{
    "info": {
        "author": "Michael Butlitsky",
        "author_email": "aristofun@yandex.ru",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 2 - Pre-Alpha",
            "Environment :: Console",
            "Intended Audience :: Developers",
            "Intended Audience :: Education",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Software Development",
            "Topic :: Software Development :: Libraries",
            "Topic :: Software Development :: Libraries :: Python Modules"
        ],
        "description": "\n<image src=\"https://github.com/aristofun/sizif/raw/master/pic.png\" align=\"right\" width=240 />\n\n# DL backup/restore nano framework\n\nAuto backup/restore model snapshots of deep learning models:\n\n- to/from local filesystem\n- to/from remote FTP server\n\nCurrent version supports only Keras >= 2.2 models. You're welcome to contribute.\n\n\n# Usage\n\n```commandline\npip3 install sizif\n```\n\nFTP Keras checkpoints backup/restore: \n\n```python\nfrom sizif.keras import KerasModelWrapper\nfrom sizif.storage import FTPFileCheckpointsMonitor\n\n# your compiled Keras Model instance\nmodel = build_model()  \n\n\n# Local filesystem snapshots monitor with FTP backup/restore \n# Different model architectures should have different version parameter\n# other parameters similar to Keras ModelCheckpoint\n# See sizif.storage.FileCheckpointsMonitor for local file only backup/restore \ncpm = FTPFileCheckpointsMonitor(1,\n                               'weights.{epoch:03d}-vl{val_loss:.3f}-va{val_acc:.3f}.hdf5',\n                               local_folder='/snapshots_local_dir',\n                               remote_folder='/snapshots_ftp_dir',\n                               host='ftp.your-host.com', login='your_ftp_login',\n                               password='your_ftp_password',\n                               die_on_ftperrors=True,\n                               rotate_number=3,\n                               monitor='val_loss',\n                               verbose=1,\n                               save_best_only=False,\n                               save_weights_only=True,\n                               mode='auto',\n                               period=1)\n\n# Keras wrapper, proxies all calls to the model\n# except `fit` and `fit_generator` \u2014 which are surrounded \n# by automated model state backup/recovery   \nkm = KerasModelWrapper(model, cpm)\n\n# all method parameters are proxied to Keras as is except callbacks\n# callbacks are extended with `cpm` listener \nkm.fit_generator(training_set_generator,\n                 epochs=25,\n                 validation_data=test_set_generator,\n                 callbacks=[tboard])\n``` \n\nSee sources for detailed docstrings\n\n## TODO: \n- SSH/S3/Dropbox uploading monitors\n- Tensorflow/Pytorch models support\n\n## Tests\n\n```commandline\npython3 -m unittest \n```\n\n## Dependencies\n- numpy ~> 1.15\n- Keras ~> 2.2\n\n## License\n\nThis project is released under the MIT license.\n\n\n",
        "description_content_type": "text/markdown",
        "docs_url": null,
        "download_url": "",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/aristofun/sizif",
        "keywords": "",
        "license": "",
        "maintainer": "",
        "maintainer_email": "",
        "name": "sizif",
        "package_url": "https://pypi.org/project/sizif/",
        "platform": "",
        "project_url": "https://pypi.org/project/sizif/",
        "project_urls": {
            "Homepage": "https://github.com/aristofun/sizif"
        },
        "release_url": "https://pypi.org/project/sizif/0.0.7/",
        "requires_dist": [
            "numpy (>=1.12)",
            "Keras (>=2.2)"
        ],
        "requires_python": "",
        "summary": "Deep learning Keras models lifecycle management backup/restore nano framework",
        "version": "0.0.7"
    },
    "last_serial": 4302180,
    "releases": {
        "0.0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "cfcae5e7237d5b2c9658ffcd46b787c8",
                    "sha256": "2da16e32f3347f3c4a9b13141b40aebbb2de3ff22f7ecb23e120d00a1de2cbdb"
                },
                "downloads": -1,
                "filename": "sizif-0.0.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "cfcae5e7237d5b2c9658ffcd46b787c8",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 8106,
                "upload_time": "2018-09-18T15:35:06",
                "url": "https://files.pythonhosted.org/packages/53/8f/a6b03d99dc8c41ea1ea6723d80ab0f744eb381e109ea65021f225b3e26ef/sizif-0.0.1-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "8cb767805540cb68563ac1382f4cb234",
                    "sha256": "1835999d7fb42cad2e68ed4a7e16754d407b0ef2d1022161d1465690b357df48"
                },
                "downloads": -1,
                "filename": "sizif-0.0.1.tar.gz",
                "has_sig": false,
                "md5_digest": "8cb767805540cb68563ac1382f4cb234",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6465,
                "upload_time": "2018-09-18T15:35:08",
                "url": "https://files.pythonhosted.org/packages/7a/4a/4eee9bbb64a8f0b921b1821b8176832ce524ff1478d97ffb6c4971d5530c/sizif-0.0.1.tar.gz"
