FEAT: add tagging support to axolotl for DPOTrainer (#1209)

* Add AxolotlDPOTrainer

* chore: lint

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
This commit is contained in:
Filippo Broggini
2024-01-27 02:01:57 +01:00
committed by GitHub
parent afb5dd9655
commit 18f811978c

View File

@@ -59,6 +59,22 @@ except ImportError:
LOG = logging.getLogger("axolotl.core.trainer_builder")
def _sanitize_kwargs_for_tagging(tag_names, kwargs=None):
if isinstance(tag_names, str):
tag_names = [tag_names]
if kwargs is not None:
if "tags" not in kwargs:
kwargs["tags"] = tag_names
elif "tags" in kwargs and isinstance(kwargs["tags"], list):
kwargs["tags"].extend(tag_names)
elif "tags" in kwargs and isinstance(kwargs["tags"], str):
tag_names.append(kwargs["tags"])
kwargs["tags"] = tag_names
return kwargs
@dataclass
class AxolotlTrainingArguments(TrainingArguments):
"""
@@ -349,30 +365,13 @@ class AxolotlTrainer(Trainer):
# return (loss, outputs) if return_outputs else loss
return super().compute_loss(model, inputs, return_outputs=return_outputs)
def _sanitize_kwargs_for_tagging(self, tag_names, kwargs=None):
if isinstance(tag_names, str):
tag_names = [tag_names]
if kwargs is not None:
if "tags" not in kwargs:
kwargs["tags"] = tag_names
elif "tags" in kwargs and isinstance(kwargs["tags"], list):
kwargs["tags"].extend(tag_names)
elif "tags" in kwargs and isinstance(kwargs["tags"], str):
tag_names.append(kwargs["tags"])
kwargs["tags"] = tag_names
return kwargs
@wraps(Trainer.push_to_hub)
def push_to_hub(self, *args, **kwargs) -> str:
"""
Overwrite the `push_to_hub` method in order to force-add the tags when pushing the
model on the Hub. Please refer to `~transformers.Trainer.push_to_hub` for more details.
"""
kwargs = self._sanitize_kwargs_for_tagging(
tag_names=self.tag_names, kwargs=kwargs
)
kwargs = _sanitize_kwargs_for_tagging(tag_names=self.tag_names, kwargs=kwargs)
return super().push_to_hub(*args, **kwargs)
@@ -471,6 +470,24 @@ class ReLoRATrainer(AxolotlTrainer):
return self.lr_scheduler
class AxolotlDPOTrainer(DPOTrainer):
"""
Extend the base DPOTrainer for axolotl helpers
"""
tag_names = ["axolotl", "dpo"]
@wraps(DPOTrainer.push_to_hub)
def push_to_hub(self, *args, **kwargs) -> str:
"""
Overwrite the `push_to_hub` method in order to force-add the tags when pushing the
model on the Hub. Please refer to `~transformers.Trainer.push_to_hub` for more details.
"""
kwargs = _sanitize_kwargs_for_tagging(tag_names=self.tag_names, kwargs=kwargs)
return super().push_to_hub(*args, **kwargs)
class TrainerBuilderBase(abc.ABC):
"""
Base class for trainer builder
@@ -1076,7 +1093,7 @@ class HFDPOTrainerBuilder(TrainerBuilderBase):
dpo_trainer_kwargs[
"precompute_ref_log_probs"
] = self.cfg.precompute_ref_log_probs
dpo_trainer = DPOTrainer(
dpo_trainer = AxolotlDPOTrainer(
self.model,
self.model_ref,
args=training_args,