{ "info": { "author": "CyberZHG", "author_email": "CyberZHG@users.noreply.github.com", "bugtrack_url": null, "classifiers": [ "License :: OSI Approved :: MIT License", "Operating System :: OS Independent", "Programming Language :: Python :: 3" ], "description": "# Keras Layer Normalization\n\n[![Version](https://img.shields.io/pypi/v/keras-layer-normalization.svg)](https://pypi.org/project/keras-layer-normalization/)\n![License](https://img.shields.io/pypi/l/keras-layer-normalization.svg)\n\nImplementation of the paper: [Layer Normalization](https://arxiv.org/pdf/1607.06450.pdf)\n\n## Install\n\n```bash\npip install keras-layer-normalization\n```\n\n## Usage\n\n```python\nfrom tensorflow import keras\nfrom keras_layer_normalization import LayerNormalization\n\n\ninput_layer = keras.layers.Input(shape=(2, 3))\nnorm_layer = LayerNormalization()(input_layer)\nmodel = keras.models.Model(inputs=input_layer, outputs=norm_layer)\nmodel.compile(optimizer='adam', loss='mse', metrics={},)\nmodel.summary()\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/CyberZHG/keras-layer-normalization", "keywords": "", "license": "MIT", "maintainer": "", "maintainer_email": "", "name": "keras-layer-normalization", "package_url": "https://pypi.org/project/keras-layer-normalization/", "platform": "", "project_url": "https://pypi.org/project/keras-layer-normalization/", "project_urls": { "Homepage": "https://github.com/CyberZHG/keras-layer-normalization" }, "release_url": "https://pypi.org/project/keras-layer-normalization/0.16.0/", "requires_dist": null, "requires_python": "", "summary": "Layer normalization implemented in Keras", "version": "0.16.0", "yanked": false, "yanked_reason": null }, "last_serial": 12651748, "releases": { "0.1.0": [ { "comment_text": "", "digests": { "md5": "b71d5f4bdd7d2f8af53fc20a7212d788", "sha256": "54101135380193c8f5cf79f576c7bd706e98184cf5fb503092d9eaaade66b5c3" }, "downloads": -1, "filename": "keras-layer-normalization-0.1.0.tar.gz", "has_sig": false, "md5_digest": "b71d5f4bdd7d2f8af53fc20a7212d788", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2816, "upload_time": "2018-11-08T08:54:44", "upload_time_iso_8601": "2018-11-08T08:54:44.087410Z", "url": "https://files.pythonhosted.org/packages/88/b8/3b54908d15dd0ac556d2a43caa3bc7280efd035242cbc60ee2d091775834/keras-layer-normalization-0.1.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.10.0": [ { "comment_text": "", "digests": { "md5": "ab66693dd3a268f74ea82c3858b06818", "sha256": "a42be0bfdad2000b804c971e949396e9bc9a88a706bc058e72ab66b77b1cab4e" }, "downloads": -1, "filename": "keras-layer-normalization-0.10.0.tar.gz", "has_sig": false, "md5_digest": "ab66693dd3a268f74ea82c3858b06818", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3701, "upload_time": "2019-02-21T07:07:14", "upload_time_iso_8601": "2019-02-21T07:07:14.353583Z", "url": "https://files.pythonhosted.org/packages/f1/09/04b0adc7ebf64021380a3abe4c686507df46f5e754bfd137806e5427c191/keras-layer-normalization-0.10.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.11.0": [ { "comment_text": "", "digests": { "md5": "4b29fa7ba676a7182d826c215e0f58bc", "sha256": "4165d7c756c368c173f10b8b215c6b79459795a18b84adce7fead1b61e7e8ac9" }, "downloads": -1, "filename": "keras-layer-normalization-0.11.0.tar.gz", "has_sig": false, "md5_digest": "4b29fa7ba676a7182d826c215e0f58bc", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3695, "upload_time": "2019-03-11T06:21:48", "upload_time_iso_8601": "2019-03-11T06:21:48.912554Z", "url": "https://files.pythonhosted.org/packages/c6/b0/c786d5a5e79d985281a06da0a1f3f559cf425921464e6b07b9f1cb093a5a/keras-layer-normalization-0.11.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.12.0": [ { "comment_text": "", "digests": { "md5": "af6ef579b21d1b0cdfedcfda05e18ca6", "sha256": "098525f946693e464050557155264b789e502362c3aa08135bf72a053f63ace1" }, "downloads": -1, "filename": "keras-layer-normalization-0.12.0.tar.gz", "has_sig": false, "md5_digest": "af6ef579b21d1b0cdfedcfda05e18ca6", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4036, "upload_time": "2019-05-11T14:52:14", "upload_time_iso_8601": "2019-05-11T14:52:14.300254Z", "url": "https://files.pythonhosted.org/packages/95/76/42878fe46bff8458d8aa1da50bfdf705d632d33dbb7b60db52a06faf2dad/keras-layer-normalization-0.12.