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FastDeploy Serving Deployment Compilation

Compilation with Docker containers

GPU Image

The GPU images published by FastDploy are based on version 21.10 of Triton Inference Server. If developers need to use other CUDA versions, please refer to NVIDIA official website to modify the scripts in Dockerfile and scripts.

# Enter the serving directory and execute the script to compile the FastDeploy and serving backend
cd serving
bash scripts/build.sh

# Exit to the FastDeploy home directory and create the image
# x.y.z is FastDeploy version, example: 1.0.5
cd ../
docker build -t paddlepaddle/fastdeploy:x.y.z-gpu-cuda11.4-trt8.4-21.10 -f serving/Dockerfile .

The default version of TensorRT is 8.5.2.2. If you need to change the version, you can run the following commands.

cd serving
bash scripts/build.sh -tv 8.4.1.5

cd ../
docker build -t paddlepaddle/fastdeploy:x.y.z-gpu-cuda11.4-trt8.5-21.10 -f serving/Dockerfile_CUDA_11_4_TRT_8_4 .

For example, create an GPU image based on FastDeploy v1.0.5 and ubuntu 20.04,cuda11.2 environment

# Enter the serving directory and execute the script to compile the FastDeploy and serving backend
cd serving
bash scripts/build_fd_cuda_11_2.sh

# Exit to the FastDeploy home directory and create the image
cd ../
docker build -t paddlepaddle/fastdeploy:1.0.5-gpu-cuda11.2-trt8.4-21.10 -f serving/Dockerfile_CUDA_11_2 .

CPU Image

# Enter the serving directory and execute the script to compile the FastDeploy and serving backend
cd serving
cd serving
bash scripts/build.sh OFF

# Exit to the FastDeploy home directory and create the image
# x.y.z is FastDeploy version, example: 1.0.5
cd ../
docker build -t paddlepaddle/fastdeploy:x.y.z-cpu-only-21.10 -f serving/Dockerfile_cpu .

IPU Image

# Enter the serving directory and execute the script to compile the FastDeploy and serving backend
cd serving
bash scripts/build_fd_ipu.sh

# Exit to the FastDeploy home directory and create the image
# x.y.z is FastDeploy version, example: 1.0.5
cd ../
docker build -t paddlepaddle/fastdeploy:x.y.z-ipu-only-21.10 -f serving/Dockerfile_ipu .

Compilation without Docker containers