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        "author": "Alexander Litvinov",
        "author_email": "alektron@yandex.ru",
        "bugtrack_url": null,
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        "description": "# PyModelManager\nPyModelManager \u044d\u0442\u043e Python \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u043b\u044f \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 ModelManager API.\n\n## \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\n\n```bash\n$ pip install PyModelManager\n```\n\n## \u041f\u0440\u0438\u043c\u0435\u0440 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f\n\n```python\nfrom modelmanager import ModelManager\n\n# \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0437\u0434\u0430\u0435\u043c \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 ModelManager\nmm = ModelManager(base_url='http://{hostname}/api', login='{login}', password='{password}')\n\n# \u041f\u043e\u043b\u0443\u0447\u0438\u043c \u0441\u043f\u0438\u0441\u043e\u043a \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432\nprojects = mm.get_projects()\n\n# \u041f\u043e\u043b\u0443\u0447\u0438\u043c \u0432\u0441\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432\nmodels = [project.get_models() for project in projects]\n\n# \u0412\u044b\u0432\u043e\u0434\u0438\u043c \u0432 stdout \u0432\u0441\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\nfor model in models:\n    print(model)\n\n# \u041f\u043e\u043b\u0443\u0447\u0438\u043c \u0440\u0435\u0435\u0441\u0442\u0440 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432\nregistry = mm.get_feature_registry()\n\n# \u041f\u043e\u043b\u0443\u0447\u0438\u043c \u0441\u043f\u0438\u0441\u043e\u043a \u0432\u0441\u0435\u0445 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432\nfeatures = registry.all()\n\n# \u0412\u044b\u0432\u043e\u0434\u0438\u043c \u0432 stdout \u0432\u0441\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0438\nfor feature in features:\n    print('Feature: %s, %s' % (feature.name, feature.description))\n    \n# \u0421\u043e\u0437\u0434\u0430\u0434\u0438\u043c \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\nfeature = registry.create('birthday', \"\u0414\u0430\u0442\u0430 \u0440\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 'yyyy-mm-dd'\")\n\n# \u0418\u0437\u043c\u0435\u043d\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\nfeature.description = \"\u0414\u0430\u0442\u0430 \u0440\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 'yyyy.mm.dd\"\nfeature.update()\n\n# \u0423\u0434\u0430\u043b\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\nregistry.delete(feature)\n\n# \u0421\u043e\u0437\u0434\u0430\u0434\u0438\u043c \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\nmodel = project.create_model(\n            author='RAffghi',\n            name='Africa Economic, Banking and Systemic Crisis',\n            title='Africa Economic, Banking and Systemic Crisis',\n            description='Africa Economic, Banking and Systemic Crisis : A Logistic Regression Model Approch',\n            algorithm='LogisticRegression',\n            label='no_crisis',\n            features=[feature(name) for name in ['case', 'cc3', 'country', 'year', 'systemic_crisis', 'exch_usd',\n             'domestic_debt_in_default', 'sovereign_external_debt_default',\n             'gdp_weighted_default', 'inflation_annual_cpi', 'independence',\n             'currency_crises', 'inflation_crises', 'banking_crisis']],\n            characteristics={}\n        )\n\n# \u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\nmodel.delete()\n\n# \u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0431\u0438\u043d\u0430\u0440\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u043c\u043e\u0434\u0435\u043b\u0438\nfile = '/your/model/file/path'\nmodel.upload(file)\n\n# \u0421\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0435 \u0431\u0438\u043d\u0430\u0440\u043d\u043e\u0433\u043e \u0444\u0430\u043b\u0430 \u043c\u043e\u0434\u0435\u043b\u0438\nbytes = model.download()\n```\n\n## \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f\n\nTBD\n\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\n```bash\npython3 setup.py sdist\npython3 -m twine upload --repository-url https://upload.pypi.org/legacy/ dist/*\n```",
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