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.13.0": [ { "comment_text": "", "digests": { "md5": "c2f5d9244d57c83cf5506f4f5d0de402", "sha256": "044382758bfefba1cce25f4b73f781c6e058203583a8e2e62bb116ae6649cd56" }, "downloads": -1, "filename": "keras-layer-normalization-0.13.0.tar.gz", "has_sig": false, "md5_digest": "c2f5d9244d57c83cf5506f4f5d0de402", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4016, "upload_time": "2019-08-23T05:50:00", "upload_time_iso_8601": "2019-08-23T05:50:00.140142Z", "url": "https://files.pythonhosted.org/packages/ea/f3/a92ce51219280eea003911722046db17eaebf5f26679a73887a5c357abe4/keras-layer-normalization-0.13.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.14.0": [ { "comment_text": "", "digests": { "md5": "fadad9d4ae0206d6226c367cc2f9a7a7", "sha256": "217f7ae98484812894fdc923fce0d1a88ec6da56346ba00bffbf57dd38e01c48" }, "downloads": -1, "filename": "keras-layer-normalization-0.14.0.tar.gz", "has_sig": false, "md5_digest": "fadad9d4ae0206d6226c367cc2f9a7a7", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4253, "upload_time": "2019-10-29T07:26:15", "upload_time_iso_8601": "2019-10-29T07:26:15.902057Z", "url": "https://files.pythonhosted.org/packages/a4/0e/d1078df0494bac9ce1a67954e5380b6e7569668f0f3b50a9531c62c1fc4a/keras-layer-normalization-0.14.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.15.0": [ { "comment_text": "", "digests": { "md5": "2eaf1f0305170b4ab4c889e6972250f5", "sha256": "31fe647944438bee8120566fe1275bc0e8dcf58a3503ec51d364087ae9cee258" }, "downloads": -1, "filename": "keras-layer-normalization-0.15.0.tar.gz", "has_sig": false, "md5_digest": "2eaf1f0305170b4ab4c889e6972250f5", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4222, "upload_time": "2021-06-15T16:44:36", "upload_time_iso_8601": "2021-06-15T16:44:36.750910Z", "url": "https://files.pythonhosted.org/packages/33/e1/0da586d544a0940a56a2f4aa704b7dbd95eaa8ceda6168b48f5ac95e6608/keras-layer-normalization-0.15.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.16.0": [ { "comment_text": "", "digests": { "md5": "8c668386a25ffd8fc2d663775a3b7da2", "sha256": "80d0a9ab54c35179486b99f6940c96b96ca7b8e87b204501bb6bca7dd8216001" }, "downloads": -1, "filename": "keras-layer-normalization-0.16.0.tar.gz", "has_sig": false, "md5_digest": "8c668386a25ffd8fc2d663775a3b7da2", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3867, "upload_time": "2022-01-22T09:30:47", "upload_time_iso_8601": "2022-01-22T09:30:47.063854Z", "url": "https://files.pythonhosted.org/packages/9f/a0/b1266b0d852d10ac8339540d09fb90e38c198b6a2bcdeb3a881338d4a8fc/keras-layer-normalization-0.16.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.2.0": [ { "comment_text": "", "digests": { "md5": "fdb07c2284db6ee789c27557d08ccd5a", "sha256": "01950aa49837ef96f3a7e95b4e44743bd86a66e7cabe9162809d200a45857ac0" }, "downloads": -1, "filename": "keras-layer-normalization-0.2.0.tar.gz", "has_sig": false, "md5_digest": "fdb07c2284db6ee789c27557d08ccd5a", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 2818, "upload_time": "2018-11-08T10:05:53", "upload_time_iso_8601": "2018-11-08T10:05:53.201002Z", "url": "https://files.pythonhosted.org/packages/b4/fb/7b2a03a46e5f4d518119cccf9b6d7db15a8d1845b36b54cbd51e8e7fcfd4/keras-layer-normalization-0.2.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.3.0": [ { "comment_text": "", "digests": { "md5": "33ef39467bb982458b0ceae36760cb41", "sha256": "0d15a7c2033aa2bab72fcf773476708b81b56ef385f05a84071e322d07bd27ab" }, "downloads": -1, "filename": "keras-layer-normalization-0.3.0.tar.gz", "has_sig": false, "md5_digest": "33ef39467bb982458b0ceae36760cb41", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3294, "upload_time": "2018-11-21T11:59:17", "upload_time_iso_8601": "2018-11-21T11:59:17.214925Z", "url": "https://files.pythonhosted.org/packages/ea/7a/192198076d5ed308faae9e5604bc3816908124af52cc1e5ecff2efddb462/keras-layer-normalization-0.3.