huggingface/transformers

Pattern Findings

28669 matches across 20 categories. Click a row to expand file-level details.

Cross-File Repetition5136 hits · 25680 pts

Severity	File	Line	Snippet
HIGH	tests/test_tokenization_common.py	0	this is a test 😊 i was born in 92000, and this is falsé. 生活的真谛是 hi hello hi hello hello <s> hi<s>there the following str
HIGH	tests/test_tokenization_common.py	0	this is a test 😊 i was born in 92000, and this is falsé. 生活的真谛是 hi hello hi hello hello <s> hi<s>there the following str
HIGH	tests/test_tokenizers_backend_mixin.py	0	this is a test 😊 i was born in 92000, and this is falsé. 生活的真谛是 hi hello hi hello hello <s> hi<s>there the following str
HIGH	tests/test_tokenization_common.py	0	test that passing pad_token when creating a tokenizer works correctly.
HIGH	tests/models/udop/test_tokenization_udop.py	0	test that passing pad_token when creating a tokenizer works correctly.
HIGH	tests/models/layoutxlm/test_tokenization_layoutxlm.py	0	test that passing pad_token when creating a tokenizer works correctly.
HIGH	tests/test_modeling_common.py	0	tests the equivalence between the eager and flash attention implementations. this test is only for inference and runs wi
HIGH	tests/models/sam3_tracker/test_modeling_sam3_tracker.py	0	tests the equivalence between the eager and flash attention implementations. this test is only for inference and runs wi
HIGH	tests/models/sam2/test_modeling_sam2.py	0	tests the equivalence between the eager and flash attention implementations. this test is only for inference and runs wi
HIGH	tests/test_modeling_common.py	0	tests if composite models dispatch correctly on sdpa/eager when requested so when loading the model. this tests only by
HIGH	tests/models/blip_2/test_modeling_blip_2.py	0	tests if composite models dispatch correctly on sdpa/eager when requested so when loading the model. this tests only by
HIGH	tests/models/blip_2/test_modeling_blip_2.py	0	tests if composite models dispatch correctly on sdpa/eager when requested so when loading the model. this tests only by
HIGH	tests/models/sam/test_modeling_sam.py	0	tests if composite models dispatch correctly on sdpa/eager when requested so when loading the model. this tests only by
HIGH	tests/models/sam3_tracker/test_modeling_sam3_tracker.py	0	tests if composite models dispatch correctly on sdpa/eager when requested so when loading the model. this tests only by
HIGH	tests/models/instructblip/test_modeling_instructblip.py	0	tests if composite models dispatch correctly on sdpa/eager when requested so when loading the model. this tests only by
HIGH	tests/models/sam2/test_modeling_sam2.py	0	tests if composite models dispatch correctly on sdpa/eager when requested so when loading the model. this tests only by
HIGH	tests/test_processing_common.py	0	this function prepares a list of pil images for testing
HIGH	tests/models/mllama/test_processing_mllama.py	0	this function prepares a list of pil images for testing
HIGH	…/models/video_llama_3/test_processing_video_llama_3.py	0	this function prepares a list of pil images for testing
HIGH	tests/models/gemma3/test_processing_gemma3.py	0	this function prepares a list of pil images for testing
HIGH	tests/models/gemma4/test_processing_gemma4.py	0	this function prepares a list of pil images for testing
HIGH	tests/models/lfm2_vl/test_processing_lfm2_vl.py	0	this function prepares a list of pil images for testing
HIGH	tests/models/smolvlm/test_processing_smolvlm.py	0	this function prepares a list of pil images for testing
HIGH	tests/test_processing_common.py	0	we use do_rescale=true, rescale_factor=-1.0 to ensure that image_processor kwargs are preserved in the processor. we the
HIGH	tests/test_processing_common.py	0	we use do_rescale=true, rescale_factor=-1.0 to ensure that image_processor kwargs are preserved in the processor. we the
HIGH	tests/models/colqwen2/test_processing_colqwen2.py	0	we use do_rescale=true, rescale_factor=-1.0 to ensure that image_processor kwargs are preserved in the processor. we the
HIGH	tests/models/colpali/test_processing_colpali.py	0	we use do_rescale=true, rescale_factor=-1.0 to ensure that image_processor kwargs are preserved in the processor. we the
HIGH	…odels/colmodernvbert/test_processing_colmodernvbert.py	0	we use do_rescale=true, rescale_factor=-1.0 to ensure that image_processor kwargs are preserved in the processor. we the
HIGH	tests/test_image_processing_common.py	0	this function prepares a list of pil images, or a list of numpy arrays if one specifies numpify=true, or a list of pytor
HIGH	tests/models/mllama/test_image_processing_mllama.py	0	this function prepares a list of pil images, or a list of numpy arrays if one specifies numpify=true, or a list of pytor
HIGH	tests/models/aria/test_image_processing_aria.py	0	this function prepares a list of pil images, or a list of numpy arrays if one specifies numpify=true, or a list of pytor
HIGH	tests/models/idefics3/test_image_processing_idefics3.py	0	this function prepares a list of pil images, or a list of numpy arrays if one specifies numpify=true, or a list of pytor
HIGH	tests/models/smolvlm/test_image_processing_smolvlm.py	0	this function prepares a list of pil images, or a list of numpy arrays if one specifies numpify=true, or a list of pytor
HIGH	tests/test_image_processing_common.py	0	test that explicitly setting an attribute to none is preserved through save/load.
HIGH	tests/test_video_processing_common.py	0	test that explicitly setting an attribute to none is preserved through save/load.
HIGH	tests/models/mllama/test_image_processing_mllama.py	0	test that explicitly setting an attribute to none is preserved through save/load.
HIGH	tests/causal_lm_tester.py	0	tests the frequency properties of the different rope scaling types on the model rope layer.
HIGH	tests/models/olmo3/test_modeling_olmo3.py	0	tests the frequency properties of the different rope scaling types on the model rope layer.
HIGH	tests/models/gemma3/test_modeling_gemma3.py	0	tests the frequency properties of the different rope scaling types on the model rope layer.
HIGH	tests/models/gemma3n/test_modeling_gemma3n.py	0	tests the frequency properties of the different rope scaling types on the model rope layer.
HIGH	…modernbert_decoder/test_modeling_modernbert_decoder.py	0	tests the frequency properties of the different rope scaling types on the model rope layer.
HIGH	tests/models/eurobert/test_modeling_eurobert.py	0	tests the frequency properties of the different rope scaling types on the model rope layer.
HIGH	tests/test_video_processing_common.py	0	tests that the processor can work with nested list where each video is a list of arrays
HIGH	…nie4_5_vl_moe/test_video_processing_ernie4_5_vl_moe.py	0	tests that the processor can work with nested list where each video is a list of arrays
HIGH	tests/models/glm46v/test_video_processing_glm46v.py	0	tests that the processor can work with nested list where each video is a list of arrays
HIGH	…s/video_llama_3/test_video_processing_video_llama_3.py	0	tests that the processor can work with nested list where each video is a list of arrays
HIGH	tests/models/glmga/test_video_processing_glmga.py	0	tests that the processor can work with nested list where each video is a list of arrays
HIGH	tests/models/qwen2_vl/test_video_processing_qwen2_vl.py	0	tests that the processor can work with nested list where each video is a list of arrays
HIGH	tests/models/glm4v/test_video_processing_glm4v.py	0	tests that the processor can work with nested list where each video is a list of arrays
HIGH	tests/models/qwen3_vl/test_video_processing_qwen3_vl.py	0	tests that the processor can work with nested list where each video is a list of arrays
HIGH	tests/utils/test_chat_template_utils.py	0	test function args: x: the input returns: the output
HIGH	tests/utils/test_chat_template_utils.py	0	test function args: x: the input returns: the output
HIGH	tests/utils/test_chat_template_utils.py	0	test function args: x: the input returns: the output
HIGH	tests/utils/test_chat_template_utils.py	0	test function args: x: the input returns: the output
HIGH	…ts/models/edgetam_video/test_modeling_edgetam_video.py	0	test that inference works correctly for float32, bfloat16, and float16 dtypes.
HIGH	tests/models/sam3_video/test_modeling_sam3_video.py	0	test that inference works correctly for float32, bfloat16, and float16 dtypes.
HIGH	…sam3_tracker_video/test_modeling_sam3_tracker_video.py	0	test that inference works correctly for float32, bfloat16, and float16 dtypes.
HIGH	tests/models/sam2_video/test_modeling_sam2_video.py	0	test that inference works correctly for float32, bfloat16, and float16 dtypes.
HIGH	tests/models/biogpt/test_tokenization_biogpt.py	0	adapted from sennrich et al. 2015 and https://github.com/rsennrich/subword-nmt
HIGH	tests/models/xlm/test_tokenization_xlm.py	0	adapted from sennrich et al. 2015 and https://github.com/rsennrich/subword-nmt
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Hyper-Verbose Identifiers13288 hits · 13235 pts

