go predict with tensorflow, pytorch and others
work well in
- go 1.16+
- os: x86_64,
Ubuntu 14.04+|MacOS - Tensorflow C API: 2.3.0
- github.com/tensorflow/tensorflow v2.1.3 or v2.1.4
#export LIB_TENSORFLOW_FILE=libtensorflow-cpu-darwin-x86_64-2.3.0.tar.gz
export LIB_TENSORFLOW_FILE=libtensorflow-cpu-linux-x86_64-2.3.0.tar.gztar -C /usr/local -xzf ${LIB_TENSORFLOW_FILE}
# linux
ldconfig
# macos 11.2.2+ work well
export LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:/usr/local/lib"export LIB_TENSORFLOW_INSTALL_DIR=~/mydir
tar -C ${LIB_TENSORFLOW_INSTALL_DIR} -xzf ${LIB_TENSORFLOW_FILE}
# config linker
export LIBRARY_PATH=$LIBRARY_PATH:${LIB_TENSORFLOW_INSTALL_DIR}/lib # For both Linux and macOS X
export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:${LIB_TENSORFLOW_INSTALL_DIR}/lib # For Linux only
export DYLD_LIBRARY_PATH=$DYLD_LIBRARY_PATH:${LIB_TENSORFLOW_INSTALL_DIR}/lib # For macOS X only#include <stdio.h>
#include <tensorflow/c/c_api.h>
int main() {
printf("Hello from TensorFlow C library version %s\n", TF_Version());
return 0;
}
gcc hello_tf.c -ltensorflow -o hello_tf./hello_tf
go get github.com/xwi88/gp
# register model
RegisterTFModelWithParamName(modelName, exportDir, tags, []string{"param_name_input"}, "param_name_output")
# predict.go
# get model
GetModel(modelName)
# predict with the special model
output, err := Predict(modelName, input ...interface{})pip install tensorflowsaved_model_cli show --all --dir output/keras
tf version now will be ok in: macos & ubuntu16.04
| image repos | target | notes |
|---|---|---|
| v8fg/ubuntu:22.04-go1.17.4-tf-cpu | build | |
| v8fg/ubuntu:22.04-tf-cpu | run | |
| v8fg/ubuntu:16.04-go1.16-tf-cpu | build | |
| v8fg/ubuntu:16.04-tf-cpu | run |
- more docker images ref: v8fg/docker-compose-resources
- official images: TensorFlow Docker
wget https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-darwin-x86_64-2.3.0.tar.gz
export LIB_TENSORFLOW_FILE=libtensorflow-cpu-darwin-x86_64-2.3.0.tar.gz
tar -C /usr/local -xzf ${LIB_TENSORFLOW_FILE}
# ll /usr/local/lib/libtensorflow*
-r-xr-xr-x 1 root wheel 331M Jan 1 2000 /usr/local/lib/libtensorflow.2.3.0.dylib
lrwxr-xr-x 1 root wheel 25B Jan 1 2000 /usr/local/lib/libtensorflow.2.dylib -> libtensorflow.2.3.0.dylib
lrwxr-xr-x 1 root wheel 21B Jan 1 2000 /usr/local/lib/libtensorflow.dylib -> libtensorflow.2.dylib
-r-xr-xr-x 1 root wheel 28M Jan 1 2000 /usr/local/lib/libtensorflow_framework.2.3.0.dylib
lrwxr-xr-x 1 root wheel 35B Jan 1 2000 /usr/local/lib/libtensorflow_framework.2.dylib -> libtensorflow_framework.2.3.0.dylib
lrwxr-xr-x 1 root wheel 31B Jan 1 2000 /usr/local/lib/libtensorflow_framework.dylib -> libtensorflow_framework.2.dylib
# ll /usr/local/include/tensorflow/*
-r-xr-xr-x 1 root wheel 77K Jan 1 2000 c_api.h
-r-xr-xr-x 1 root wheel 13K Jan 1 2000 c_api_experimental.h
drwxr-xr-x 5 root wheel 160B Jun 11 00:24 eager
-r-xr-xr-x 1 root wheel 2.4K Jan 1 2000 tensor_interface.h
-r-xr-xr-x 1 root wheel 1.2K Jan 1 2000 tf_attrtype.h
-r-xr-xr-x 1 root wheel 2.7K Jan 1 2000 tf_datatype.h
-r-xr-xr-x 1 root wheel 1.2K Jan 1 2000 tf_file_statistics.h
-r-xr-xr-x 1 root wheel 3.0K Jan 1 2000 tf_status.h
-r-xr-xr-x 1 root wheel 7.4K Jan 1 2000 tf_tensor.h
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