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## how to use timeline tool to do profile
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1. Add `with profiler.profiler(...)` to the main training loop. After run, the code will generate a profile record file `/tmp/profile`. **Warning**: Please do not run too many batches when use profiler to record timeline infomation, for the profile record will grow with the batch number.
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1. Add `with profiler.profiler(...)` to the main training loop. After run, the code will generate a profile record file `/tmp/profile`. **Warning**: Please do not run too many batches when use profiler to record timeline information, for the profile record will grow with the batch number.
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```python
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with profiler.profiler('All', 'total', '/tmp/profile') as prof:
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