Severity	File	Line	Snippet
LOW	conftest.py	105	def pytest_collection_modifyitems(items):
LOW	benchmark/benchmarks_entrypoint.py	146	def collect_device_measurements(self, benchmark_id: str, cpu_util, mem_megabytes, gpu_util, gpu_mem_megabytes):
LOW	benchmark/benchmarks_entrypoint.py	179	def collect_model_measurements(self, benchmark_id: str, measurements: dict[str, float]):
LOW	benchmark/benchmarks_entrypoint.py	378	def create_database_connection():
LOW	benchmark/benchmarks_entrypoint.py	397	def create_global_metrics_recorder(
LOW	benchmark/benches/llama.py	143	def multinomial_sample_one_no_sync(probs_sort): # Does multinomial sampling without a cuda synchronization
LOW	…rk_v2/benchmark_scripts/continuous_batching_overall.py	69	def _build_lighteval_inputs_scorer(
LOW	benchmark_v2/framework/hardware_metrics.py	30	def get_device_name_and_memory_total() -> tuple[str, float]:
LOW	benchmark_v2/framework/benchmark_runner.py	59	def compact_json_numeric_arrays(data: dict):
LOW	benchmark_v2/framework/data_classes.py	39	def equalize_lengths_and_collate(stats: dict[str, dict[str, str]]) -> dict[str, str]:
LOW	tests/test_tokenization_common.py	135	def merge_model_tokenizer_mappings(
LOW	tests/test_tokenization_common.py	477	def get_extracted_tokenizer_from_sentencepiece(self, reference_tokenizer=None):
LOW	tests/test_tokenization_common.py	497	def tokenizer_integration_test_util(
LOW	tests/test_tokenization_common.py	567	def assert_padded_input_match(self, input_r: list, input_p: list, max_length: int, pad_token_id: int):
LOW	tests/test_tokenization_common.py	577	def assert_batch_padded_input_match(
LOW	tests/test_tokenization_common.py	604	def convert_batch_to_list_format(batch_encode_plus_sequences):
LOW	tests/test_tokenization_common.py	613	def test_tokenize_special_tokens(self):
LOW	tests/test_tokenization_common.py	633	def test_model_input_names_signature(self):
LOW	tests/test_tokenization_common.py	644	def test_tokenizer_store_full_signature(self):
LOW	tests/test_tokenization_common.py	661	def test_tokenizers_common_properties(self):
LOW	tests/test_tokenization_common.py	693	def test_tokenizers_common_ids_setters(self):
LOW	tests/test_tokenization_common.py	726	def test_save_and_load_tokenizer(self):
LOW	tests/test_tokenization_common.py	859	def test_integration_from_extractor(self):
LOW	tests/test_tokenization_common.py	892	def test_internal_consistency(self):
LOW	tests/test_tokenization_common.py	1014	def test_chat_template_save_loading(self):
LOW	tests/test_tokenization_common.py	1056	def test_chat_template_batched(self):
LOW	tests/test_tokenization_common.py	1130	def test_chat_template_return_assistant_tokens_mask(self):
LOW	tests/test_tokenization_common.py	1323	def test_chat_template_return_assistant_tokens_mask_truncated(self):
LOW	tests/test_tokenization_common.py	1434	def test_continue_final_message(self):
LOW	tests/test_tokenization_common.py	1462	def test_continue_final_message_with_trim(self):
LOW	tests/test_tokenization_common.py	1492	def test_continue_final_message_with_decoy_earlier_message(self):
LOW	tests/test_tokenization_common.py	1517	def test_continue_final_message_string_and_reasoning(self):
LOW	tests/test_tokenization_common.py	1565	def test_chat_template_dict_saving(self):
LOW	tests/test_tokenization_common.py	1596	def test_chat_template_dict_saving_rejects_path_traversal(self):
LOW	tests/test_tokenization_common.py	1613	def test_chat_template_file_priority(self):
LOW	tests/test_tokenization_common.py	1626	def test_number_of_added_tokens(self):
LOW	tests/test_tokenization_common.py	1638	def test_maximum_encoding_length_single_input(self):
LOW	tests/test_tokenization_common.py	1733	def test_maximum_encoding_length_pair_input(self):
LOW	tests/test_tokenization_common.py	2006	def test_special_tokens_mask_input_pairs(self):
LOW	tests/test_tokenization_common.py	2029	def test_padding_side_in_kwargs(self):
LOW	tests/test_tokenization_common.py	2046	def test_truncation_side_in_kwargs(self):
LOW	tests/test_tokenization_common.py	2063	def test_encode_basic_padding(self):
LOW	tests/test_tokenization_common.py	2092	def test_right_and_left_truncation(self):
LOW	tests/test_tokenization_common.py	2146	def test_padding_to_multiple_of(self):
LOW	tests/test_tokenization_common.py	2178	def test_padding_with_attention_mask(self):
LOW	tests/test_tokenization_common.py	2196	def test_encode_plus_with_padding(self, use_padding_as_call_kwarg: bool):
LOW	tests/test_tokenization_common.py	2321	def test_conversion_reversible(self):
LOW	tests/test_tokenization_common.py	2359	def test_batch_encode_plus_batch_sequence_length(self):
LOW	tests/test_tokenization_common.py	2407	def test_batch_encode_plus_padding(self):
LOW	tests/test_tokenization_common.py	2521	def _check_no_pad_token_padding(self, tokenizer, sequences):
LOW	tests/test_tokenization_common.py	2575	def test_batch_encode_dynamic_overflowing(self):
LOW	tests/test_tokenization_common.py	2638	def test_added_tokens_serialization(self):
LOW	tests/test_tokenization_common.py	2665	def test_tokenizer_initialization_with_conflicting_key(self):
LOW	tests/test_tokenization_common.py	2700	def test_pad_token_initialization(self):
LOW	tests/test_tokenization_common.py	2733	def test_bos_token_with_add_bos_token_true(self):
LOW	tests/test_tokenization_common.py	2750	def test_bos_token_with_add_bos_token_false(self):
LOW	tests/test_tokenization_common.py	2836	def test_add_tokens_tokenizer(self):
LOW	tests/test_modeling_common.py	1742	def test_training_gradient_checkpointing(self):
LOW	tests/test_modeling_common.py	1746	def test_training_gradient_checkpointing_use_reentrant_false(self):
LOW	tests/test_modeling_common.py	1751	def test_training_gradient_checkpointing_use_reentrant_true(self):
13228 more matches not shown…

Over-Commented Block3867 hits · 3778 pts

Severity	File	Line	Snippet
LOW	conftest.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	setup.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	benchmark/benchmark.py	1	# Copyright 2024 The HuggingFace Team. All rights reserved.
LOW	benchmark/benchmarks_entrypoint.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	benchmark/benches/llama.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	benchmark_v2/run_benchmarks.py	1	#!/usr/bin/env python3
LOW	tests/test_tokenization_common.py	1	# Copyright 2019 HuggingFace Inc.
LOW	tests/test_modeling_common.py	1	# Copyright 2019 HuggingFace Inc.
LOW	tests/test_configuration_common.py	1	# Copyright 2019 HuggingFace Inc.
LOW	tests/multimodal_tester.py	1	# Copyright 2026 HuggingFace Inc.
LOW	tests/test_tensor_parallel_mixin.py	1	#
LOW	tests/test_monkey_patching.py	1	# Copyright 2026 The HuggingFace Inc. team.
LOW	tests/test_processing_common.py	1	# Copyright 2024 The HuggingFace Inc. team. All rights reserved.
LOW	tests/test_backbone_common.py	1	# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
LOW	tests/test_image_processing_common.py	1	# Copyright 2023 HuggingFace Inc.
LOW	tests/causal_lm_tester.py	1	# Copyright 2025 HuggingFace Inc.
LOW	tests/test_executorch.py	1	# Copyright 2025 HuggingFace Inc.
LOW	tests/test_feature_extraction_common.py	1	# Copyright 2021 HuggingFace Inc.
LOW	tests/alm_tester.py	1	# Copyright 2026 HuggingFace Inc.
LOW	tests/test_video_processing_common.py	1	# Copyright 2025 HuggingFace Inc.
LOW	tests/test_pipeline_mixin.py	1	# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
LOW	tests/test_tokenization_mistral_common.py	1	# Copyright 2025 Mistral AI and The HuggingFace Inc. team. All rights reserved.
LOW	tests/vlm_tester.py	1	# Copyright 2026 HuggingFace Inc.
LOW	tests/test_training_mixin.py	1	# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
LOW	tests/test_sequence_feature_extraction_common.py	1	# Copyright 2021 HuggingFace Inc.
LOW	tests/test_image_transforms.py	1	# Copyright 2022 HuggingFace Inc.
LOW	tests/kernels/test_kernels.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	tests/tensor_parallel/test_tensor_parallel.py	1	# Copyright 2024 The HuggingFace Inc. team. All rights reserved.
LOW	tests/peft_integration/test_peft_integration.py	1	# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
LOW	tests/optimization/test_greedy_lr.py	1	# Copyright 2026 The HuggingFace Team. All rights reserved.
LOW	tests/optimization/test_optimization.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	…s/pipelines/test_pipelines_image_feature_extraction.py	1	# Copyright 2024 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_object_detection.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_common.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_text_classification.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_token_classification.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_image_text_to_text.py	1	# Copyright 2024 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_zero_shot.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_depth_estimation.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_mask_generation.py	1	# Copyright 2023 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_text_generation.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_text_to_audio.py	1	# Copyright 2023 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_feature_extraction.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	…ipelines/test_pipelines_document_question_answering.py	1	# Copyright 2022 The HuggingFace Team. All rights reserved.
LOW	…pelines/test_pipelines_automatic_speech_recognition.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_image_classification.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	…pipelines/test_pipelines_zero_shot_object_detection.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	…lines/test_pipelines_zero_shot_image_classification.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	…lines/test_pipelines_zero_shot_image_classification.py	41
LOW	…s/pipelines/test_pipelines_table_question_answering.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_image_segmentation.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	…lines/test_pipelines_zero_shot_audio_classification.py	1	# Copyright 2023 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_keypoint_matching.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_fill_mask.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_audio_classification.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_video_classification.py	1	# Copyright 2021 The HuggingFace Team. All rights reserved.
LOW	tests/pipelines/test_pipelines_any_to_any.py	1	# Copyright 2025 The HuggingFace Team. All rights reserved.
LOW	tests/utils/test_activations.py	1	# Copyright 2020 The HuggingFace Team. All rights reserved.
LOW	tests/utils/test_deprecation.py	1	# Copyright 2024 The HuggingFace Team. All rights reserved.
LOW	tests/utils/test_fusion_mapping.py	1	# Copyright 2026 The HuggingFace Inc. team.
3807 more matches not shown…

Unused Imports3143 hits · 2550 pts

Severity	File	Line
LOW	benchmark_v2/framework/benchmark_config.py	17
LOW	tests/test_tokenization_common.py	85
LOW	tests/test_tokenization_common.py	85
LOW	…ipelines/test_pipelines_document_question_answering.py	43
LOW	…pipelines/test_pipelines_zero_shot_object_detection.py	35
LOW	tests/utils/test_file_utils.py	23
LOW	tests/models/mistral4/__init__.py	17
LOW	tests/models/mistral4/__init__.py	17
LOW	tests/models/opt/test_modeling_opt.py	20
LOW	tests/models/fsmt/test_modeling_fsmt.py	19
LOW	tests/tokenization/test_tokenization_utils.py	281
LOW	utils/check_import_complexity.py	27
LOW	…amples/modular-transformers/modular_switch_function.py	2
LOW	src/transformers/image_utils.py	36
LOW	src/transformers/image_utils.py	36
LOW	src/transformers/image_utils.py	36
LOW	src/transformers/image_utils.py	36
LOW	src/transformers/image_utils.py	36
LOW	src/transformers/image_utils.py	36
LOW	src/transformers/modeling_rope_utils.py	31
LOW	src/transformers/pytorch_utils.py	14
LOW	src/transformers/_typing.py	16
LOW	src/transformers/trainer_seq2seq.py	36
LOW	src/transformers/trainer_seq2seq.py	39
LOW	src/transformers/trainer_seq2seq.py	41
LOW	src/transformers/trainer_seq2seq.py	42
LOW	src/transformers/trainer_seq2seq.py	43
LOW	src/transformers/trainer_seq2seq.py	44
LOW	src/transformers/trainer_seq2seq.py	45
LOW	src/transformers/trainer_seq2seq.py	46
LOW	src/transformers/trainer_seq2seq.py	47
LOW	src/transformers/trainer_seq2seq.py	48
LOW	src/transformers/trainer_seq2seq.py	48
LOW	src/transformers/trainer_seq2seq.py	49
LOW	src/transformers/feature_extraction_utils.py	47
LOW	src/transformers/tokenization_utils_base.py	21
LOW	src/transformers/core_model_loading.py	16
LOW	src/transformers/safetensors_conversion.py	4
LOW	src/transformers/processing_utils.py	80
LOW	src/transformers/processing_utils.py	85
LOW	src/transformers/trainer_optimizer.py	18
LOW	src/transformers/optimization.py	16
LOW	src/transformers/__init__.py	30
LOW	src/transformers/__init__.py	31
LOW	src/transformers/__init__.py	31
LOW	src/transformers/__init__.py	31
LOW	src/transformers/__init__.py	31
LOW	src/transformers/__init__.py	31
LOW	src/transformers/__init__.py	31
LOW	src/transformers/__init__.py	46
LOW	src/transformers/__init__.py	47
LOW	src/transformers/__init__.py	49
LOW	src/transformers/__init__.py	50
LOW	src/transformers/__init__.py	53
LOW	src/transformers/__init__.py	485
LOW	src/transformers/__init__.py	485
LOW	src/transformers/__init__.py	486
LOW	src/transformers/__init__.py	487
LOW	src/transformers/__init__.py	488
LOW	src/transformers/__init__.py	489
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Deep Nesting1622 hits · 1461 pts

