=py39h7f8727e_0 | ||
| - mkl_fft=1.3.1=py39hd3c417c_0 | ||
| - mkl_random=1.2.2=py39h51133e4_0 | ||
| - multidict=6.0.2=py39h5eee18b_0 | ||
| - mypy_extensions=0.4.3=py39h06a4308_1 | ||
| - nbclassic=0.4.8=py39h06a4308_0 | ||
| - nbclient=0.5.13=py39h06a4308_0 | ||
| - nbconvert=6.5.4=py39h06a4308_0 | ||
| - nbformat=5.7.0=py39h06a4308_0 | ||
| - ncurses=6.4=h6a678d5_0 | ||
| - nest-asyncio=1.5.6=py39h06a4308_0 | ||
| - nettle=3.7.3=hbbd107a_1 | ||
| - notebook=6.5.2=py39h06a4308_0 | ||
| - notebook-shim=0.2.2=py39h06a4308_0 | ||
| - nsight-compute=2022.4.1.6=0 | ||
| - nspr=4.33=h295c915_0 | ||
| - nss=3.74=h0370c37_0 | ||
| - numexpr=2.8.4=py39he184ba9_0 | ||
| - numpy=1.23.5=py39h14f4228_0 | ||
| - numpy-base=1.23.5=py39h31eccc5_0 | ||
| - oauthlib=3.2.1=py39h06a4308_0 | ||
| - openh264=2.1.1=h4ff587b_0 | ||
| - openssl=1.1.1t=h7f8727e_0 | ||
| - packaging=22.0=py39h06a4308_0 | ||
| - pandas=1.5.2=py39h417a72b_0 | ||
| - pandocfilters=1.5.0=pyhd3eb1b0_0 | ||
| - parso=0.8.3=pyhd3eb1b0_0 | ||
| - pathspec=0.10.3=py39h06a4308_0 | ||
| - pathtools=0.1.2=py_1 | ||
| - pcre=8.45=h295c915_0 | ||
| - pexpect=4.8.0=pyhd3eb1b0_3 | ||
| - pickleshare=0.7.5=pyhd3eb1b0_1003 | ||
| - pillow=9.3.0=py39h6a678d5_2 | ||
| - pip=22.3.1=py39h06a4308_0 | ||
| - platformdirs=2.5.2=py39h06a4308_0 | ||
| - ply=3.11=py39h06a4308_0 | ||
| - prometheus_client=0.14.1=py39h06a4308_0 | ||
| - prompt-toolkit=3.0.36=py39h06a4308_0 | ||
| - prompt_toolkit=3.0.36=hd3eb1b0_0 | ||
| - protobuf=3.20.3=py39h6a678d5_0 | ||
| - psutil=5.9.0=py39h5eee18b_0 | ||
| - ptyprocess=0.7.0=pyhd3eb1b0_2 | ||
| - pure_eval=0.2.2=pyhd3eb1b0_0 | ||
| - pyasn1=0.4.8=pyhd3eb1b0_0 | ||
| - pyasn1-modules=0.2.8=py_0 | ||
| - pycparser=2.21=pyhd3eb1b0_0 | ||
| - pygments=2.11.2=pyhd3eb1b0_0 | ||
| - pyjwt=2.4.0=py39h06a4308_0 | ||
| - pyopenssl=22.0.0=pyhd3eb1b0_0 | ||
| - pyqt=5.15.7=py39h6a678d5_1 | ||
| - pyqt5-sip=12.11.0=py39h6a678d5_1 | ||
| - pyrsistent=0.18.0=py39heee7806_0 | ||
| - pysocks=1.7.1=py39h06a4308_0 | ||
| - python=3.9.16=h7a1cb2a_0 | ||
| - python-dateutil=2.8.2=pyhd3eb1b0_0 | ||
| - python-fastjsonschema=2.16.2=py39h06a4308_0 | ||
| - python_abi=3.9=2_cp39 | ||
| - pytorch=1.13.1=py3.9_cuda11.7_cudnn8.5.0_0 | ||
| - pytorch-cuda=11.7=h67b0de4_1 | ||
| - pytorch-mutex=1.0=cuda | ||
| - pytz=2022.7=py39h06a4308_0 | ||
| - pyyaml=6.0=py39hb9d737c_4 | ||
| - pyzmq=23.2.0=py39h6a678d5_0 | ||
| - qt-main=5.15.2=h327a75a_7 | ||
| - qt-webengine=5.15.9=hd2b0992_4 | ||
| - qtconsole=5.4.0=py39h06a4308_0 | ||
| - qtpy=2.2.0=py39h06a4308_0 | ||
| - qtwebkit=5.212=h4eab89a_4 | ||
| - readline=8.2=h5eee18b_0 | ||
| - requests=2.28.1=py39h06a4308_0 | ||
| - requests-oauthlib=1.3.0=py_0 | ||
| - rsa=4.7.2=pyhd3eb1b0_1 | ||
| - send2trash=1.8.0=pyhd3eb1b0_1 | ||
| - sentry-sdk=1.15.0=pyhd8ed1ab_0 | ||
| - setproctitle=1.2.2=py39hb9d737c_2 | ||
| - setuptools=65.6.3=py39h06a4308_0 | ||
| - sip=6.6.2=py39h6a678d5_0 | ||
| - six=1.16.0=pyhd3eb1b0_1 | ||
| - smmap=3.0.5=pyh44b312d_0 | ||
| - sniffio=1.2.0=py39h06a4308_1 | ||
| - soupsieve=2.3.2.post1=py39h06a4308_0 | ||
| - sqlite=3.40.1=h5082296_0 | ||
| - stack_data=0.2.0=pyhd3eb1b0_0 | ||
| - tensorboard=2.10.0=py39h06a4308_0 | ||
| - tensorboard-data-server=0.6.1=py39h52d8a92_0 | ||
| - tensorboard-plugin-wit=1.8.1=py39h06a4308_0 | ||
| - terminado=0.17.1=py39h06a4308_0 | ||
| - tinycss2=1.2.1=py39h06a4308_0 | ||
| - tk=8.6.12=h1ccaba5_0 | ||
| - toml=0.10.2=pyhd3eb1b0_0 | ||
| - tomli=2.0.1=py39h06a4308_0 | ||
| - torchaudio=0.13.1=py39_cu117 | ||
| - torchvision=0.14.1=py39_cu117 | ||
| - tornado=6.2=py39h5eee18b_0 | ||
| - traitlets=5.7.1=py39h06a4308_0 | ||
