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Build light weight PyRuntime without llvm or onnx-mlir (onnx#3044)
* pass test Signed-off-by: Chen Tong <chentong@us.ibm.com> * package Signed-off-by: Chen Tong <chentong@us.ibm.com> * clean makefile Signed-off-by: Chen Tong <chentong@us.ibm.com> * document Signed-off-by: Chen Tong <chentong@us.ibm.com> * fix MLIR.cmake Signed-off-by: Chen Tong <chentong@us.ibm.com> * fix script Signed-off-by: Chen Tong <chentong@us.ibm.com> * fix Signed-off-by: Chen Tong <chentong@us.ibm.com> * add comments Signed-off-by: Chen Tong <chentong@us.ibm.com> * LIGHT Signed-off-by: Chen Tong <chentong@us.ibm.com> --------- Signed-off-by: Chen Tong <chentong@us.ibm.com>
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# How to build and use PyRuntime lit | ||
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## Purpsoe | ||
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PyRuntime lit is a different way to build the original PyRuntime (src/Runtime/python). | ||
All necessary dependence, such as llvm_project and onnx-mlir compiler is removed. The purpose is to easily build the python driver for the model execution on | ||
different systems. Currently, only the OMTenserUtils (src/Runtime), Python driver (src/Runtime/python), third_party/onnx and third_party/pybind11 are built. | ||
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The build of PyRuntime lit is controlled by a CMake option: ONNX_MLIR_ENABLE_PYRUNTIME_LIT. Without this option to cmake, the whole system remains the same. | ||
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## Functionalities | ||
1. Build the python driver without llvm_project and onnx-mlir compiler built. | ||
2. The python driver can be used with utils/RunONNXModel.py, or onnxmlir python package. | ||
3. With PyRuntime lit, the compiler has not been built locally and docker image of onnx-mlir has to be usd to compile the model. The onnxmlir package contains | ||
the python code to use python docker package to perform the compilation. Alternatively, the old script, onnx-mlir/docker/onnx-mlir.py, can do the fulfill the same task with subprocess and docker CLI. | ||
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## How to use | ||
You can find the script for build and run at "onnx-mlir/utils/build-pyruntime-lit.sh. | ||
``` | ||
#!/bin/bash | ||
# Assume you are in an empty directory for build in cloned onnx-mlir. | ||
# Usually it is "your_path/onnx-mlir/build" | ||
# then you can run this script as "../util/build-pyruntime-lit.sh" | ||
cmake .. -DONNX_MLIR_ENABLE_PYRUNTIME_LIT=ON | ||
make | ||
make OMCreatePyRuntimePackage | ||
# Install the package | ||
pip3 install -e src/Runtime/python/onnxmlir | ||
# -e is necessary for current package. Need to add resource description | ||
# to install the pre-compiled binary | ||
# Run test case | ||
cd src/Runtime/python/onnxmlir/tests | ||
python3 test_1.py | ||
# Current limitation on where the model is | ||
``` |
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