Severity	File	Line
LOW	benchmark/benchmark.py	60
LOW	benchmark_v2/framework/hardware_metrics.py	184
LOW	benchmark_v2/framework/benchmark_runner.py	82
LOW	benchmark_v2/framework/benchmark_runner.py	443
LOW	benchmark_v2/framework/data_classes.py	21
LOW	benchmark_v2/framework/benchmark_config.py	255
LOW	tests/test_tokenization_common.py	135
LOW	tests/test_tokenization_common.py	225
LOW	tests/test_tokenization_common.py	1130
LOW	tests/test_tokenization_common.py	1323
LOW	tests/test_tokenization_common.py	1638
LOW	tests/test_tokenization_common.py	1733
LOW	tests/test_tokenization_common.py	2638
LOW	tests/test_modeling_common.py	160
LOW	tests/test_modeling_common.py	558
LOW	tests/test_modeling_common.py	724
LOW	tests/test_modeling_common.py	894
LOW	tests/test_modeling_common.py	930
LOW	tests/test_modeling_common.py	1118
LOW	tests/test_modeling_common.py	1483
LOW	tests/test_modeling_common.py	1629
LOW	tests/test_modeling_common.py	2038
LOW	tests/test_modeling_common.py	2299
LOW	tests/test_modeling_common.py	2497
LOW	tests/test_modeling_common.py	2523
LOW	tests/test_modeling_common.py	2567
LOW	tests/test_modeling_common.py	2640
LOW	tests/test_modeling_common.py	2698
LOW	tests/test_modeling_common.py	2988
LOW	tests/test_modeling_common.py	3031
LOW	tests/test_modeling_common.py	3069
LOW	tests/test_modeling_common.py	3115
LOW	tests/test_modeling_common.py	3159
LOW	tests/test_modeling_common.py	3261
LOW	tests/test_modeling_common.py	3474
LOW	tests/test_modeling_common.py	3534
LOW	tests/test_modeling_common.py	3571
LOW	tests/test_modeling_common.py	3653
LOW	tests/test_modeling_common.py	3740
LOW	tests/test_modeling_common.py	3802
LOW	tests/test_modeling_common.py	3901
LOW	tests/test_modeling_common.py	4173
LOW	tests/test_modeling_common.py	4517
LOW	tests/test_modeling_common.py	4560
LOW	tests/test_modeling_common.py	4685
LOW	tests/test_modeling_common.py	4753
LOW	tests/test_modeling_common.py	5190
LOW	tests/test_modeling_common.py	5351
LOW	tests/test_modeling_common.py	5492
LOW	tests/test_modeling_common.py	5625
LOW	tests/test_modeling_common.py	1491
LOW	tests/test_modeling_common.py	2705
LOW	tests/test_modeling_common.py	4207
LOW	tests/test_modeling_common.py	2710
LOW	tests/test_modeling_common.py	3365
LOW	tests/test_configuration_common.py	94
LOW	tests/test_configuration_common.py	187
LOW	tests/test_tensor_parallel_mixin.py	131
LOW	tests/test_tensor_parallel_mixin.py	192
LOW	tests/test_processing_common.py	314
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Decorative Section Separators417 hits · 1322 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_tensor_parallel_mixin.py	425	# ============================================================
MEDIUM	tests/test_tensor_parallel_mixin.py	427	# ============================================================
MEDIUM	tests/test_tensor_parallel_mixin.py	438	# ============================================================
MEDIUM	tests/test_tensor_parallel_mixin.py	440	# ============================================================
MEDIUM	tests/test_pipeline_mixin.py	410	# ---------------------------------------------------------
MEDIUM	tests/test_training_mixin.py	42	# ============================================================
MEDIUM	tests/test_training_mixin.py	44	# ============================================================
MEDIUM	tests/test_training_mixin.py	61	# ============================================================
MEDIUM	tests/test_training_mixin.py	63	# ============================================================
MEDIUM	tests/test_training_mixin.py	77	# ============================================================
MEDIUM	tests/test_training_mixin.py	79	# ============================================================
MEDIUM	tests/utils/test_auto_docstring.py	673	# ---------------------------------------------------------------------------
MEDIUM	tests/utils/test_auto_docstring.py	675	# ---------------------------------------------------------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	151	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	153	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	289	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	291	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	258	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	260	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	441	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	443	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	454	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	456	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	331	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	333	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	369	# ------------------------
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	371	# ------------------------
MEDIUM	tests/trainer/test_trainer_callback.py	234	# -------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_callback.py	236	# -------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_callback.py	320	# -------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_callback.py	322	# -------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_callback.py	441	# -------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_callback.py	443	# -------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_callback.py	56	# =============================================================================
MEDIUM	tests/trainer/test_trainer_callback.py	58	# =============================================================================
MEDIUM	tests/trainer/test_trainer_callback.py	168	# =============================================================================
MEDIUM	tests/trainer/test_trainer_callback.py	170	# =============================================================================
MEDIUM	tests/trainer/test_trainer_callback.py	184	# =============================================================================
MEDIUM	tests/trainer/test_trainer_callback.py	186	# =============================================================================
MEDIUM	tests/trainer/test_trainer_optimizers.py	244	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	246	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	253	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	255	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	263	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	265	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	410	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	412	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	448	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	450	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	500	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	502	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	527	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	529	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	78	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	80	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	158	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	160	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	186	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	188	# ---------------------------------------------------------------------------
MEDIUM	tests/trainer/test_trainer_optimizers.py	221	# ---------------------------------------------------------------------------
357 more matches not shown…

Self-Referential Comments273 hits · 730 pts

Severity	File	Line	Snippet
MEDIUM	benchmark/benchmarks_entrypoint.py	428	# Create a global metrics recorder
MEDIUM	benchmark_v2/framework/data_classes.py	150	# Create a new instance and accumulate the data
MEDIUM	tests/test_monkey_patching.py	155	# Create a dummy module in transformers namespace for testing
MEDIUM	tests/test_processing_common.py	1099	# Define the kwargs for each modality
MEDIUM	tests/test_processing_common.py	1122	# Define the kwargs for each modality
MEDIUM	tests/test_processing_common.py	1257	# Define the kwargs for each modality
MEDIUM	tests/test_processing_common.py	1448	# Define the kwargs for each modality
MEDIUM	tests/test_processing_common.py	1471	# Define the kwargs for each modality
MEDIUM	tests/test_tokenizers_backend_mixin.py	383	# Create a new mapping from the special tokens defined in the original tokenizer
MEDIUM	tests/test_training_mixin.py	87	# Create a deterministic sequence (not random, so model can learn it)
MEDIUM	tests/kernels/test_kernels.py	489	# Create a mock model on CUDA device
MEDIUM	tests/kernels/test_kernels.py	524	# Create a mock model
MEDIUM	tests/peft_integration/test_peft_integration.py	1292	# Create a temporary directory with a complete adapter model structure
MEDIUM	tests/optimization/test_greedy_lr.py	193	# Create a new scheduler and load state
MEDIUM	tests/pipelines/test_pipelines_common.py	242	# Create a temporary directory with a complete adapter model structure
MEDIUM	tests/utils/test_masking_utils.py	253	# Create a new input after the prefill
MEDIUM	tests/models/udop/test_tokenization_udop.py	133	# # Create a minimal mock tokenizer for the converter
MEDIUM	tests/models/udop/test_tokenization_udop.py	1240	# Create a new mapping from the special tokens defined in the original tokenizer
MEDIUM	tests/models/flava/test_modeling_flava.py	1147	# Create a clone of the input_ids tensor that will be its masked version
MEDIUM	tests/models/flava/test_modeling_flava.py	1195	# Create a clone of the input_ids tensor that will be its masked version
MEDIUM	…cohere2_vision/test_image_processing_cohere2_vision.py	208	# Create a 2:3 aspect ratio image (2 rows x 3 columns of patches)
MEDIUM	tests/models/gpt_oss/test_modeling_gpt_oss.py	300	# Create a temp file that calls the worker
MEDIUM	tests/models/lighton_ocr/test_modeling_lighton_ocr.py	507	# Create a small config for fast testing
MEDIUM	…ts/models/superglue/test_image_processing_superglue.py	410	# Create a specific scenario with intentional padding issues
MEDIUM	…ts/models/superglue/test_image_processing_superglue.py	429	# Create a match that points to a padded keypoint in image 1
MEDIUM	…ts/models/superglue/test_image_processing_superglue.py	434	# Create a valid match for comparison
MEDIUM	tests/models/pix2struct/test_processing_pix2struct.py	167	# Define the kwargs for each modality
MEDIUM	tests/models/pix2struct/test_processing_pix2struct.py	196	# Define the kwargs for each modality
MEDIUM	tests/models/markuplm/test_tokenization_markuplm.py	1245	# Create a new mapping from the special tokens defined in the original tokenizer
MEDIUM	tests/models/colqwen2/test_processing_colqwen2.py	241	# Define the kwargs for each modality
MEDIUM	tests/models/colqwen2/test_processing_colqwen2.py	261	# Define the kwargs for each modality
MEDIUM	tests/models/nemotron_h/test_modeling_nemotron_h.py	735	# Create a legacy config.json
MEDIUM	tests/models/auto/test_video_processing_auto.py	85	# Create a dummy config file with image_processor_type
MEDIUM	tests/models/auto/test_image_processing_auto.py	102	# Create a dummy config file with image_processor_type
MEDIUM	tests/models/auto/test_modeling_auto.py	576	# Create a temporary directory with a complete adapter model structure
MEDIUM	tests/models/kosmos2_5/test_processor_kosmos2_5.py	199	# Define the kwargs for each modality
MEDIUM	tests/models/kosmos2_5/test_processor_kosmos2_5.py	228	# Define the kwargs for each modality
MEDIUM	…ts/models/oneformer/test_image_processing_oneformer.py	351	# Create a temporary json file
MEDIUM	tests/models/layoutlmv2/test_tokenization_layoutlmv2.py	1284	# Create a new mapping from the special tokens defined in the original tokenizer
MEDIUM	tests/models/layoutlmv3/test_tokenization_layoutlmv3.py	1330	# Create a new mapping from the special tokens defined in the original tokenizer
MEDIUM	tests/models/kosmos2/test_processing_kosmos2.py	412	# Define the kwargs for each modality
MEDIUM	tests/models/kosmos2/test_processing_kosmos2.py	438	# Define the kwargs for each modality
MEDIUM	tests/models/colpali/test_processing_colpali.py	246	# Define the kwargs for each modality
MEDIUM	tests/models/colpali/test_processing_colpali.py	266	# Define the kwargs for each modality
MEDIUM	tests/models/lfm2_vl/test_image_processing_lfm2_vl.py	294	# Create a small image (256x256)
MEDIUM	tests/models/lfm2_vl/test_image_processing_lfm2_vl.py	312	# Create a small image that won't exceed the max_image_tokens threshold
MEDIUM	tests/models/lfm2_vl/test_image_processing_lfm2_vl.py	328	# Create a large image (2048x2048)
MEDIUM	tests/models/lfm2_vl/test_image_processing_lfm2_vl.py	347	# Create a large image that will require tiling
MEDIUM	tests/models/lfm2_vl/test_image_processing_lfm2_vl.py	397	# Create a landscape image (1920x1080, ~16:9 aspect ratio)
MEDIUM	tests/models/lfm2_vl/test_image_processing_lfm2_vl.py	416	# Create an extremely wide image (3000x500)
MEDIUM	tests/models/lfm2_vl/test_image_processing_lfm2_vl.py	435	# Create an extremely tall image (500x3000)
MEDIUM	tests/models/lfm2_vl/test_image_processing_lfm2_vl.py	372	# Create a large image that will require tiling
MEDIUM	tests/models/janus/test_processing_janus.py	358	# Create a simple text message for testing
MEDIUM	…modernbert_decoder/test_modeling_modernbert_decoder.py	192	# Create a longer input to test sliding window attention
MEDIUM	…odels/encoder_decoder/test_modeling_encoder_decoder.py	787	# Create a new attention mask that ignores padding, and test that the loss differs for this new attention mask
MEDIUM	tests/models/idefics/test_modeling_idefics.py	180	# Create a list of configs and inputs, to test 2 things:
MEDIUM	tests/models/moshi/test_tokenization_moshi.py	219	# Create a new mapping from the special tokens defined in the original tokenizer
MEDIUM	tests/models/csm/test_modeling_csm.py	296	# Creating a 4D mask where each of the last 3 tokens do not attend to each other.
MEDIUM	tests/models/csm/test_modeling_csm.py	316	# Creating a position_ids tensor. note the repeating figures in the end.
MEDIUM	tests/models/layoutxlm/test_tokenization_layoutxlm.py	1443	# Create a new mapping from the special tokens defined in the original tokenizer
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Docstring Block Structure74 hits · 370 pts

