TensorFlow Serving multiple models via docker

问题

I am unable to run 2 or more models via TensorFlow Serving via docker on a Windows 10 machine.

I have made a models.config file

model_config_list: {

config: {
    name: "ukpred2",
    base_path: "/models/my_models/ukpred2",
    model_platform: "tensorflow"
    },
config: {
    name: "model3",
    base_path: "/models/my_models/ukpred3",
    model_platform: "tensorflow"
    }
}

docker run -p 8501:8501 --mount type=bind,source=C:\Users\th3182\Documents\temp\models\,target=/models/my_models --mount type=bind,source=C:\Users\th3182\Documents\temp\models.config,target=/models/models.config -t tensorflow/serving --model_config_file=/models/models.config

In C:\Users\th3182\Documents\temp\models are 2 folders ukpred2 and ukpred3 in these folders are the exported folders from the trained models ie 1536668276 which contains an assets folder a variables folder and a saved_model.ph file.

The error I get is

2018-09-13 15:24:50.567686: I tensorflow_serving/model_servers/main.cc:157] Building single TensorFlow model file config:  model_name: model model_base_path: /models/model
2018-09-13 15:24:50.568209: I tensorflow_serving/model_servers/server_core.cc:462] Adding/updating models.
2018-09-13 15:24:50.568242: I tensorflow_serving/model_servers/server_core.cc:517]  (Re-)adding model: model
2018-09-13 15:24:50.568640: E tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc:369] FileSystemStoragePathSource encountered a file-system access error: Could not find base path /models/model for servable model

I can't seem to get this to work with the alterations on the above. But I have managed to server a single model with the following command

docker run -p 8501:8501 --mount type=bind,source=C:\Users\th3182\Documents\projects\Better_Buyer2\model2\export\exporter,target=/models/model2 -e MODEL_NAME=model2 -t tensorflow/serving

回答1:

You'll have to wait for the next release (1.11.0) for this to work. In the interim, you can use the image tensorflow/serving:nightly or tensorflow/serving:1.11.0-rc0

来源：https://stackoverflow.com/questions/52317028/tensorflow-serving-multiple-models-via-docker

标签

Docker

tensorflow

tensorflow-serving