Fix gpt trainer test #6915

hsiehjackson · 2023-06-24T01:34:25Z

What does this PR do ?

Fix gpt trainer inference_step to compute generation results during validation and test
Add dataset with metadata, to output in prediction file
Add token_f1 metrics for Scrolls

Collection: [NLP]

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Signed-off-by: hsiehjackson <[email protected]>

nemo/collections/nlp/models/language_modeling/megatron_gpt_sft_model.py

examples/nlp/language_modeling/tuning/megatron_gpt_peft_eval.py

Signed-off-by: hsiehjackson <[email protected]>

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Signed-off-by: hsiehjackson <[email protected]>

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Signed-off-by: hsiehjackson <[email protected]>

…into fix-gpt-trainer-test

examples/nlp/language_modeling/tuning/megatron_gpt_peft_eval.py

nemo/collections/nlp/data/language_modeling/megatron/gpt_sft_dataset.py

nemo/collections/nlp/models/language_modeling/megatron_gpt_sft_model.py

Jenkinsfile

Signed-off-by: hsiehjackson <[email protected]>

…into fix-gpt-trainer-test

for more information, see https://pre-commit.ci

Signed-off-by: hsiehjackson <[email protected]>

nemo/collections/nlp/models/language_modeling/megatron_gpt_sft_model.py

Signed-off-by: Cheng-Ping Hsieh <[email protected]>

…into fix-gpt-trainer-test

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Signed-off-by: Cheng-Ping Hsieh <[email protected]>

for more information, see https://pre-commit.ci

Signed-off-by: Cheng-Ping Hsieh <[email protected]>

for more information, see https://pre-commit.ci

Signed-off-by: Cheng-Ping Hsieh <[email protected]>

nemo/collections/nlp/data/language_modeling/megatron/gpt_sft_dataset.py

Signed-off-by: Cheng-Ping Hsieh <[email protected]>

for more information, see https://pre-commit.ci

yidong72

Looks good overall, please don't change the default configuration behavior as the old code depends on it.

examples/nlp/language_modeling/tuning/conf/megatron_gpt_sft.yaml

yidong72 · 2023-08-09T21:06:02Z

examples/nlp/language_modeling/tuning/conf/megatron_gpt_sft.yaml

-      drop_last: True
-      context_key: 'input'
-      label_key: 'output'
+      drop_last: False


don't change the default behavior

Why we drop last if we evaluate with the validation dataset?

I have one use case that I have to drop the last because I am preparing a dataset that computes contrastive loss. I need to make sure all the batch has the same batch size.

If we set drop_last=False, we can use pad_samples_to_global_batch_size=True right? Or this doesn't fulfill your settings? https://github.com/NVIDIA/NeMo/blob/fix-gpt-trainer-test/nemo/collections/nlp/models/language_modeling/megatron_gpt_sft_model.py#L788
If we set default drop_last=True, then we may drop some samples for evaluation which may show incorrect results for comparison.

nemo/collections/nlp/models/language_modeling/megatron_gpt_sft_model.py

Signed-off-by: Cheng-Ping Hsieh <[email protected]>

…into fix-gpt-trainer-test

* Add trainer.test() for GPT Signed-off-by: hsiehjackson <[email protected]> * Remove unused part Signed-off-by: hsiehjackson <[email protected]> * Add trainer.test() for GPT Signed-off-by: hsiehjackson <[email protected]> * Remove unused part Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix training part Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * Fix references and add CI Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config error Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix dataset Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add metadata Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * Fix empty batch Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * Fix max seq length Signed-off-by: hsiehjackson <[email protected]> * Fix dataset Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix dataset Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add token f1 Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA in sft Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add inference config Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: hsiehjackson <[email protected]> * Fix pad Signed-off-by: hsiehjackson <[email protected]> * Fix num batch Signed-off-by: hsiehjackson <[email protected]> * Add query_key Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove pdb Signed-off-by: hsiehjackson <[email protected]> * Fix write json Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix dataset bug and refactor Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add logging for prediction Signed-off-by: hsiehjackson <[email protected]> * Fix retrain Signed-off-by: hsiehjackson <[email protected]> * Add query_key in config Signed-off-by: hsiehjackson <[email protected]> * Fix bug Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * Fix bug Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add inference config Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix mask Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix mask Signed-off-by: hsiehjackson <[email protected]> * Split PR Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Undo commit Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add query_key to doc_string Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Adjust yzhang123 comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error and follow comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove query key Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove logic and query Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove query from model Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove query_key Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix pdb Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add default tokens_to_generate Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Revert prompt truncate re-prompt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Revert Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * skip generation with metric loss Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Revert Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * support GPTSFTChatDataset Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: hsiehjackson <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: dorotat <[email protected]>

* Add trainer.test() for GPT Signed-off-by: hsiehjackson <[email protected]> * Remove unused part Signed-off-by: hsiehjackson <[email protected]> * Add trainer.test() for GPT Signed-off-by: hsiehjackson <[email protected]> * Remove unused part Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix training part Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * Fix references and add CI Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config error Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix dataset Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add metadata Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * Fix empty batch Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * Fix max seq length Signed-off-by: hsiehjackson <[email protected]> * Fix dataset Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix dataset Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add token f1 Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA in sft Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add inference config Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: hsiehjackson <[email protected]> * Fix pad Signed-off-by: hsiehjackson <[email protected]> * Fix num batch Signed-off-by: hsiehjackson <[email protected]> * Add query_key Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove pdb Signed-off-by: hsiehjackson <[email protected]> * Fix write json Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix dataset bug and refactor Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add logging for prediction Signed-off-by: hsiehjackson <[email protected]> * Fix retrain Signed-off-by: hsiehjackson <[email protected]> * Add query_key in config Signed-off-by: hsiehjackson <[email protected]> * Fix bug Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix config Signed-off-by: hsiehjackson <[email protected]> * Fix bug Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add inference config Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix mask Signed-off-by: hsiehjackson <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix mask Signed-off-by: hsiehjackson <[email protected]> * Split PR Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Undo commit Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add query_key to doc_string Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Adjust yzhang123 comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error and follow comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove query key Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove logic and query Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove query from model Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove query_key Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix pdb Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add default tokens_to_generate Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Revert prompt truncate re-prompt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Revert Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * skip generation with metric loss Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Revert Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * support GPTSFTChatDataset Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add comment 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hsiehjackson added 2 commits June 23, 2023 18:23

Add trainer.test() for GPT

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Fix gpt trainer test #6915

Fix gpt trainer test #6915

hsiehjackson commented Jun 24, 2023 •

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Fix gpt trainer test #6915

Fix gpt trainer test #6915

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hsiehjackson commented Jun 24, 2023 • edited Loading

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hsiehjackson commented Jun 24, 2023 •

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