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enables default data step in megatron parallel to operate on a wider variety of tensors #9641
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…variety of tensors coming out of the dataloader
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Signed-off-by: jomitchellnv <[email protected]>
nemo/lightning/megatron_parallel.py
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# Canonical case. | ||
case batch: | ||
pass | ||
# If the dataloader_iter is empty, return None. |
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This comment is not what happens anymore. Now in your else
you say raise ValueError(...):
. Are we sure we don't want to pass through a None on the iter? Otherwise we should prob change line 79 or 84 to return None
and drop the ValueError
piece.
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Actually what I hope would happen is that the match(dataloader_iter)
would trigger an StopIteration
or whatever it is exception rather than returning None. The StopIteration exception ideally would raise through this function (what happens now on the match) and be handled elsewhere. So I think your case _ should never get hit...
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Maybe a better error message on line 84 would be "None
batch returned at the end of iteration rather than a StopIteration
exception being raised, why?"
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So I only added this to be past the linter. I updated the comment so that its more accurate. My only concern would be how it plays out with drop_last=True since maybe that would dump some None's?
than just dictionaries Signed-off-by: Jonathan Mitchell <[email protected]>
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…variety of tensors (#9641) * enables default data step in megatron parallel to operate on a wider variety of tensors coming out of the dataloader * handles the case where a batch is empty * Apply isort and black reformatting Signed-off-by: jomitchellnv <[email protected]> * Allows the default data step to operate on more types than just dictionaries Signed-off-by: Jonathan Mitchell <[email protected]> --------- Signed-off-by: jomitchellnv <[email protected]> Signed-off-by: Jonathan Mitchell <[email protected]> Co-authored-by: jomitchellnv <[email protected]> Co-authored-by: Marc Romeyn <[email protected]>
…variety of tensors (#9641) * enables default data step in megatron parallel to operate on a wider variety of tensors coming out of the dataloader * handles the case where a batch is empty * Apply isort and black reformatting Signed-off-by: jomitchellnv <[email protected]> * Allows the default data step to operate on more types than just dictionaries Signed-off-by: Jonathan Mitchell <[email protected]> --------- Signed-off-by: jomitchellnv <[email protected]> Signed-off-by: Jonathan Mitchell <[email protected]> Co-authored-by: jomitchellnv <[email protected]> Co-authored-by: Marc Romeyn <[email protected]>
…variety of tensors (#9641) * enables default data step in megatron parallel to operate on a wider variety of tensors coming out of the dataloader * handles the case where a batch is empty * Apply isort and black reformatting Signed-off-by: jomitchellnv <[email protected]> * Allows the default data step to operate on more types than just dictionaries Signed-off-by: Jonathan Mitchell <[email protected]> --------- Signed-off-by: jomitchellnv <[email protected]> Signed-off-by: Jonathan Mitchell <[email protected]> Co-authored-by: jomitchellnv <[email protected]> Co-authored-by: Marc Romeyn <[email protected]>
…variety of tensors (#9641) * enables default data step in megatron parallel to operate on a wider variety of tensors coming out of the dataloader * handles the case where a batch is empty * Apply isort and black reformatting Signed-off-by: jomitchellnv <[email protected]> * Allows the default data step to operate on more types than just dictionaries Signed-off-by: Jonathan Mitchell <[email protected]> --------- Signed-off-by: jomitchellnv <[email protected]> Signed-off-by: Jonathan Mitchell <[email protected]> Co-authored-by: jomitchellnv <[email protected]> Co-authored-by: Marc Romeyn <[email protected]> Signed-off-by: Tugrul Konuk <[email protected]>
…variety of tensors (NVIDIA#9641) * enables default data step in megatron parallel to operate on a wider variety of tensors coming out of the dataloader * handles the case where a batch is empty * Apply isort and black reformatting Signed-off-by: jomitchellnv <[email protected]> * Allows the default data step to operate on more types than just dictionaries Signed-off-by: Jonathan Mitchell <[email protected]> --------- Signed-off-by: jomitchellnv <[email protected]> Signed-off-by: Jonathan Mitchell <[email protected]> Co-authored-by: jomitchellnv <[email protected]> Co-authored-by: Marc Romeyn <[email protected]> Signed-off-by: tonyjie <[email protected]>
…variety of tensors (#9641) * enables default data step in megatron parallel to operate on a wider variety of tensors coming out of the dataloader * handles the case where a batch is empty * Apply isort and black reformatting Signed-off-by: jomitchellnv <[email protected]> * Allows the default data step to operate on more types than just dictionaries Signed-off-by: Jonathan Mitchell <[email protected]> --------- Signed-off-by: jomitchellnv <[email protected]> Signed-off-by: Jonathan Mitchell <[email protected]> Co-authored-by: jomitchellnv <[email protected]> Co-authored-by: Marc Romeyn <[email protected]>
…variety of tensors (NVIDIA#9641) * enables default data step in megatron parallel to operate on a wider variety of tensors coming out of the dataloader * handles the case where a batch is empty * Apply isort and black reformatting Signed-off-by: jomitchellnv <[email protected]> * Allows the default data step to operate on more types than just dictionaries Signed-off-by: Jonathan Mitchell <[email protected]> --------- Signed-off-by: jomitchellnv <[email protected]> Signed-off-by: Jonathan Mitchell <[email protected]> Co-authored-by: jomitchellnv <[email protected]> Co-authored-by: Marc Romeyn <[email protected]> Signed-off-by: Hainan Xu <[email protected]>
…variety of tensors coming out of the dataloader
Add more flexibility to the default data step inside megatron parallel.
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