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62 changes: 62 additions & 0 deletions tools/onnx_subgraph/README.md
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# onnx_autosubgraph
onnx-subgraph tool provides model auto partitionioning of onnx model to several sub models by
operator, performance and model size limitations, with the order and input / output names of
sub models.

# How to build the onnx-subgraph
## OS environment dependence
1. ubuntu >=20.04
2. GCC >= 9.4.0
3. cmake >= 3.10
4. python >= 3.8
5. apt-get install libprotobuf-dev protobuf-compiler libjsoncpp-dev

## Python packages dependence
onnx 1.16.0
onnxruntime 1.18.1
onnxsim 0.4.36
torch 2.3.1
scikit-image
scikit-learn
pandas
tqdm

## building the onnx-subgraph
```bash
cd onnx-subgraph
mkdir build & cd build
cmake .. & make
```
we can get following output at './build'
```bash
scripts
├── extract_onnx.py
└── test_model_download.sh
└── subgraphs_ios.txt
```

# How to use the onnx-subgraph
## Pre-steps
### Download the test AI models
1. 'bash scripts/test_model_download.sh', then "resnet-test.onnx" will be got in './build'
2. you can change to any other onnx files as your needs, or edit the download link in
"scripts/test_model_download.sh"

## Parse the onnx model
note: 'subgraphs_ios.txt' will be generated in future code, suppose we already have it as
the example file now.

## Split the onnx model to subgraphs
```bash
python scripts/extract_onnx.py \
-s ./scripts/subgraphs_ios.txt \
-m ./resnet-test.onnx
```
after extraction done, the subgraphs will be saved at './subgraphs'
```bash
subgraphs
├── CPUsubgraph0.onnx
└── CPUsubgraph1.onnx
├── NPUsubgraph0.onnx
└── NPUsubgraph1.onnx
```