Severity	File	Line	Snippet
HIGH	src/transformers/configuration_utils.py	567	Instantiate a [`PreTrainedConfig`] (or a derived class) from a pretrained model configuration. Args:
HIGH	src/transformers/pytorch_utils.py	132	This function chunks the `input_tensors` into smaller input tensor parts of size `chunk_size` over the dimension
HIGH	src/transformers/feature_extraction_utils.py	297	Instantiate a type of [`~feature_extraction_utils.FeatureExtractionMixin`] from a feature extractor, e.g. a
HIGH	src/transformers/tokenization_utils_base.py	1114	Add a dictionary of special tokens (eos, pad, cls, etc.) to the encoder and link them to class attributes. If
HIGH	src/transformers/tokenization_utils_base.py	1219	#TODO remove this from here! PreTrainedTOkeniuzerBase should be agnostic of AddedToken. Add a list of
HIGH	src/transformers/trainer_utils.py	76	Extract the base model from a PEFT-wrapped model. If the model is not a PEFT model, returns it unchanged. Othe
HIGH	src/transformers/image_processing_base.py	95	Instantiate a type of [`~image_processing_utils.ImageProcessingMixin`] from an image processor. Args:
HIGH	src/transformers/tokenization_python.py	517	Add a list of new tokens to the tokenizer class. If the new tokens are not in the vocabulary, they are added to
HIGH	src/transformers/tokenization_python.py	1297	Create a mask from the two sequences passed to be used in a sequence-pair classification task. This me
HIGH	src/transformers/dynamic_module_utils.py	533	Extracts a class from a module file, present in the local folder or repository of a model. <Tip warning={true}
HIGH	src/transformers/tokenization_utils_sentencepiece.py	111	Add a list of new tokens to the tokenizer class. If the new tokens are not in the vocabulary, they are added to
HIGH	src/transformers/video_processing_utils.py	430	Instantiate a type of [`~video_processing_utils.VideoProcessorBase`] from an video processor. Args:
HIGH	src/transformers/pipelines/__init__.py	661	Utility factory method to build a [`Pipeline`]. A pipeline consists of: - One or more components for
HIGH	src/transformers/utils/deprecation.py	45	Function or method decorator to notify users about deprecated keyword arguments, replacing them with a new name if
HIGH	src/transformers/utils/chat_template_utils.py	247	This function generates a JSON schema for a given function, based on its docstring and type hints. This is most
HIGH	src/transformers/utils/hub.py	228	Tries to locate a file in a local folder and repo, downloads and cache it if necessary. Args: path_or_
HIGH	src/transformers/utils/hub.py	302	Tries to locate several files in a local folder and repo, downloads and cache them if necessary. Args:
HIGH	src/transformers/models/cohere/tokenization_cohere.py	192	Create a Command-R tool-use prompt. Once rendered, the prompt instructs the model to generate a list of actions
HIGH	src/transformers/models/cohere/tokenization_cohere.py	304	Create a Command-R grounded generation (aka RAG) prompt. Once rendered, the prompt instructs the model to gener
HIGH	src/transformers/models/mllama/processing_mllama.py	35	Generate a cross-attention token mask for image tokens in the input sequence. This function identifies the pos
HIGH	src/transformers/models/mllama/processing_mllama.py	131	Builds a string from the input prompt by adding `bos_token` if not already present. Args: prompt (`str
HIGH	src/transformers/models/clvp/modeling_clvp.py	1368	This method can be used to extract speech_embeds. The speech embeddings are obtained by applying the speech
HIGH	…/conditional_detr/image_processing_conditional_detr.py	122	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	…ditional_detr/image_processing_pil_conditional_detr.py	400	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	…s/models/maskformer/image_processing_pil_maskformer.py	240	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	…rmers/models/maskformer/image_processing_maskformer.py	89	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	…formers/models/markuplm/feature_extraction_markuplm.py	99	Main method to prepare for the model one or several HTML strings. Args: html_strings (`str
HIGH	…/transformers/models/eomt/image_processing_pil_eomt.py	185	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	src/transformers/models/eomt/image_processing_eomt.py	110	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	…formers/models/esm/openfold_utils/residue_constants.py	603	Maps the given sequence into a one-hot encoded matrix. Args: sequence: An amino acid sequence. mapping:
HIGH	src/transformers/models/auto/configuration_auto.py	290	Instantiate one of the configuration classes of the library from a pretrained model configuration. The
HIGH	src/transformers/models/auto/image_processing_auto.py	210	Loads the image processor configuration from a pretrained model image processor configuration. Args: p
HIGH	src/transformers/models/auto/video_processing_auto.py	116	Loads the video processor configuration from a pretrained model video processor configuration. Args: p
HIGH	src/transformers/models/auto/feature_extraction_auto.py	133	Loads the feature extractor configuration from a pretrained model feature extractor configuration. Args:
HIGH	src/transformers/models/auto/tokenization_auto.py	481	Loads the tokenizer configuration from a pretrained model tokenizer configuration. Args: pretrained_mo
HIGH	…/transformers/models/bertweet/tokenization_bertweet.py	543	Remove entities from text by converting them to their corresponding unicode character. Args: text:
HIGH	…formers/models/oneformer/image_processing_oneformer.py	185	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	…ers/models/oneformer/image_processing_pil_oneformer.py	263	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	…ers/models/mask2former/image_processing_mask2former.py	121	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	…models/mask2former/image_processing_pil_mask2former.py	245	Binarize the given masks using `object_mask_threshold`, it returns the associated values of `masks`, `scores` and
HIGH	src/transformers/models/tapas/tokenization_tapas.py	2583	Creates a function that can be used as a sort key or to compare the values. Maps to primitive types and finds the
HIGH	src/transformers/models/blip/modeling_blip.py	1092	Overrides generate function to be able to use the model as a conditional generator Parameters:
HIGH	…ransformers/models/timesformer/modeling_timesformer.py	490	Examples: ```python >>> import av >>> import numpy as np >>> from transformer
HIGH	…ransformers/models/timesformer/modeling_timesformer.py	621	labels (`torch.LongTensor` of shape `(batch_size,)`, optional): Labels for computing the image cl
HIGH	src/transformers/models/patchtst/modeling_patchtst.py	1107	Parameters: past_values (`torch.Tensor` of shape `(bs, sequence_length, num_input_channels)`, *requ
HIGH	src/transformers/models/patchtst/modeling_patchtst.py	1244	Parameters: past_values (`torch.Tensor` of shape `(bs, sequence_length, num_input_channels)`, *requ
HIGH	src/transformers/models/patchtst/modeling_patchtst.py	1612	Parameters: past_values (`torch.Tensor` of shape `(bs, sequence_length, num_input_channels)`, *requ
HIGH	src/transformers/models/vivit/modular_vivit.py	172	Examples: ```python >>> import av >>> import numpy as np >>> from transformer
HIGH	src/transformers/models/vivit/modular_vivit.py	298	labels (`torch.LongTensor` of shape `(batch_size,)`, optional): Labels for computing the image cl
HIGH	src/transformers/models/vivit/modeling_vivit.py	343	Examples: ```python >>> import av >>> import numpy as np >>> from transformer
HIGH	src/transformers/models/vivit/modeling_vivit.py	469	labels (`torch.LongTensor` of shape `(batch_size,)`, optional): Labels for computing the image cl
HIGH	…rmers/models/efficientloftr/modeling_efficientloftr.py	896	Copied from kornia library : kornia/geometry/subpix/dsnt.py:76 Compute the expectation of coordinate values usi
HIGH	src/transformers/models/x_clip/modeling_x_clip.py	680	Examples: ```python >>> import av >>> import torch >>> import numpy as np
HIGH	src/transformers/models/x_clip/modeling_x_clip.py	1001	return_loss (`bool`, optional): Whether or not to return the contrastive loss. Examples:
HIGH	src/transformers/models/x_clip/modeling_x_clip.py	1156	Examples: ```python >>> import av >>> import torch >>> import numpy as np
HIGH	src/transformers/models/x_clip/modular_x_clip.py	293	Examples: ```python >>> import av >>> import torch >>> import numpy as np
HIGH	src/transformers/models/x_clip/modular_x_clip.py	565	Examples: ```python >>> import av >>> import torch >>> import numpy as np
HIGH	src/transformers/models/x_clip/modular_x_clip.py	661	return_loss (`bool`, optional): Whether or not to return the contrastive loss. Examples:
HIGH	…ansformers/models/qwen2_5_omni/modular_qwen2_5_omni.py	848	Calculate the 3D rope index based on image and video's temporal, height and width in LLM. Explanation:
HIGH	…nsformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py	232	Calculate the 3D rope index based on image and video's temporal, height and width in LLM. Explanation:
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Redundant / Tautological Comments240 hits · 308 pts

