Add debug hook to support dump tensor data and add new debug functions easily #5182
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Add context manager method to enable debugger Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
Signed-off-by: Hui Gao <[email protected]>
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/bot skip --comment="New code and has no impact to existing code" |
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PR_Github #9678 [ skip ] triggered by Bot |
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PR_Github #9678 [ skip ] completed with state |
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Add debug hook to support dump tensor data and add new debug functions easily.
To enable to dump tensors' data,
from tensorrt_llm._torch.debug.debug_hook import debugger_addon, register_tensor_dump_hook
with debugger_addon(model, DATA_FOLDER):
register_tensor_dump_hook()
model.forward()
The dumped data are put under DATA_FOLDER/rank[ID]/....
The data file name is in the pattern:
[LOOP_COUNT].[model_name]-[OPIDX_IN_MODEL].[OPNAME]-[OPIDX_IN_PRE_OP].[OPNAME]-[input|output].[PARA_NAME].pt
suc as 1.LlamaModel-24.LlamaDecoderLayer-2.LlamaAttention-2.Linear-1.AllReduce-input.input.pt.