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20 changes: 20 additions & 0 deletions src/setfit/config.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,20 @@
from dataclasses import dataclass
from typing import Any, Optional

from transformers import PretrainedConfig


@dataclass
class SetFitConfig:
"""
Configuration for SetFitModel.

Args:
model_body (`PretrainedConfig`):
Configuration of the Sentence Transformer body.
model_head (`Optional[Any]`):
Configuration of the head.
"""

model_body: PretrainedConfig
model_head: Optional[Any]
16 changes: 16 additions & 0 deletions src/setfit/modeling.py
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,8 @@
from pathlib import Path
from typing import TYPE_CHECKING, Dict, List, Optional, Union

from .config import SetFitConfig


# Google Colab runs on Python 3.7, so we need this to be compatible
try:
Expand Down Expand Up @@ -211,6 +213,20 @@ def __init__(
self.model_original_state = copy.deepcopy(self.model_body.state_dict())
self.normalize_embeddings = normalize_embeddings

@property
def config(self) -> SetFitConfig:
model_body_config = self.model_body._modules["0"]._modules["auto_model"].config

model_head_config = None
if isinstance(self.model_head, SetFitHead):
model_head_config = self.model_head.get_config_dict()

return SetFitConfig(model_body=model_body_config, model_head=model_head_config)

@config.setter
def config(self, config: SetFitConfig) -> None:
self.model_body._modules["0"]._modules["auto_model"].config = config.model_body

def fit(
self,
x_train: List[str],
Expand Down