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A script to dynamically load / unload tensorflow models in serving

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rpidanny/tensorflow-serving-hot-reload

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A script to dynamically load / unload tensorflow models in serving using config file.

Requirements

  • tensorflow===1.12.0
  • tensorflow-serving-api===1.12.0

Usage

python reload.py -c /home/user/models.config -H 192.168.2.2:8500

Example serving config file

model_config_list: {  config: {    name:"FLOWER_5flowers",    base_path: "/serving/models/FLOWER/serving/FLOWER_5flowers",    model_platform: "tensorflow"  },  config: {    name:"FLOWER_alpha",    base_path: "/serving/models/FLOWER/serving/FLOWER_alpha",    model_platform: "tensorflow"  },  config: {    name:"FLOWER_test",    base_path: "/serving/models/FLOWER/serving/FLOWER_test",    model_platform: "tensorflow"  }}

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