无法使用Docker在Ubuntu上运行tensorflow服务

dwbf0jvd 于 2022-12-29 发布在 Docker

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我按照这里列出的所有步骤使用tensorflow serving https://www.tensorflow.org/tfx/serving/tensorboard
使用下面的命令运行使用docker

sudo docker run -it --rm -p 8500:8500 -p 8502:8502 -v /tmp/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu:/models/half_plus_two -v /tmp/tensorboard:/tmp/tensorboard -e MODEL_NAME=half_plus_two tensorflow/serving

但是我一直收到下面的错误2022-12-19 15:51:44.300838: I tensorflow_serving/core/loader_harness.cc:66] Approving load for servable version {name: half_plus_two version: 123} 2022-12-19 15:51:44.300857: I tensorflow_serving/core/loader_harness.cc:74] Loading servable version {name: half_plus_two version: 123} 2022-12-19 15:51:44.300920: E tensorflow_serving/util/retrier.cc:37] Loading servable: {name: half_plus_two version: 123} failed: NOT_FOUND: Specified file path does not appear to contain a SavedModel bundle (should have a file called saved_model.pb ) Specified file path: /models/half_plus_two/00000123 2022-12-19 15:52:44.301166: I tensorflow_serving/util/retrier.cc:33] Retrying of Loading servable: {name: half_plus_two version: 123} retry: 1 2022-12-19 15:52:44.301281: E tensorflow_serving/util/retrier.cc:37] Loading servable: {name: half_plus_two version: 123} failed: NOT_FOUND: Specified file path does not appear to contain a SavedModel bundle (should have a file called saved_model.pb ) Specified file path: /models/half_plus_two/00000123
echo $MODELS_DIR /tmp/serving/tensorflow_serving/servables/tensorflow/testdata
'ls /tmp/伺服/tensorflow 伺服/伺服设备/tensorflow /测试数据/保存的模型半加二CPU/00000123/
变量已保存_model.pb资产'
在一些答案中，我看到我需要testdata/saved_model_half_plus_two_cpu中的文件夹1，我尝试了一下，并将变量、saved_model.pb和assets文件夹放入其中，但也不起作用

ubuntu

来源：https://stackoverflow.com/questions/74853043/unable-to-run-tensorflow-serving-on-ubuntu-using-docker

1条答案

按热度按时间

q5iwbnjs1#

请按照TensorFlow Serving with Docker教程安装TF服务于Docker。
要验证安装，请提供演示模型的路径，并使用以下命令将其加载到TF服务容器。

#Location of demo models
TESTDATA="$(pwd)/serving/tensorflow_serving/servables/tensorflow/testdata"

# Start TensorFlow Serving container and open the REST API port
docker run -t --rm -p 8501:8501 \
    -v "$TESTDATA/saved_model_half_plus_two_cpu:/models/half_plus_two" \
    -e MODEL_NAME=half_plus_two \
    tensorflow/serving &

验证后，运行以下命令。

MODELS_DIR="$(pwd)/tensorflow_serving/servables/tensorflow/testdata"

docker run -it --rm -p 8500:8500 -p 8501:8501 \
-v "$MODELS_DIR/saved_model_half_plus_two_cpu:/models/half_plus_two" \
-v "/tmp/tensorboard:/tmp/tensorboard" \
-e MODEL_NAME=half_plus_two \
tensorflow/serving

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无法使用Docker在Ubuntu上运行tensorflow服务

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