Severity	File	Line	Snippet
LOW	benchmark/benchmarks_entrypoint.py	445	# Check if the file has a run_benchmark function
LOW	benchmark/benchmarks_entrypoint.py	471	# Check if the module has an updated run_benchmark function that accepts metrics_recorder
LOW	benchmark/benches/llama.py	76	# Check if required ML dependencies are available
LOW	benchmark_v2/framework/benchmark_runner.py	297	# Check if generation had the right number of tokens
LOW	tests/test_modeling_common.py	1366	# Set seed to ensure stable model initialization - avoids numerical issues (NaN) with some models
LOW	tests/test_modeling_common.py	4740	# Check if this given pattern matches any param or module (the value attributed to the pattern does not
LOW	tests/test_processing_common.py	212	# Check if there's a custom setup method for this specific attribute
LOW	tests/test_image_processing_common.py	584	# Check if torchvision backend is available
LOW	tests/test_image_processing_common.py	595	# Check if the file exists otherwise skip the test
LOW	tests/test_image_processing_common.py	611	# Check if committed before the cutoff date
LOW	tests/test_image_processing_common.py	621	# Check if this is a new model (added after 2024-01-01) based on git history
LOW	tests/test_video_processing_common.py	346	# Set sampling to True. Video frames should be sampled with `num_frames` in the output
LOW	tests/test_tokenizers_backend_mixin.py	411	# Check if the special tokens have been kept (all_special_tokens returns strings)
LOW	tests/kernels/test_kernels.py	123	# Check if both modules have a 'forward' attribute
LOW	tests/kernels/test_kernels.py	148	# Check if both modules have a 'forward' attribute
LOW	tests/utils/test_offline.py	219	# Return output
LOW	tests/utils/test_cache_utils.py	708	# Check if cache config is passed through correctly
LOW	tests/utils/test_cache_utils.py	718	# Check if the exported model is configured with the `StaticCache` correctly
LOW	tests/models/udop/test_tokenization_udop.py	1267	# Check if the AddedToken / string format has been kept
LOW	tests/models/gpt_oss/test_modeling_gpt_oss.py	200	# Check if we have expected results for this configuration
LOW	tests/models/gpt_oss/test_modeling_gpt_oss.py	401	# Check if we have expected results for this configuration
LOW	…itional_detr/test_image_processing_conditional_detr.py	326	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	…itional_detr/test_image_processing_conditional_detr.py	449	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	tests/models/markuplm/test_tokenization_markuplm.py	1272	# Check if the AddedToken / string format has been kept
LOW	…s/video_llama_3/test_video_processing_video_llama_3.py	329	# Set sampling to True. Video frames should be sampled with `num_frames` in the output
LOW	tests/models/colqwen2/test_modeling_colqwen2.py	331	# Check if the maximum scores per row are in the diagonal of the matrix score
LOW	tests/models/colqwen2/test_modeling_colqwen2.py	386	# Check if the maximum scores per row are in the diagonal of the matrix score
LOW	tests/models/eomt/test_image_processing_eomt.py	272	# Set longest_edge to None to test for semantic segmentatiom.
LOW	tests/models/rt_detr/test_image_processing_rt_detr.py	328	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	…grounding_dino/test_image_processing_grounding_dino.py	320	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	…grounding_dino/test_image_processing_grounding_dino.py	496	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	tests/models/layoutlmv2/test_tokenization_layoutlmv2.py	1311	# Check if the AddedToken / string format has been kept
LOW	tests/models/layoutlmv3/test_tokenization_layoutlmv3.py	1359	# Check if the AddedToken / string format has been kept
LOW	tests/models/colpali/test_modeling_colpali.py	273	# Check if the maximum scores per row are in the diagonal of the matrix score
LOW	…formable_detr/test_image_processing_deformable_detr.py	335	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	…formable_detr/test_image_processing_deformable_detr.py	458	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	tests/models/paligemma/test_modeling_paligemma.py	320	# Check if pad tokens are properly masked
LOW	tests/models/moshi/test_tokenization_moshi.py	246	# Check if the AddedToken / string format has been kept
LOW	tests/models/smolvlm/test_video_processing_smolvlm.py	133	# Set sampling to True. Video frames should be sampled with `num_frames` in the output
LOW	tests/models/layoutxlm/test_tokenization_layoutxlm.py	1470	# Check if the AddedToken / string format has been kept
LOW	tests/models/yolos/test_image_processing_yolos.py	365	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	tests/models/yolos/test_image_processing_yolos.py	488	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	tests/models/qwen2_vl/test_video_processing_qwen2_vl.py	320	# Set sampling to True. Video frames should be sampled with `num_frames` in the output
LOW	tests/models/detr/test_image_processing_detr.py	393	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	tests/models/detr/test_image_processing_detr.py	515	# Check if do_convert_annotations=False, then the annotations are not converted to centre_x, centre_y, width
LOW	…/models/colmodernvbert/test_modeling_colmodernvbert.py	247	# Check if the maximum scores per row are in the diagonal of the matrix score
LOW	tests/models/whisper/test_modeling_whisper.py	501	# Check if beam_indices and sequences_scores are in the output
LOW	tests/models/whisper/test_modeling_whisper.py	2110	# Set model to training mode to enable SpecAugment
LOW	tests/repo_utils/test_check_copies.py	449	# Check if the model link is synchronized.
LOW	tests/trainer/trainer_test_utils.py	582	if log[key] != log[key]: # Check if the value is NaN
LOW	tests/trainer/test_trainer_checkpointing.py	270	# Check if it works for a simple language modeling example
LOW	tests/trainer/test_trainer_checkpointing.py	954	# Check if the model weights file exists in the final checkpoint directory.
LOW	tests/trainer/test_trainer.py	434	# Check if model weights have been updated
LOW	tests/generation/test_utils.py	2943	"# Calculate the sum\nresult = num1 + num2\n\n# Print the result\nprint(result)\n```\n"
LOW	utils/check_docstrings.py	841	# Check if docstring starts and ends on the same line
LOW	utils/check_docstrings.py	855	# Check if it's named "auto_docstring"
LOW	utils/check_docstrings.py	1214	# Check if this arg has placeholders
LOW	utils/check_docstrings.py	1471	# Check if this method is inside a processor class
LOW	utils/check_docstrings.py	1476	# Check if class inherits from ModelOutput, ProcessorMixin, or PreTrainedConfig
LOW	utils/check_docstrings.py	1784	# Check if any fields are missing or need removal
180 more matches not shown…

Excessive Try-Catch Wrapping289 hits · 289 pts

Severity	File	Line	Snippet
LOW	benchmark/benchmarks_entrypoint.py	374	except Exception as e:
LOW	benchmark/benchmarks_entrypoint.py	392	except Exception as e:
LOW	benchmark/benchmarks_entrypoint.py	454	except Exception as e:
LOW	benchmark/benchmarks_entrypoint.py	486	except Exception as e:
LOW	benchmark/benchmarks_entrypoint.py	499	except Exception as e:
MEDIUM	benchmark/benchmarks_entrypoint.py	367	def import_from_path(module_name, file_path):
LOW	benchmark/benches/llama.py	94	except Exception as e:
LOW	benchmark/benches/llama.py	345	except Exception as e:
LOW	…rk_v2/benchmark_scripts/continuous_batching_overall.py	235	except Exception as e:
LOW	benchmark_v2/framework/hardware_metrics.py	46	except Exception:
LOW	benchmark_v2/framework/hardware_metrics.py	202	except Exception:
LOW	benchmark_v2/framework/hardware_metrics.py	221	except Exception as e:
LOW	benchmark_v2/framework/hardware_metrics.py	231	except Exception as e:
LOW	benchmark_v2/framework/hardware_metrics.py	236	except Exception as e:
LOW	benchmark_v2/framework/hardware_metrics.py	242	except Exception as e:
LOW	benchmark_v2/framework/hardware_metrics.py	289	except Exception:
LOW	benchmark_v2/framework/benchmark_runner.py	365	except Exception as e:
LOW	benchmark_v2/framework/benchmark_config.py	45	except Exception as _:
LOW	tests/test_tokenization_common.py	294	except Exception:
LOW	tests/test_tokenization_common.py	2786	except Exception as e:
LOW	tests/test_tokenization_common.py	2893	except Exception as e:
LOW	tests/test_modeling_common.py	2307	except Exception as e:
LOW	tests/test_modeling_common.py	2421	except Exception as e:
LOW	tests/test_modeling_common.py	280	except Exception as _:
LOW	tests/test_modeling_common.py	2530	except Exception as e:
LOW	tests/test_modeling_common.py	4240	except Exception as e:
LOW	tests/test_modeling_common.py	4296	except Exception as e:
LOW	tests/test_modeling_common.py	5719	except Exception as e:
LOW	tests/test_processing_common.py	226	except Exception as e:
LOW	tests/test_processing_common.py	592	except Exception:
LOW	tests/test_processing_common.py	623	except Exception:
LOW	tests/test_processing_common.py	663	except Exception:
LOW	tests/test_processing_common.py	695	except Exception:
MEDIUM	tests/test_image_processing_common.py	590	def _is_old_model_by_commit_date(model_type, date_cutoff=(2025, 9, 1)):
LOW	tests/test_image_processing_common.py	615	except Exception:
LOW	tests/test_pipeline_mixin.py	376	except Exception:
LOW	tests/test_pipeline_mixin.py	403	except Exception:
LOW	tests/test_sentencepiece_backend_mixin.py	139	except Exception:
LOW	tests/test_tokenizers_backend_mixin.py	63	except Exception as e:
LOW	tests/test_tokenizers_backend_mixin.py	485	except Exception as e:
LOW	tests/kernels/test_kernels.py	396	except Exception as e:
LOW	tests/kernels/test_kernels.py	400	except Exception as e:
LOW	tests/kernels/test_kernels.py	77	except Exception as e:
LOW	tests/kernels/test_kernels.py	87	except Exception as e:
LOW	tests/kernels/test_kernels.py	415	except Exception as e:
LOW	tests/kernels/test_kernels.py	419	except Exception as e:
LOW	tests/kernels/test_kernels.py	436	except Exception as e:
LOW	…pelines/test_pipelines_automatic_speech_recognition.py	1817	except Exception:
LOW	tests/utils/test_auto_docstring.py	726	except Exception:
LOW	…v2_tokenizer/test_modeling_higgs_audio_v2_tokenizer.py	228	except Exception:
LOW	…v2_tokenizer/test_modeling_higgs_audio_v2_tokenizer.py	233	except Exception:
LOW	tests/models/marian/test_modeling_marian.py	351	except Exception:
LOW	tests/models/mvp/test_modeling_mvp.py	490	except Exception:
LOW	tests/models/led/test_modeling_led.py	471	except Exception:
LOW	tests/models/pegasus_x/test_modeling_pegasus_x.py	546	except Exception:
LOW	tests/models/rag/test_modeling_rag.py	76	except Exception:
LOW	tests/models/wav2vec2/test_modeling_wav2vec2.py	126	except Exception:
LOW	tests/models/pegasus/test_modeling_pegasus.py	296	except Exception:
LOW	tests/models/bart/test_modeling_bart.py	513	except Exception:
LOW	tests/models/plbart/test_modeling_plbart.py	312	except Exception:
229 more matches not shown…