            }
        ],
        "0.0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "df343c8a94f77136349142e90fe6f2db",
                    "sha256": "bbff466228254da8996e4f70051bf9297ef6ebb40bd19de66fc7efced837f54a"
                },
                "downloads": -1,
                "filename": "sizif-0.0.2-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "df343c8a94f77136349142e90fe6f2db",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 8214,
                "upload_time": "2018-09-18T16:20:38",
                "url": "https://files.pythonhosted.org/packages/5b/8c/5386c5266ec5308443231cea9bebaba30c965bd4886278d1c3a604d1d7c9/sizif-0.0.2-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "ed3eb50029b3aff5036e933ee8bf5c8d",
                    "sha256": "4be8765be0962ff7dba8c8dab9b77317344b1ebdc8bf817768db4c73c64dd261"
                },
                "downloads": -1,
                "filename": "sizif-0.0.2.tar.gz",
                "has_sig": false,
                "md5_digest": "ed3eb50029b3aff5036e933ee8bf5c8d",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6555,
                "upload_time": "2018-09-18T16:20:39",
                "url": "https://files.pythonhosted.org/packages/37/bf/c99b6144b8051efab5ef0d38262e2dbd7808fd92539907ef85e19f808dc2/sizif-0.0.2.tar.gz"
            }
        ],
        "0.0.6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "23e81c5aa1892fe0eff4be8949880cc5",
                    "sha256": "76f0ea8f1e3766fd9df1668b6cb9a09a0fc1775aad07e35898543a42cb96af33"
                },
                "downloads": -1,
                "filename": "sizif-0.0.6-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "23e81c5aa1892fe0eff4be8949880cc5",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 13208,
                "upload_time": "2018-09-23T15:07:03",
                "url": "https://files.pythonhosted.org/packages/d0/99/0720e616a41e0102b2a32e1c7728295f301f0cd49eff7dbf6565eba80e81/sizif-0.0.6-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "4f459a16234d866169201c57322511a7",
                    "sha256": "9950fc7aa09a23f0e6aae6552b0fdb14f692877598e7bdbbaad26037038e0df4"
                },
                "downloads": -1,
                "filename": "sizif-0.0.6.tar.gz",
                "has_sig": false,
                "md5_digest": "4f459a16234d866169201c57322511a7",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 11052,
                "upload_time": "2018-09-23T15:07:04",
                "url": "https://files.pythonhosted.org/packages/df/72/b30304b9b2ed568eaee2b0f08477e79d4892159494542bc808ba22665184/sizif-0.0.6.tar.gz"
            }
        ],
        "0.0.7": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "42c06627436f6e48638efc35b21365e5",
                    "sha256": "0817626277f61d9ffc035b07a353c65cdbd47c5e07a783be2bd9415be0ad0306"
                },
                "downloads": -1,
                "filename": "sizif-0.0.7-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "42c06627436f6e48638efc35b21365e5",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 13232,
                "upload_time": "2018-09-23T15:51:36",
                "url": "https://files.pythonhosted.org/packages/b3/77/5a9e29e41a5135c33bc90b8229f96a8ea6bd4c54fffbf520674be194fc76/sizif-0.0.7-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "433cc44122e34bcc927e207e6b0d1129",
                    "sha256": "d9b3e9da82535844c87f640091588ebf97af238738f78fc034935efded029101"
                },
                "downloads": -1,
                "filename": "sizif-0.0.7.tar.gz",
                "has_sig": false,
                "md5_digest": "433cc44122e34bcc927e207e6b0d1129",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 11071,
                "upload_time": "2018-09-23T15:51:38",
                "url": "https://files.pythonhosted.org/packages/f7/5f/4aa4954f73d9b8ca3bcc02f9807e93f254b2147535d3acbb22fa0d0c39cc/sizif-0.0.7.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "42c06627436f6e48638efc35b21365e5",
                "sha256": "0817626277f61d9ffc035b07a353c65cdbd47c5e07a783be2bd9415be0ad0306"
            },
            "downloads": -1,
            "filename": "sizif-0.0.7-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "42c06627436f6e48638efc35b21365e5",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": null,
            "size": 13232,
            "upload_time": "2018-09-23T15:51:36",
            "url": "https://files.pythonhosted.org/packages/b3/77/5a9e29e41a5135c33bc90b8229f96a8ea6bd4c54fffbf520674be194fc76/sizif-0.0.7-py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "433cc44122e34bcc927e207e6b0d1129",
                "sha256": "d9b3e9da82535844c87f640091588ebf97af238738f78fc034935efded029101"
            },
            "downloads": -1,
            "filename": "sizif-0.0.7.tar.gz",
            "has_sig": false,
            "md5_digest": "433cc44122e34bcc927e207e6b0d1129",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 11071,
            "upload_time": "2018-09-23T15:51:38",
            "url": "https://files.pythonhosted.org/packages/f7/5f/4aa4954f73d9b8ca3bcc02f9807e93f254b2147535d3acbb22fa0d0c39cc/sizif-0.0.7.tar.gz"
        }
    ]
}