3838DUMMY_SEQUENCE_CLASSIFIER = "mozilla-ai/test-dummy-sequence-classifier"
3939DUMMY_TOKEN_CLASSIFIER = "mozilla-ai/test-dummy-token-classifier"
4040DUMMY_SEQUENCE_EMBEDDINGS = "mozilla-ai/test-dummy-sequence-embeddings"
41- DUMMY_TOKEN_EMBEDDINGS = "mozilla-ai/test-dummy-token-embeddings"
41+ DUMMY_TOKEN_EMBEDDINGS = "mozilla-ai/test-dummy-token-embeddings"
4242
4343SEQUENCE_CLASSIFIER_OUTPUT_DIR = "./models/dummy_electra_sequence_classifier"
4444TOKEN_CLASSIFIER_OUTPUT_DIR = "./models/dummy_electra_token_classifier"
@@ -134,7 +134,6 @@ def get_loss_logits(
134134 labels = None ,
135135 return_dict = None ,
136136 ):
137-
138137 """Forward pass that returns fixed logits for each sequence."""
139138
140139 return_dict = (
@@ -529,9 +528,7 @@ def load_dummy_sequence_classifier(model_dir: str, num_labels: int):
529528def load_dummy_sequence_embeddings (model_dir : str ):
530529 """Load a dummy sequence classification model from directory."""
531530 AutoConfig .register (DUMMY_SEQUENCE_EMBEDDINGS , DummySequenceEmbedConfig )
532- AutoModel .register (
533- DummySequenceEmbedConfig , DummySequenceEmbeddings
534- )
531+ AutoModel .register (DummySequenceEmbedConfig , DummySequenceEmbeddings )
535532 config = AutoConfig .from_pretrained (model_dir )
536533 model = AutoModel .from_pretrained (model_dir , config = config )
537534 tokenizer = AutoTokenizer .from_pretrained (model_dir )
@@ -541,7 +538,9 @@ def load_dummy_sequence_embeddings(model_dir: str):
541538def load_dummy_token_classifier (model_dir : str , num_labels : int ):
542539 """Load a dummy token classification model from directory."""
543540 AutoConfig .register (DUMMY_TOKEN_CLASSIFIER , DummyTokenClassConfig )
544- AutoModelForTokenClassification .register (DummyTokenClassConfig , DummyTokenClassifier )
541+ AutoModelForTokenClassification .register (
542+ DummyTokenClassConfig , DummyTokenClassifier
543+ )
545544 config = AutoConfig .from_pretrained (model_dir , num_labels = num_labels )
546545 model = AutoModelForTokenClassification .from_pretrained (model_dir , config = config )
547546 tokenizer = AutoTokenizer .from_pretrained (model_dir )
@@ -753,7 +752,12 @@ def test_dummy_token_embeddings(output_dir: str):
753752
754753
755754# CLI Options
756- VALID_MODEL_TYPES = ["sequence_classifier" , "token_classifier" , "sequence_embeddings" , "token_embeddings" ]
755+ VALID_MODEL_TYPES = [
756+ "sequence_classifier" ,
757+ "token_classifier" ,
758+ "sequence_embeddings" ,
759+ "token_embeddings" ,
760+ ]
757761
758762# Reusable option decorator for model class
759763model_type_option = click .option (
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