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adding early stop callback to ptuning #6028

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merged 42 commits into from
Feb 16, 2023
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@arendu arendu commented Feb 15, 2023

What does this PR do ?

Adds a early stopping callback to the ptl trainer object for prompt and p-tuning for gpt and t5 models.

Collection: [NLP]

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Signed-off-by: arendu <[email protected]>
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arendu commented Feb 15, 2023

experiment w and w/o early stop: https://wandb.ai/nvidia/earlystop?workspace=user-adithyare

@arendu arendu marked this pull request as ready for review February 15, 2023 02:34
Signed-off-by: arendu <[email protected]>
aklife97
aklife97 previously approved these changes Feb 15, 2023
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LGTM!

nemo/utils/exp_manager.py Show resolved Hide resolved
@@ -272,6 +284,7 @@ def exp_manager(trainer: 'pytorch_lightning.Trainer', cfg: Optional[Union[DictCo
pytorch lightning trainer. The ModelCheckpoint saves the top 3 models with the best "val_loss", the most
recent checkpoint under ``*last.ckpt``, and the final checkpoint after training completes under ``*end.ckpt``.
Defaults to True.
- create_early_stopping_callback (bool): Flag to decide if early stopping should be used to stop training. Default is False. See EarlyStoppingParams dataclass above.
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New line after False.

@@ -126,3 +128,12 @@ def test_ptl_config(self):
assert signatures_match
assert cls_subset is None
assert dataclass_subset is None

@pytest.mark.unit
def test_early_stopping_config(self,):
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@titu1994 I can't figure out what is wrong here.

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Seems to have worked out

@arendu arendu requested review from titu1994, mbitaab, Davood-M and aklife97 and removed request for mbitaab February 16, 2023 05:10
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Looks great !

@@ -126,3 +128,12 @@ def test_ptl_config(self):
assert signatures_match
assert cls_subset is None
assert dataclass_subset is None

@pytest.mark.unit
def test_early_stopping_config(self,):
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Seems to have worked out

@titu1994 titu1994 merged commit ccaf908 into main Feb 16, 2023
@titu1994 titu1994 deleted the adithyare/early_stop_ptuning branch February 16, 2023 06:44
Davood-M pushed a commit that referenced this pull request Feb 16, 2023
* patch to allow using tokenizers without additional_special_tokens_ids attribute

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

* early stop callback for prompt/p tuning

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

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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

* update

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

* added exp manager config for early stop

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

* pushed logic for creating early stopping inside exp manager

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

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

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Davood-M pushed a commit that referenced this pull request Feb 16, 2023
* patch to allow using tokenizers without additional_special_tokens_ids attribute

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

* early stop callback for prompt/p tuning

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

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ericharper added a commit that referenced this pull request Mar 7, 2023
* gpt fix

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github-actions bot pushed a commit that referenced this pull request Mar 7, 2023
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* per-micro-batch input loader (#5635)

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ericharper added a commit that referenced this pull request Mar 9, 2023
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ericharper added a commit that referenced this pull request Mar 9, 2023
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titu1994 pushed a commit to titu1994/NeMo that referenced this pull request Mar 24, 2023
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