Hallucination Indicators21 hits · 220 pts

Severity	File	Line	Snippet
CRITICAL	benchmark_v2/framework/benchmark_runner.py	101	torch._inductor.codecache.TritonFuture._compile_cache.clear()
CRITICAL	tests/models/fsmt/test_modeling_fsmt.py	260	model.base_model.decoder.output_projection.weight.data_ptr(),
CRITICAL	tests/models/fsmt/test_modeling_fsmt.py	276	model.base_model.decoder.output_projection.weight.data_ptr(),
CRITICAL	tests/models/mbart/test_modeling_mbart.py	344	model.base_model.decoder.embed_tokens.weight.data_ptr(),
CRITICAL	tests/models/mbart/test_modeling_mbart.py	345	model.base_model.encoder.embed_tokens.weight.data_ptr(),
CRITICAL	tests/models/mbart/test_modeling_mbart.py	327	model.base_model.decoder.embed_tokens.weight.data_ptr(),
CRITICAL	tests/models/mbart/test_modeling_mbart.py	328	model.base_model.encoder.embed_tokens.weight.data_ptr(),
CRITICAL	tests/generation/test_continuous_batching.py	97	torch._inductor.codecache.TritonFuture._compile_cache.clear()
CRITICAL	utils/check_repo.py	1362	model_types = list(transformers.models.auto.configuration_auto.CONFIG_MAPPING_NAMES.keys())
CRITICAL	src/transformers/trainer.py	2198	kwargs.update({"dtype": self.accelerator.state.deepspeed_plugin.hf_ds_config.dtype()})
CRITICAL	src/transformers/tokenization_mistral_common.py	593	return self.tokenizer.instruct_tokenizer.tokenizer._model.piece_to_id(piece)
CRITICAL	…ransformers/models/marian/convert_marian_to_pytorch.py	626	model.lm_head.weight.data = model.model.decoder.embed_tokens.weight.data.clone()
CRITICAL	…s/models/conditional_detr/modeling_conditional_detr.py	1784	object_queries_position_embeddings = self.conditional_detr.model.query_position_embeddings.weight.unsqueeze(
CRITICAL	…_vl_hybrid/convert_deepseek_vl_hybrid_weights_to_hf.py	74	r"vision_model.vision_tower_low.vision_tower.attn_pool.mlp.fc(\d+).(weight\|bias)": r"model.vision_model.visio
CRITICAL	…ers/models/clip/convert_clip_original_pytorch_to_hf.py	92	hf_model.visual_projection.weight.data = pt_model.visual.proj.data.T.contiguous()
CRITICAL	src/transformers/models/rwkv/modeling_rwkv.py	630	block.attention.output.weight.SCB.div_(2 ** int(block_id // self.config.rescale_every))
CRITICAL	src/transformers/models/rwkv/modeling_rwkv.py	631	block.feed_forward.value.weight.SCB.div_(2 ** int(block_id // self.config.rescale_every))
CRITICAL	…rmers/models/seamless_m4t_v2/convert_fairseq2_to_hf.py	284	original_model.model.t2u_model.decoder_frontend.char_tokenizer.model.index_to_token(i): i for i in range(10904)
CRITICAL	src/transformers/models/detr/modeling_detr.py	1575	object_queries_position_embeddings = self.detr.model.query_position_embeddings.weight.unsqueeze(0).repeat(
CRITICAL	src/transformers/integrations/mxfp4.py	233	module.gate_up_proj_precision_config.weight_scale.storage.layout.unswizzle_data(
CRITICAL	src/transformers/integrations/mxfp4.py	244	module.down_proj_precision_config.weight_scale.storage.layout.unswizzle_data(

AI Slop Vocabulary96 hits · 163 pts

Severity	File	Line	Snippet
MEDIUM	pyproject.toml	106	# Using default settings for comprehensive type checking
MEDIUM	benchmark/benchmarks_entrypoint.py	250	# Create comprehensive summary using pandas operations
MEDIUM	benchmark/benchmarks_entrypoint.py	301	# Export the comprehensive summary
MEDIUM	tests/test_tokenization_common.py	323	# Default comprehensive test string covering various edge cases
MEDIUM	tests/test_modeling_common.py	710	# Note: for all mixins that utilize the Hub in some way, we should ensure that
LOW	tests/tensor_parallel/test_tensor_parallel.py	324	# so just use a SimpleNamespace to test that the attribute is updated correctly.
LOW	tests/pipelines/test_pipelines_common.py	211	# If dtype is NOT specified in the pipeline constructor, the property should just return
LOW	tests/pipelines/test_pipelines_common.py	216	# If underlying model doesn't have dtype property, simply return None
LOW	tests/utils/test_modeling_utils.py	2863	# a KeyError; they should simply return False.
MEDIUM	tests/utils/test_auto_docstring.py	688	# Relative metric; robust across CI vs local. Catches serious regressions.
MEDIUM	…odels/bigbird_pegasus/test_modeling_bigbird_pegasus.py	537	ARTICLE_LEP = r"""the lep experiments at the resonance of @xmath1-boson have tested the standard model ( sm ) at
MEDIUM	…odels/bigbird_pegasus/test_modeling_bigbird_pegasus.py	537	ARTICLE_LEP = r"""the lep experiments at the resonance of @xmath1-boson have tested the standard model ( sm ) at
MEDIUM	…odels/bigbird_pegasus/test_modeling_bigbird_pegasus.py	539	ARTICLE_MAGNET = r"""it is well known that the classical magnetoresistance ( mr ) in metals or semiconductors wi
LOW	tests/models/clvp/test_modeling_clvp.py	450	# the testing for text encoder stays standard because we just pass the text tokens here.
LOW	tests/models/modernvbert/test_modeling_modernvbert.py	145	# For simplicity just set the last n tokens to the image token
MEDIUM	tests/models/led/test_modeling_led.py	544	ARTICLE_LEP = r"""the lep experiments at the resonance of @xmath1-boson have tested the standard model ( sm ) at
MEDIUM	tests/models/led/test_modeling_led.py	544	ARTICLE_LEP = r"""the lep experiments at the resonance of @xmath1-boson have tested the standard model ( sm ) at
MEDIUM	tests/models/led/test_modeling_led.py	546	ARTICLE_MAGNET = r"""it is well known that the classical magnetoresistance ( mr ) in metals or semiconductors wi
MEDIUM	…els/gemma4_assistant/test_modeling_gemma4_assistant.py	109	("cuda", (8, 6)): ['## The Algorithmic Mind\n\nA tapestry of data, vast and deep,\nWhere silent numbers
MEDIUM	tests/models/gemma4/test_modeling_gemma4.py	766	("cuda", (8, 6)): ['## The Algorithmic Mind\n\nA tapestry of data, vast and deep,\nWhere silent numbers
MEDIUM	tests/models/gemma4/test_modeling_gemma4.py	791	("cuda", (8, 6)): ['## The Algorithmic Mind\n\nA tapestry of data, vast and deep,\nWhere silent numbers
LOW	tests/models/bloom/test_modeling_bloom.py	224	# TODO change the script (or just add skip) when building the env with tokenizers 0.12.0
LOW	tests/models/lfm2_vl/test_modeling_lfm2_vl.py	138	# For simplicity just set the last n tokens to the image token
MEDIUM	tests/models/paligemma/test_modeling_paligemma.py	576	# this is a supplementary test to ensure paligemma fine-tuning that relies on token_type_ids is robust to future
LOW	tests/models/idefics3/test_modeling_idefics3.py	150	# For simplicity just set the last n tokens to the image token
LOW	tests/models/smolvlm/test_modeling_smolvlm.py	152	# For simplicity just set the last n tokens to the image token
LOW	tests/models/idefics2/test_modeling_idefics2.py	160	# For simplicity just set the last n tokens to the image token
LOW	…/models/colmodernvbert/test_modeling_colmodernvbert.py	140	# For simplicity just set the first n tokens to the image token
MEDIUM	tests/models/whisper/test_processing_whisper.py	171	"""Test using the old processing functions used in the ASR pipeline, but that serves as a BC reference."""
LOW	tests/generation/test_utils.py	2568	# In this case, we simply call recursively the function on both internal caches
LOW	tests/generation/test_utils.py	2658	# In this case, we simply call recursively the function on both internal caches
MEDIUM	tests/generation/test_logits_process.py	758	# scores = 0 to facilitate checks
LOW	utils/check_docstrings.py	547	# Default None are not written, we just set `optional`. If there is default that is not None specified in the
MEDIUM	utils/get_test_reports.py	137	"""Command-line interface for running test suite with comprehensive reporting. Check handle_suite for more details.
MEDIUM	utils/create_dummy_models.py	369	# New method that is more robust to get checkpoints!
LOW	utils/notification_service.py	169	# `dicts_to_sum` uses `dicts_to_sum` which requires a non empty dictionary. Let's just add an empty entry.
LOW	utils/check_inits.py	119	# If this is a traditional init, just return.
MEDIUM	src/transformers/tokenization_utils_base.py	3213	# To make this more robust, we could do a diff and find the longest common subsequence, but this is
MEDIUM	src/transformers/testing_utils.py	3471	# TODO: check simply with the name is not robust.
LOW	src/transformers/testing_utils.py	3716	# If the target callable is not called within a test, simply call it without modification.
LOW	src/transformers/testing_utils.py	3793	# We simply add "self" as the expression despite it might not be the actual argument name.
LOW	src/transformers/modeling_utils.py	5026	# fragmentation issues) simply use the pool of 4 GiB unused memory that is available. In those cases, it's b
MEDIUM	src/transformers/modeling_utils.py	4825	"""Adds the `_is_hf_initialized` flag on parameters that will be tied, in order to avoid initializing them
LOW	src/transformers/trainer.py	1749	# if loss is nan or inf simply add the average of previous logged losses
LOW	src/transformers/masking_utils.py	839	# If the mask is already 4D, simply return as-is (it was already prepared, or it is custom)
LOW	src/transformers/trainer_pt_utils.py	385	# Check if we have something to add, if not just return
MEDIUM	src/transformers/pipelines/text_to_audio.py	206	# ensure dict output to facilitate postprocessing
MEDIUM	…transformers/pipelines/automatic_speech_recognition.py	667	# Simply cast from pyctcdecode format to wav2vec2 format to leverage
MEDIUM	src/transformers/pipelines/mask_generation.py	218	# Consider using a more robust method for distinguishing model types here.
LOW	src/transformers/utils/chat_parsing_utils.py	83	# If the schema has a const, we just return that value and do absolutely nothing else
LOW	src/transformers/utils/output_capturing.py	108	# If it's None or not a key we want to capture, simply return, the hook is inactive
MEDIUM	…/transformers/models/metaclip_2/modeling_metaclip_2.py	506	# Use robust pooling like CLIP - finds the first EOS token position per sequence
MEDIUM	…c/transformers/models/metaclip_2/modular_metaclip_2.py	277	# Use robust pooling like CLIP - finds the first EOS token position per sequence
LOW	…formers/models/edgetam_video/modeling_edgetam_video.py	169	# As the feature map size is fixed, we can just return the pre-computed embeddings.
LOW	src/transformers/models/clvp/modeling_clvp.py	495	# We can probably just use the multi-head attention module of PyTorch >=1.1.0
LOW	src/transformers/models/vilt/image_processing_vilt.py	226	# If no padding, just return the processed images
LOW	src/transformers/models/electra/modeling_electra.py	727	# We can probably just use the multi-head attention module of PyTorch >=1.1.0
LOW	src/transformers/models/led/modeling_led.py	371	# the case hidden_states.size(1) == window_overlap * 2 can also simply return hidden_states.unsqueeze(1), but th
LOW	src/transformers/models/led/modeling_led.py	1320	# simply use `global_attention_mask` as `attention_mask`
MEDIUM	src/transformers/models/auto/tokenization_auto.py	671	# First, let's see whether the tokenizer_type is passed so that we can leverage it
36 more matches not shown…

Verbosity Indicators88 hits · 125 pts

Severity	File	Line	Snippet
LOW	tests/utils/test_cache_utils.py	1214	# Step 0 : multi-token prefill
LOW	tests/utils/test_cache_utils.py	1226	# Step 1 : multi-token update crossing the window boundary
LOW	tests/quantization/bnb/test_mixed_int8.py	904	# Step 1: freeze all parameters
LOW	tests/quantization/bnb/test_mixed_int8.py	925	# Step 2: add adapters
LOW	tests/quantization/bnb/test_mixed_int8.py	932	# Step 3: dummy batch
LOW	tests/quantization/bnb/test_mixed_int8.py	935	# Step 4: Check if the gradient is not None
LOW	tests/quantization/bnb/test_4bit.py	631	# Step 1: freeze all parameters
LOW	tests/quantization/bnb/test_4bit.py	651	# Step 2: add adapters
LOW	tests/quantization/bnb/test_4bit.py	658	# Step 3: dummy batch
LOW	tests/quantization/bnb/test_4bit.py	661	# Step 4: Check if the gradient is not None
LOW	…iner/distributed/test_trainer_distributed_deepspeed.py	1139	# Step 1: Run with SP enabled
LOW	…iner/distributed/test_trainer_distributed_deepspeed.py	1160	# Step 2: Run without SP
LOW	…s/trainer/distributed/test_trainer_distributed_fsdp.py	593	# Step 1: Run with CP enabled (cp_size=2)
LOW	…s/trainer/distributed/test_trainer_distributed_fsdp.py	605	# Step 2: Run without CP (FSDP with num_processes=1, no parallelism_config)
LOW	tests/generation/test_paged_attention.py	23	"orange.\n\n## Step 1: Identify the key characteristics of the fruit\nThe fruit is described as being orange
LOW	tests/generation/test_paged_attention.py	31	"orange.\n\n## Step 1: Identify the key characteristics of the fruit\nThe fruit is described as being orange
LOW	.github/workflows/circleci-failure-summary-comment.yml	76	# Step 1: Get CircleCI check suite ID
LOW	.github/workflows/circleci-failure-summary-comment.yml	84	# Step 2: Get check runs from the CircleCI suite
LOW	.github/workflows/circleci-failure-summary-comment.yml	89	# Step 3: Extract workflow ID from the "run_tests" check run
LOW	.github/workflows/circleci-failure-summary-comment.yml	93	# Step 4: Get all jobs in the workflow
LOW	.github/workflows/circleci-failure-summary-comment.yml	98	# Step 5: Extract collection_job details
LOW	.github/workflows/circleci-failure-summary-comment.yml	115	# Step 6: Get artifacts list
LOW	.github/workflows/circleci-failure-summary-comment.yml	123	# Step 7: Download failure_summary.json specifically
LOW	src/transformers/feature_extraction_utils.py	518	# not all of these are nested. We need to check if it was saved recebtly as nested or if it is legacy style
LOW	src/transformers/image_processing_base.py	323	# not all of these are nested. We need to check if it was saved recebtly as nested or if it is legacy style
LOW	src/transformers/video_processing_utils.py	665	# not all of these are nested. We need to check if it was saved recebtly as nested or if it is legacy style
LOW	…ls/ernie4_5_vl_moe/video_processing_ernie4_5_vl_moe.py	220	# not all of these are nested. We need to check if it was saved recebtly as nested or if it is legacy style
LOW	src/transformers/models/nllb_moe/modeling_nllb_moe.py	192	`bitsandbytes` `Linear8bitLt` layers does not support manual casting Therefore we need to check if they are an
LOW	…formers/models/edgetam_video/modeling_edgetam_video.py	2851	# Step 1: Handle initial conditioning frames
LOW	…formers/models/edgetam_video/modeling_edgetam_video.py	2863	# Step 2: Get memory frames and concatenate their features
LOW	…formers/models/edgetam_video/modeling_edgetam_video.py	2873	# Step 3: Get and process object pointers
LOW	…formers/models/edgetam_video/modeling_edgetam_video.py	2889	# Step 4: Concatenate all retrieved memories and their positional embeddings
LOW	…formers/models/edgetam_video/modeling_edgetam_video.py	2893	# Step 5: Forward through the memory attention mechanism
LOW	…sformers/models/edgetam_video/modular_edgetam_video.py	1080	# Step 1: Handle initial conditioning frames
LOW	…sformers/models/edgetam_video/modular_edgetam_video.py	1092	# Step 2: Get memory frames and concatenate their features
LOW	…sformers/models/edgetam_video/modular_edgetam_video.py	1102	# Step 3: Get and process object pointers
LOW	…sformers/models/edgetam_video/modular_edgetam_video.py	1118	# Step 4: Concatenate all retrieved memories and their positional embeddings
LOW	…sformers/models/edgetam_video/modular_edgetam_video.py	1122	# Step 5: Forward through the memory attention mechanism
LOW	…/transformers/models/nemotron_h/modeling_nemotron_h.py	506	# Step 2: Compute M, equivalent to applying attention mask to weights
LOW	…/transformers/models/nemotron_h/modeling_nemotron_h.py	510	# Step 3: Compute Y_diag (apply to values)
LOW	…nsformers/models/gemma4/image_processing_pil_gemma4.py	231	# Step 1: Aspect-ratio-preserving resize
LOW	…nsformers/models/gemma4/image_processing_pil_gemma4.py	241	# Step 2: Rescale pixel values from [0, 255] to [0, 1]
LOW	…nsformers/models/gemma4/image_processing_pil_gemma4.py	245	# Step 3: Identity normalization because Gemma4 was trained with pixels in [0, 1]
LOW	…nsformers/models/gemma4/image_processing_pil_gemma4.py	249	# Step 4: Patchify the image
LOW	…nsformers/models/gemma4/image_processing_pil_gemma4.py	255	# Step 5: Compute position IDs
LOW	…/transformers/models/gemma4/image_processing_gemma4.py	173	# Step 1: Aspect-ratio-preserving resize
LOW	…/transformers/models/gemma4/image_processing_gemma4.py	183	# Step 2: Rescale pixel values (typically to [0, 1]) and optionally identity normalize
LOW	…/transformers/models/gemma4/image_processing_gemma4.py	186	# Step 3: Patchify the image
LOW	…/transformers/models/gemma4/image_processing_gemma4.py	193	# Step 5: Compute position IDs
LOW	src/transformers/models/auto/image_processing_auto.py	298	# not all of these are nested. We need to check if it was saved recently as nested or if it is legacy style
LOW	src/transformers/models/auto/video_processing_auto.py	213	# not all of these are nested. We need to check if it was saved recebtly as nested or if it is legacy style
LOW	src/transformers/models/auto/feature_extraction_auto.py	221	# not all of these are nested. We need to check if it was saved recently as nested or if it is legacy style
LOW	src/transformers/models/zamba2/modeling_zamba2.py	794	# Step 2: Compute M, equivalent to applying attention mask to weights
LOW	src/transformers/models/zamba2/modeling_zamba2.py	798	# Step 3: Compute Y_diag (apply to values)
LOW	src/transformers/models/zamba2/modular_zamba2.py	582	# Step 2: Compute M, equivalent to applying attention mask to weights
LOW	src/transformers/models/zamba2/modular_zamba2.py	586	# Step 3: Compute Y_diag (apply to values)
LOW	…/transformers/models/sam3_video/modeling_sam3_video.py	291	# Step 1: Update the object id mapping (note that it must be done after Step 0,
LOW	…/transformers/models/sam3_video/modeling_sam3_video.py	305	# Step 2: For per-object tensor storage, we shift their obj_idx in the dict keys.
LOW	…/transformers/models/sam3_video/modeling_sam3_video.py	1483	# Step 1: add new objects from FA detection to SAM2 inference states
LOW	…/transformers/models/sam3_video/modeling_sam3_video.py	1496	# Step 2: remove from SAM2 inference states those objects removed by heuristics
28 more matches not shown…

Cross-Language Confusion22 hits · 122 pts

Severity	File	Line	Snippet
HIGH	tests/utils/test_model_output.py	155	'[1, {"type": "tests.utils.test_model_output.ModelOutputTest", "context": "[\\"a\\", \\"c\\"]", "children_sp
HIGH	tests/utils/test_chat_parsing_utils.py	507	'null_value:null,number_value:1,string_value:<\|"\|>foo<\|"\|>,'
HIGH	utils/check_import_complexity.py	67	self._tracer.push(self._fullname)
HIGH	.circleci/create_circleci_config.py	73	{"run": "pip install requests \|\| true"},
HIGH	.circleci/create_circleci_config.py	75	"run": """while [[ $(curl --location --request GET "https://circleci.com/api/v2/workflow/$CIRCLE
HIGH	.circleci/create_circleci_config.py	78	"run": "python utils/process_circleci_workflow_test_reports.py --workflow_id $CIRCLE_WORKFLOW_ID
HIGH	.circleci/create_circleci_config.py	182	{"run": "apt-get update && apt-get install -y curl"},
HIGH	.circleci/create_circleci_config.py	195	"command": """du -h -d 1 "$(pip -V \| cut -d ' ' -f 4 \| sed 's/pip//g')" \| grep -vE "dist-info\|_distu
HIGH	.circleci/create_circleci_config.py	201	"command": """pip list --format=freeze \| tee installed.txt \|\| true""",
HIGH	.circleci/create_circleci_config.py	222	"command": f"TESTS=$(circleci tests split --split-by=timings {self.job_name}_test_list.txt) && echo
HIGH	.circleci/create_circleci_config.py	232	"command": "cp -r /test_data/* . 2>/dev/null \|\| true; python3 utils/fetch_hub_objects_for_ci.py",
HIGH	.circleci/create_circleci_config.py	238	"command": 'curl -L -o huggingface-cache.tar.gz https://huggingface.co/datasets/hf-internal-testing/
HIGH	src/transformers/quantizers/quantizer_fp_quant.py	54	"Using `fp_quant` with real quantization requires a Blackwell GPU and qutlass: `git clone https://gi
HIGH	src/transformers/models/auto/auto_factory.py	246	# Check both `quantization_config` being present and also not null,
HIGH	src/transformers/models/auto/auto_factory.py	400	# Check both `quantization_config` being present and also not null,
HIGH	src/transformers/models/xlm/tokenization_xlm.py	305	logger.error("1. git clone git@github.com:neubig/kytea.git && cd kytea")
HIGH	src/transformers/models/xlm/tokenization_xlm.py	308	logger.error("4. make && make install")
HIGH	src/transformers/models/xlm/tokenization_xlm.py	381	git clone git@github.com:neubig/kytea.git && cd kytea autoreconf -i ./configure --prefix=$HOME/local
HIGH	src/transformers/models/xlm/tokenization_xlm.py	382	make && make install pip install kytea
HIGH	…/transformers/models/flaubert/tokenization_flaubert.py	304	logger.error("1. git clone git@github.com:neubig/kytea.git && cd kytea")
HIGH	…/transformers/models/flaubert/tokenization_flaubert.py	307	logger.error("4. make && make install")
HIGH	src/transformers/integrations/executorch.py	219	# If `layer_types` is not specified explicitly in the config or `sliding_window` is null,

Slop Phrases64 hits · 61 pts

Severity	File	Line	Snippet
LOW	tests/test_modeling_common.py	4715	# If none of the config and subconfigs have a tp_plan, then skip (otherwise we should make sure to respect the p
LOW	tests/models/whisper/test_modeling_whisper.py	109	# make sure to use correct index if a batch was removed
LOW	utils/check_docstrings.py	387	# below, make sure to add a comment explaining why.
LOW	src/transformers/core_model_loading.py	247	# We squeeze each chunk here as well to make sure to give them their original shape
LOW	src/transformers/core_model_loading.py	1416	# so we need to make sure to load the tensor with the same dtype from the checkpoint
LOW	src/transformers/trainer.py	1867	# After training we make sure to retrieve back the original forward pass method
LOW	…ers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py	1663	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…mers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py	1205	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/laguna/modeling_laguna.py	746	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/gpt_oss/modeling_gpt_oss.py	682	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/olmoe/modeling_olmoe.py	695	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/clvp/configuration_clvp.py	81	# make sure to have the config_type be either "text_config" or "speech_config"
LOW	…/transformers/models/qwen3_next/modeling_qwen3_next.py	1178	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/mellum/modeling_mellum.py	723	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/mixtral/modeling_mixtral.py	670	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/mixtral/modular_mixtral.py	416	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…/transformers/models/minimax_m2/modeling_minimax_m2.py	678	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…mers/models/colqwen2/convert_colqwen2_weights_to_hf.py	17	Don't forget to manually upload the processor-related files to the HF model repository
LOW	…mers/models/colqwen2/convert_colqwen2_weights_to_hf.py	180	Don't forget to manually upload the processor-related files to the HF model repository
LOW	src/transformers/models/jetmoe/modeling_jetmoe.py	814	loss += self.aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/jetmoe/modular_jetmoe.py	581	loss += self.aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…/transformers/models/granitemoe/modeling_granitemoe.py	719	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…c/transformers/models/granitemoe/modular_granitemoe.py	304	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…pas/convert_tapas_original_tf_checkpoint_to_pytorch.py	174	# If you want to convert a checkpoint that uses absolute position embeddings, make sure to set reset_position_index_
LOW	…ata2vec_text_original_pytorch_checkpoint_to_pytorch.py	39	# IMPORTANT: In order for this script to run, please make sure to download the dictionary: `dict.txt` from wget https://
LOW	src/transformers/models/flex_olmo/modeling_flex_olmo.py	688	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…/transformers/models/layoutlmv2/modeling_layoutlmv2.py	1078	>>> boxes = data["bboxes"] # make sure to normalize your bounding boxes
LOW	…s/models/granitemoehybrid/modeling_granitemoehybrid.py	1400	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/minimax/modeling_minimax.py	879	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/jamba/modeling_jamba.py	933	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/phimoe/modeling_phimoe.py	862	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/voxtral/processing_voxtral.py	313	# make sure to remove from text_kwargs and audio_kwargs
LOW	src/transformers/models/siglip/modeling_siglip.py	511	>>> # important: make sure to set padding="max_length" as that's how the model was trained
LOW	src/transformers/models/siglip/modeling_siglip.py	695	>>> # important: make sure to set padding="max_length" as that's how the model was trained
LOW	src/transformers/models/doge/modular_doge.py	636	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/doge/modeling_doge.py	805	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…ransformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py	1892	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…ransformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py	2050	) # make sure to reside in the same device
LOW	src/transformers/models/dbrx/modular_dbrx.py	536	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/dbrx/modeling_dbrx.py	748	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…ransformers/models/deepseek_v4/modeling_deepseek_v4.py	1488	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…nsformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py	729	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/siglip2/modeling_siglip2.py	627	>>> # important: make sure to set padding="max_length" as that's how the model was trained
LOW	src/transformers/models/siglip2/modeling_siglip2.py	760	>>> # important: make sure to set padding="max_length" as that's how the model was trained
LOW	src/transformers/models/glm4v_moe/modular_glm4v_moe.py	399	) # make sure to reside in the same device
LOW	src/transformers/models/glm4v_moe/modeling_glm4v_moe.py	1654	) # make sure to reside in the same device
LOW	…ansformers/models/qwen3_vl_moe/modular_qwen3_vl_moe.py	444	) # make sure to reside in the same device
LOW	…nsformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py	1617	) # make sure to reside in the same device
LOW	…s/models/granitemoeshared/modeling_granitemoeshared.py	788	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…ormers/models/qwen3_omni_moe/modular_qwen3_omni_moe.py	1392	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…ormers/models/qwen3_omni_moe/modular_qwen3_omni_moe.py	1825	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…rmers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py	2238	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…rmers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py	3149	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	…convert_fsmt_original_pytorch_checkpoint_to_pytorch.py	15	# Note: if you intend to run this script make sure you look under scripts/fsmt/
LOW	src/transformers/models/fsmt/modeling_fsmt.py	106	(don't forget to install sacrebleu: `pip install sacrebleu`)
LOW	src/transformers/models/qwen2_moe/modeling_qwen2_moe.py	707	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/whisper/generation_whisper.py	906	# output tokens from the list of dicts. If we use batch size > 1, we make sure to pad the output
LOW	src/transformers/models/whisper/generation_whisper.py	588	>>> # make sure to NOT truncate the input audio, to return the `attention_mask` and to pad to the longest audio
LOW	src/transformers/models/qwen3_moe/modeling_qwen3_moe.py	699	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
LOW	src/transformers/models/qwen3_moe/modular_qwen3_moe.py	173	loss += self.router_aux_loss_coef * aux_loss.to(loss.device) # make sure to reside in the same device
4 more matches not shown…

Fake / Example Data13 hits · 17 pts

Severity	File	Line	Snippet
LOW	tests/pipelines/test_pipelines_fill_mask.py	169	dummy_str = "Lorem ipsum dolor sit amet, consectetur adipiscing elit," * 100
LOW	tests/pipelines/test_pipelines_fill_mask.py	169	dummy_str = "Lorem ipsum dolor sit amet, consectetur adipiscing elit," * 100
LOW	tests/models/solar_open/test_modeling_solar_open.py	101	"Lorem ipsum dolor sit amet",
LOW	tests/models/solar_open/test_modeling_solar_open.py	101	"Lorem ipsum dolor sit amet",
LOW	tests/models/solar_open/test_modeling_solar_open.py	108	"Lorem ipsum dolor sit amet=√=√=√ 치수 치수 치수 치수 치수 치수 치수 Shelley Shelley Shelley Shelley Shelley Shell
LOW	tests/models/solar_open/test_modeling_solar_open.py	108	"Lorem ipsum dolor sit amet=√=√=√ 치수 치수 치수 치수 치수 치수 치수 Shelley Shelley Shelley Shelley Shelley Shell
LOW	tests/models/solar_open/test_modeling_solar_open.py	112	"Lorem ipsum dolor sit amet=√=√ 치수=√ 치수 치수 치수 치수 치수 Shelley Shelley Shelley Shelley Shelley Shelley
LOW	tests/models/solar_open/test_modeling_solar_open.py	112	"Lorem ipsum dolor sit amet=√=√ 치수=√ 치수 치수 치수 치수 치수 Shelley Shelley Shelley Shelley Shelley Shelley
LOW	tests/models/donut/test_processing_donut.py	29	"name": "John Doe",
LOW	…ts/models/markuplm/test_feature_extraction_markuplm.py	94	expected_nodes = [['sample document', 'Goog', 'This is one header', 'This is a another Header', 'Travel from', '
LOW	tests/models/lfm2_moe/test_modeling_lfm2_moe.py	195	prompts = ["Who are you?", "Complete the text: Lorem ipsum dolor ", "The Meji Restoration in Japan ended"]
LOW	tests/models/lfm2_moe/test_modeling_lfm2_moe.py	201	"Complete the text: Lorem ipsum dolor ipsum dolor ipsum dolor ipsum dolor ipsum.",
LOW	tests/models/lfm2_moe/test_modeling_lfm2_moe.py	206	"Complete the text: Lorem ipsum dolor ipsum dolor ipsum dolor ipsum dolor ipsum dolor",

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet
HIGH	docs/source/en/model_output_tracing.md	48	# Captures second output as requested (index=1)

Overly Generic Function Names9 hits · 7 pts

Severity	File	Line	Snippet
LOW	tests/utils/test_auto_docstring.py	218	f.write("def helper(): pass")
LOW	tests/cli/test_serve.py	1877	async def handle_request(_body, _request_id):
LOW	src/transformers/utils/deprecation.py	85	def my_function(do_reduce_labels):
LOW	src/transformers/utils/deprecation.py	95	def my_function(max_size):
LOW	src/transformers/utils/generic.py	732	def my_function(arg1, arg2, **kwargs):
LOW	src/transformers/cli/serving/transcription.py	85	async def handle_request(self, request: Request) -> JSONResponse \| StreamingResponse:
LOW	src/transformers/cli/serving/chat_completion.py	123	async def handle_request(self, body: dict, request_id: str) -> StreamingResponse \| JSONResponse:
LOW	src/transformers/cli/serving/completion.py	77	async def handle_request(self, body: dict, request_id: str) -> "StreamingResponse \| JSONResponse":
LOW	src/transformers/cli/serving/response.py	367	async def handle_request(self, body: dict, request_id: str) -> StreamingResponse \| JSONResponse:

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet
LOW	tests/generation/test_flash_attention_parity.py	15	# Usage:
LOW	utils/compare_test_runs.py	79	# Example usage:
LOW	…mples/quantization/custom_quantization_int8_example.py	227	# Example usage
LOW	examples/pytorch/continuous_batching.py	315	# Example usage:

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet
MEDIUM	src/transformers/models/glpn/modeling_glpn.py	483
MEDIUM	src/transformers/models/glpn/modeling_glpn.py	484

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