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.0": [ { "comment_text": "", "digests": { "md5": "6021a6626280c2723782806d36bbd54c", "sha256": "a95a1c26f459b6449b4037793f27c1506d8d26e8b6f5c8de21cd1c99f497b7bf" }, "downloads": -1, "filename": "keras-layer-normalization-0.4.0.tar.gz", "has_sig": false, "md5_digest": "6021a6626280c2723782806d36bbd54c", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3357, "upload_time": "2018-11-21T12:55:29", "upload_time_iso_8601": "2018-11-21T12:55:29.241932Z", "url": "https://files.pythonhosted.org/packages/81/dc/91a8a17db38611febb9456b23f7b727626dad9769d7ede6a658793e81059/keras-layer-normalization-0.4.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.5.0": [ { "comment_text": "", "digests": { "md5": "34712c54ee30f740e8af787e95574cc6", "sha256": "53d00a526c26333a52c996a84ea60a7f76bdd33309e194b177261be1d1655777" }, "downloads": -1, "filename": "keras-layer-normalization-0.5.0.tar.gz", "has_sig": false, "md5_digest": "34712c54ee30f740e8af787e95574cc6", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3411, "upload_time": "2018-11-22T03:29:40", "upload_time_iso_8601": "2018-11-22T03:29:40.461320Z", "url": "https://files.pythonhosted.org/packages/3d/9a/0ce55fd2565eab1392b389c1a6ebca4378b7811380a28fd6c46fa6c03fb8/keras-layer-normalization-0.5.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.6.0": [ { "comment_text": "", "digests": { "md5": "8d64cb4ff136a4b1e69fdd2a4721b8d1", "sha256": "076c9853a24d468d92a4b1c8bb6c0cb8a3c00ff6c852bc6c2c744a7e192c0b4a" }, "downloads": -1, "filename": "keras-layer-normalization-0.6.0.tar.gz", "has_sig": false, "md5_digest": "8d64cb4ff136a4b1e69fdd2a4721b8d1", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4299, "upload_time": "2018-12-03T07:04:25", "upload_time_iso_8601": "2018-12-03T07:04:25.288355Z", "url": "https://files.pythonhosted.org/packages/ea/fe/cb54535e45c4845920813a8f1c0075c327104ea32c3546f86925de645e84/keras-layer-normalization-0.6.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.7.0": [ { "comment_text": "", "digests": { "md5": "23a7281c0cc5a29441644ae0c1e11cb4", "sha256": "67aaa9c3c21679930a541f76af02e5da658b1b2c7e4f2f4a7b38de5afbad4a19" }, "downloads": -1, "filename": "keras-layer-normalization-0.7.0.tar.gz", "has_sig": false, "md5_digest": "23a7281c0cc5a29441644ae0c1e11cb4", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3541, "upload_time": "2019-02-01T02:25:02", "upload_time_iso_8601": "2019-02-01T02:25:02.440715Z", "url": "https://files.pythonhosted.org/packages/33/27/9c9c90bb9c43d0d585927445ddec50d3efc16d715aaae2521a052f7fac79/keras-layer-normalization-0.7.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.9.0": [ { "comment_text": "", "digests": { "md5": "c98123cd56d0874543e138dcb0f4d2d3", "sha256": "616fd58781e9a7ddf3cf4a069e1817010b746a3a392ce9a0e007012dec8478cf" }, "downloads": -1, "filename": "keras-layer-normalization-0.9.0.tar.gz", "has_sig": false, "md5_digest": "c98123cd56d0874543e138dcb0f4d2d3", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3724, "upload_time": "2019-02-01T02:31:26", "upload_time_iso_8601": "2019-02-01T02:31:26.870121Z", "url": "https://files.pythonhosted.org/packages/62/88/ab70f114fb175fd8ef9db09f199ed9cbbcf5a7d9ca19e92a5c9773c49353/keras-layer-normalization-0.9.0.tar.gz", "yanked": false, "yanked_reason": null } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "8c668386a25ffd8fc2d663775a3b7da2", "sha256": "80d0a9ab54c35179486b99f6940c96b96ca7b8e87b204501bb6bca7dd8216001" }, "downloads": -1, "filename": "keras-layer-normalization-0.16.0.tar.gz", "has_sig": false, "md5_digest": "8c668386a25ffd8fc2d663775a3b7da2", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 3867, "upload_time": "2022-01-22T09:30:47", "upload_time_iso_8601": "2022-01-22T09:30:47.063854Z", "url": "https://files.pythonhosted.org/packages/9f/a0/b1266b0d852d10ac8339540d09fb90e38c198b6a2bcdeb3a881338d4a8fc/keras-layer-normalization-0.16.0.tar.gz", "yanked": false, "yanked_reason": null } ], "vulnerabilities": [] }