[MetaSchedule] Add Testing Script with ONNX Support#11587
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junrushao merged 4 commits intoapache:mainfrom Jun 7, 2022
Merged
[MetaSchedule] Add Testing Script with ONNX Support#11587junrushao merged 4 commits intoapache:mainfrom
junrushao merged 4 commits intoapache:mainfrom
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junrushao
reviewed
Jun 6, 2022
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Thanks @zxybazh! This is super helpful to have for tuning ONNX from command line |
Kathryn-cat
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to Kathryn-cat/tvm
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Jun 10, 2022
This PR introduces 2 tuning script for meta schedule and auto scheduler tuning support with onnx files. Now we can easily introduce onnx models benchmarking with command line scripts. Sample tuning call looks similar to the following script
For Meta Schedule ONNX tuning:
```
python3 -m tvm.meta_schedule.testing.tune_onnx_meta_schedule \
--model-name "$MODEL_NAME" \
--onnx-path "$ONNX_PATH" \
--input-shape "$INPUT_SHAPE" \
--target "$TARGET" \
--num-trials $NUM_TRIALS \
--rpc-host $RPC_HOST \
--rpc-port $RPC_PORT \
--rpc-key $RPC_KEY \
--rpc-workers $RPC_WORKERS \
--work-dir $WORK_DIR \
|& tee "$WORK_DIR/$MODEL_NAME.log"
```
For AutoScheduler ONNX tuning:
```
python3 -m tvm.meta_schedule.testing.tune_onnx_auto_scheduler \
--model-name "$MODEL_NAME" \
--onnx-path "$ONNX_PATH" \
--input-shape "$INPUT_SHAPE" \
--target "$TARGET" \
--num-trials $NUM_TRIALS \
--rpc-host $RPC_HOST \
--rpc-port $RPC_PORT \
--rpc-key $RPC_KEY \
--rpc-workers $RPC_WORKERS \
--log-dir $WORK_DIR \
|& tee "$WORK_DIR/$MODEL_NAME.log"
```
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This PR introduces 2 tuning script for meta schedule and auto scheduler tuning support with onnx files. Now we can easily introduce onnx models benchmarking with command line scripts. Sample tuning call looks similar to the following script
For Meta Schedule ONNX tuning:
For AutoScheduler ONNX tuning: