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        "author": "Klaus Greff",
        "author_email": "klaus.greff@startmail.com",
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            "Development Status :: 4 - Beta",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: Apache Software License",
            "Natural Language :: English",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Topic :: Scientific/Engineering",
            "Topic :: Utilities"
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        "description": "# Shape Guard\n\nShapeGuard is a tool to help with handling shapes in Tensorflow.\n\n\n\n## Basic Usage\n```python\nimport tensorflow as tf\nfrom shapeguard import ShapeGuard\n\nsg = ShapeGuard()\n\nimg = tf.ones([64, 32, 32, 3])\nflat_img = tf.ones([64, 1024])\nlabels = tf.ones([64])\n\n# check shape consistency\nsg.guard(img, \"B, H, W, C\")\nsg.guard(labels, \"B, 1\")  # raises error because of rank mismatch\nsg.guard(flat_img, \"B, H*W*C\")  # raises error because 1024 != 32*32*3\n\n# guard also returns the tensor, so it can be inlined\nmean_img = sg.guard(tf.reduce_mean(img, axis=0), \"H, W, C\")\n\n# more readable reshapes\nflat_img = sg.reshape(img, 'B, H*W*C')\n\n# evaluate templates\nassert sg['H, W*C+1'] == [32, 97]\n\n# attribute access to inferred dimensions\nassert sg.B == 64\n```\n\n\n## Shape Template Syntax\nThe shape template mini-DSL supports many different ways of specifying shapes:\n\n  * numbers: `\"64, 32, 32, 3\"`\n  * named dimensions: `\"B, width, height2, channels\"`\n  * wildcards: `\"B, *, *, *\"`\n  * ellipsis: `\"B, ..., 3\"`\n  * addition, subtraction, multiplication, division: `\"B*N, W/2, H*(C+1)\"`\n  * dynamic dimensions: `\"?, H, W, C\"`  *(only matches `[None, H, W, C]`)*\n\n---\n**DISCLAIMER**\n\nThis is not an officially supported Google product.\n\n---\n",
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        "license": "Apache-2.0",
        "maintainer": "Klaus Greff",
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        "name": "shapeguard",
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