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        "author": "Po-Hsien Chu",
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        "description": "serving-utils\n=============\n\n|travis| |pypi| |release|\n\nSome python utilities when using tensorflow-serving.\n\nInstallation\n------------\n\nPrepare an environment with python version >= 3.6\n\nFrom PYPI: 1. Manually install tensorflow CPU or GPU version. 2.\n``pip install serving-utils``\n\nFrom Github repository: 1.\n``git clone git@github.com:Yoctol/serving-utils.git`` 2. Manually\ninstall tensorflow CPU or GPU version. 3. ``make install``\n\nUsage\n-----\n\n1. Saver and Loader \\`\\`\\`python import tensorflow as tf\n\nfrom serving\\_utils.saver import Saver from serving\\_utils.loader import\nLoader\n\nsaver = Saver( session=tf.Session(graph=your\\_graph),\noutput\\_dir='/path/to/serving', signature\\_def\\_map={ 'predict':\ntf.saved\\_model.signature\\_def\\_utils.predict\\_signature\\_def(\ninputs={'input': tf.Tensor...}, outputs={'output': tf.Tensor...}, ) },\nfreeze=True, # (default: True) Frozen graph will be saved if True. )\nsaver.save()\n\nloader = Loader( path='/path/to/serving', # version=1, # if not\nspecified, use the latest version ) new\\_sess = tf.Session()\n\nloader.load(new\\_sess) # load the saved model into new session \\`\\`\\`\n\n2. Client \\`\\`\\`python from serving\\_utils import Client, PredictInput\n\nclient = Client(addr=\"localhost:8500\") client.predict(\n[PredictInput(name='input', value=np.ones(1, 10))],\noutput\\_names=['output'], model\\_signature\\_name='predict', )\n\nor async\n========\n\nawait client.async\\_predict(...) \\`\\`\\`\n\n3. Freeze graph \\`\\`\\`python from serving\\_utils.freeze\\_graph import\n   freeze\\_graph, create\\_session\\_from\\_graphdef\n\nfrozen\\_graph\\_def = freeze\\_graph(session, output\\_op\\_names)\nnew\\_session = create\\_session\\_from\\_graphdef(frozen\\_graph\\_def)\n\\`\\`\\`\n\n4. Loader \\`\\`\\`python\n\n::\n\n\n\n    ## Test\n\n    Run the following commands:\n\nmake lint make test\n\n::\n\n\n\n    ## Dev\n\nmake install-dev\n\n::\n\n\n    ### Protos\n\npython -m grpc\\_tools.protoc -I. --python\\_out=. --python\\_grpc\\_out=.\n--grpc\\_python\\_out=. serving\\_utils/protos/\\*.proto \\`\\`\\`\n\n.. |travis| image:: https://travis-ci.org/Yoctol/serving-utils.svg?branch=master\n   :target: https://travis-ci.org/Yoctol/serving-utils\n.. |pypi| image:: https://img.shields.io/pypi/v/serving-utils.svg?style=flat\n   :target: https://pypi.python.org/pypi/serving-utils\n.. |release| image:: https://img.shields.io/github/release/Yoctol/serving-utils.svg\n\n\n",
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