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January 19, 2020 18:03
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gen tf serving platform config file
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# -*- coding: utf-8 -*- | |
import tensorflow as tf | |
from tensorflow_serving.config import platform_config_pb2 | |
from tensorflow_serving.servables.tensorflow import session_bundle_config_pb2 | |
from tensorflow_serving.servables.tensorflow import saved_model_bundle_source_adapter_pb2 | |
session_config = tf.ConfigProto() | |
# config whatever you want | |
session_config.gpu_options.allow_growth = True | |
session_config.gpu_options.per_process_gpu_memory_fraction = 0.4 | |
legacy_config=session_bundle_config_pb2.SessionBundleConfig(session_config=session_config) | |
adapter = saved_model_bundle_source_adapter_pb2.SavedModelBundleSourceAdapterConfig(legacy_config=legacy_config) | |
config_map = platform_config_pb2.PlatformConfigMap() | |
config_map.platform_configs['tensorflow'].source_adapter_config.Pack(adapter) | |
print(config_map) |
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# run at root of tensorflow_serving repo | |
TARGET_DIR="$1" | |
python -m grpc.tools.protoc \ | |
-I . -I ./tensorflow \ | |
--python_out "$TARGET_DIR" \ | |
tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.proto \ | |
tensorflow_serving/servables/tensorflow/session_bundle_config.proto \ | |
tensorflow_serving/config/platform_config.proto | |
pushd $TARGET_DIR | |
touch tensorflow_serving/__init__.py | |
touch tensorflow_serving/config/__init__.py | |
touch tensorflow_serving/servables/__init__.py | |
touch tensorflow_serving/servables/tensorflow/__init__.py | |
popd |
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platform_configs { | |
key: "tensorflow" | |
value { | |
source_adapter_config { | |
[type.googleapis.com/tensorflow.serving.SavedModelBundleSourceAdapterConfig] { | |
legacy_config { | |
session_config { | |
gpu_options { | |
per_process_gpu_memory_fraction: 0.4 | |
allow_growth: true | |
} | |
} | |
} | |
} | |
} | |
} | |
} |
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