| - typing-extensions=4.4.0=py39h06a4308_0 | ||
| - typing_extensions=4.4.0=py39h06a4308_0 | ||
| - tzdata=2022g=h04d1e81_0 | ||
| - urllib3=1.26.14=py39h06a4308_0 | ||
| - wandb=0.13.10=pyhd8ed1ab_0 | ||
| - wcwidth=0.2.5=pyhd3eb1b0_0 | ||
| - webencodings=0.5.1=py39h06a4308_1 | ||
| - websocket-client=0.58.0=py39h06a4308_4 | ||
| - werkzeug=2.2.2=py39h06a4308_0 | ||
| - wheel=0.37.1=pyhd3eb1b0_0 | ||
| - widgetsnbextension=3.5.2=py39h06a4308_0 | ||
| - xz=5.2.10=h5eee18b_1 | ||
| - yaml=0.2.5=h7f98852_2 | ||
| - yarl=1.8.1=py39h5eee18b_0 | ||
| - zeromq=4.3.4=h2531618_0 | ||
| - zipp=3.11.0=py39h06a4308_0 | ||
| - zlib=1.2.13=h5eee18b_0 | ||
| - zstd=1.5.2=ha4553b6_0 | ||
| prefix: /local/data1/pathi619/envs/Recommender-Models |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,96 @@ | ||
| import os | ||
| import pickle | ||
| import json | ||
| import numpy as np | ||
| import pandas as pd | ||
|
|
||
|
|
||
| def get_low_frequency_items(data_dir, quantile, item_col_name): | ||
| # Read data | ||
| if "csv" in str(data_dir): | ||
| data = pd.read_pickle(data_dir) | ||
| elif "json" in str(data_dir): | ||
| data = pd.read_json(data_dir, orient="records", lines=True) | ||
| else: | ||
| data = pd.read_pickle(data_dir) | ||
|
|
||
| # Get sorted item frequency | ||
| sorted_freq = data[item_col_name].value_counts().sort_values(ascending=False) | ||
| freq_thresh = np.quantile(sorted_freq, q=quantile) | ||
|
|
||
| # Get itemIDs with frequency smaller than thresh | ||
| unpopular_items = sorted_freq[sorted_freq < freq_thresh].index.values | ||
|
|
||
| return unpopular_items | ||
|
|
||
|
|
||
| def save_freq_to_file(data_dir, target_dir, quantile=0.9, item_col_name="item_id"): | ||
| unpopular_items = get_low_frequency_items( | ||
| data_dir, quantile=quantile, item_col_name=item_col_name | ||
| ) | ||
|
|
||
| unpopular_items = unpopular_items.tolist() | ||
|
|
||
| with open(os.path.join(target_dir, "unpopular_items.json"), "w") as f: | ||
| json.dump(unpopular_items, f) | ||
|
|
||
|
|
||
| def load_unpopular_items(data_dir): | ||
| """ | ||
| Loads list from directory and returns it as set. | ||
| """ | ||
| if "pkl" in data_dir: | ||
| with open(data_dir, "rb") as f: | ||
| unpopular_items = pickle.load(f) | ||
| else: | ||
| with open(data_dir, "r") as f: | ||
| unpopular_items = json.load(f) | ||
| return set(unpopular_items) | ||
|
|
||
|
|
||
| if __name__ == "__main__": | ||
| import os | ||
| import pathlib | ||
| from argparse import ArgumentParser | ||
|
|
||
| parser = ArgumentParser(description="Write unpopular items to file") | ||
|
|
||
| parser.add_argument( | ||
| "-f", | ||
| "--filename", | ||
| help="all events file path", | ||
| metavar="FILE", | ||
| required=True, | ||
| ) | ||
|
|
||
| parser.add_argument( | ||
| "-t", | ||
| "--targetdir", | ||
| help="target directory where to save file", | ||
| required=True, | ||
| ) | ||
|
|
||
| parser.add_argument( | ||
| "-q", | ||
| "--quantile", | ||
| help="quantile to check - e.g. 0.9, 90% of all items included", | ||
| required=False, | ||
| type=float, | ||
| ) | ||
|
|
||
| parser.add_argument( | ||
| "-i", | ||
| "--item_col_name", | ||
| help="name of itemID column in data file", | ||
| required=False, | ||
| ) | ||
|
|
||
| # Get filepath as arg | ||
| args = parser.parse_args() | ||
| config_path = pathlib.Path(args.filename) | ||
| save_freq_to_file( | ||
| config_path.absolute(), | ||
| quantile=args.quantile, | ||
| target_dir=args.targetdir, | ||
| item_col_name=args.item_col_name, | ||
| ) |
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