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    "info": {
        "author": "Anton Telyshev",
        "author_email": "anton.telishev@yandex.ru",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 3 - Alpha",
            "Environment :: MacOS X",
            "License :: OSI Approved :: MIT License",
            "Natural Language :: Russian",
            "Programming Language :: Python :: 3.7",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
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        "description": "## \u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439 \u0432 \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438 \u0431\u043e\u0440\u0442\u043e\u0432\u043e\u0433\u043e \u0444\u0443\u0440\u044c\u0435-\u0441\u043f\u0435\u043a\u0442\u0440\u043e\u043c\u0435\u0442\u0440\u0430 \u0418\u041a\u0424\u0421-2\n\n#### \u0412\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432 \u0441\u0435\u0431\u044f:\n* \u041c\u043e\u0434\u0443\u043b\u044c \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430\n* \u041c\u043e\u0434\u0443\u043b\u044c \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430:\n    * LSTM-\u043f\u0440\u0435\u0434\u0438\u043a\u0442\u043e\u0440\n    * LSTM-\u0430\u0432\u0442\u043e\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0449\u0438\u043a\n\n#### \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0440\u0430\u0431\u043e\u0442\u044b:\n\n1 . \u0421\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0444\u0430\u0439\u043b\n```bash\n$ ikfs-anomaly-detector dump-config\n$ mv default_config.yml /tmp/myconfig.yml\n```\n\n2 . \u0423\u043a\u0430\u0437\u0430\u0442\u044c \u0432 \u043d\u0451\u043c \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043e\u0434\u0438\u043d\u043e\u0447\u043d\u044b\u0435 \u0441\u0438\u0433\u043d\u0430\u043b\u044b \u0438 \u0433\u0440\u0443\u043f\u043f\u044b \u0441\u0438\u0433\u043d\u0430\u043b\u043e\u0432,\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430\n```yml\n# \u0414\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u0434\u043b\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439\nmodels_dir: '/tmp/ikfs_anomaly_detector/models'\n\n# \u0414\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u0441 \u043b\u043e\u0433\u0430\u043c\u0438 tensorboard [\u043e\u043f\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e]\ntensorboard_dir: ''  \n\n# \u0414\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c\u0438\nanalysis_result_dir: /tmp/ikfs_anomaly_detection/results  \n\n# \u041e\u0434\u0438\u043d\u043e\u0447\u043d\u044b\u0435 \u0441\u0438\u0433\u043d\u0430\u043b\u044b \u0434\u043b\u044f LSTM-\u043f\u0440\u0435\u0434\u0438\u043a\u0442\u043e\u0440\u0430\npredictor_for:\n- PptRiple\n...\n\n# \u0413\u0440\u0443\u043f\u043f\u044b \u0441\u0438\u0433\u043d\u0430\u043b\u043e\u0432 \u0434\u043b\u044f LSTM-\u0430\u0432\u0442\u043e\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0449\u0438\u043a\u0430\nautoencoder_for:\n  bfk:\n  - BfkCntErrCrc\n  - BfkCntErrRxBufAlloc\n  - BfkCntErrRxPacket\n  ...\n\n  mygroup:\n  - StrSensorMi1\n  - BpopCntErrCrc\n\nthresholds:\n  # \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e\n  default:\n    rules: 0.55  # \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439 \u0434\u043b\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440\u0430\n\n    # \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439 \u0434\u043b\u044f \u0433\u0440\u0443\u043f\u043f \u0438 \u043e\u0434\u0438\u043d\u043e\u0447\u043d\u044b\u0445 \u0441\u0438\u0433\u043d\u0430\u043b\u043e\u0432\n    bfk: 0.2\n    bpop: 0.4\n    bud: 6.0\n    bud_board: 15.0\n    fp: 0.7\n    mi: 0.4\n    mk: 0.09\n    ppt: 0.27\n    ppt_direction: 0.1\n    str: 0.05\n    PptRiple: 100\n    PptSampleCount: 100\n    ScannerAngle: 610\n    Str27V: 210\n    StrSensorTu1: 100\n    StrSensorTu2: 100\n\n  # \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430\n  METM2_9181_9174_1VIE2-IMR_8_IKFS-2_01P8:\n    mi: 0.9\n    mk: 0.19\n    fp: 1.\n    ppt_direction: 0.015\n```\n\n3 . \u041f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b\n```bash\n$ ikfs-anomaly-detector train --telemetry-dir /Downloads/good_data -c /tmp/myconfig.yml\n```\n\n4 . \u0412\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438 \n```bash\n$ ikfs-anomaly-detector analyze --telemetry-file /Downloads/bad_data/METM2_9181_9174_1VIE2-IMR_8_IKFS-2_01P8.tlm.h5 -c /tmp/myconfig.yml\n```\n\n5 . \u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b (\u0444\u0443\u043a\u043d\u0446\u0438\u0438 \u043e\u0448\u0438\u0431\u043e\u043a \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0438\u0437 \u0441\u0438\u0433\u043d\u0430\u043b\u043e\u0432) \u0438 \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u043e\u0434\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0433\u0440\u0430\u043d\u0438\u0446\u044b\n\n6 . \u0412\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438\n```bash\n$ ikfs-anomaly-detector analyze --full-report --telemetry-file /Downloads/bad_data/METM2_9181_9174_1VIE2-IMR_8_IKFS-2_01P8.tlm.h5 -c /tmp/myconfig.yml\n```\n\n\n",
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