modelscope/modelscope

Pattern Findings

The scanner identified 10964 distinct pattern matches across 22 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Cross-File Repetition1076 hits · 5380 pts

Severity	File	Line	Snippet	Context
HIGH	tests/trainers/test_finetune_plug_mental.py	0	this unittest is used to reproduce the clue:tnews dataset + structbert model training results. user can train a custom d	STRING
HIGH	tests/trainers/test_finetune_token_classification.py	0	this unittest is used to reproduce the clue:tnews dataset + structbert model training results. user can train a custom d	STRING
HIGH	tests/trainers/test_finetune_sequence_classification.py	0	this unittest is used to reproduce the clue:tnews dataset + structbert model training results. user can train a custom d	STRING
HIGH	modelscope/metrics/image_inpainting_metric.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	modelscope/models/cv/image_inpainting/refinement.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	modelscope/models/cv/image_inpainting/default.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	modelscope/models/cv/image_inpainting/base.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	…cope/models/cv/image_inpainting/modules/adversarial.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	…scope/models/cv/image_inpainting/modules/perceptual.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	…lscope/models/cv/image_inpainting/modules/inception.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	modelscope/models/cv/image_inpainting/modules/ffc.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	…models/cv/image_inpainting/modules/feature_matching.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	…pe/models/cv/image_inpainting/modules/ade20k/resnet.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	…cope/models/cv/image_inpainting/modules/ade20k/base.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	…_datasets/image_inpainting/image_inpainting_dataset.py	0	part of the implementation is borrowed and modified from lama, publicly available at https://github.com/saic-mdal/lama	STRING
HIGH	modelscope/metrics/image_denoise_metric.py	0	reorder images to 'hwc' order. if the input_order is (h, w), return (h, w, 1); if the input_order is (c, h, w), return (	STRING
HIGH	modelscope/metrics/image_color_enhance_metric.py	0	reorder images to 'hwc' order. if the input_order is (h, w), return (h, w, 1); if the input_order is (c, h, w), return (	STRING
HIGH	…e/metrics/video_super_resolution_metric/metric_util.py	0	reorder images to 'hwc' order. if the input_order is (h, w), return (h, w, 1); if the input_order is (c, h, w), return (	STRING
HIGH	…preprocessors/nlp/token_classification_preprocessor.py	0	return the id2label mapping according to the label2id mapping. @return: the id2label mapping if exists.	STRING
HIGH	…/preprocessors/nlp/text_classification_preprocessor.py	0	return the id2label mapping according to the label2id mapping. @return: the id2label mapping if exists.	STRING
HIGH	…ocessors/nlp/dialog_classification_use_preprocessor.py	0	return the id2label mapping according to the label2id mapping. @return: the id2label mapping if exists.	STRING
HIGH	…preprocessors/nlp/token_classification_preprocessor.py	0	tokenize the text. args: sequence1: the first sequence. sequence2: the second sequence which may be none. returns: the e	STRING
HIGH	…/preprocessors/nlp/text_classification_preprocessor.py	0	tokenize the text. args: sequence1: the first sequence. sequence2: the second sequence which may be none. returns: the e	STRING
HIGH	modelscope/preprocessors/nlp/fill_mask_preprocessor.py	0	tokenize the text. args: sequence1: the first sequence. sequence2: the second sequence which may be none. returns: the e	STRING
HIGH	…cope/preprocessors/nlp/text_generation_preprocessor.py	0	tokenize the text. args: sequence1: the first sequence. sequence2: the second sequence which may be none. returns: the e	STRING
HIGH	…delscope/preprocessors/nlp/siamese_uie_preprocessor.py	0	preprocess the data args: model_dir (str): model path	STRING
HIGH	…rocessors/nlp/zero_shot_classification_preprocessor.py	0	preprocess the data args: model_dir (str): model path	STRING
HIGH	…e/preprocessors/nlp/mglm_summarization_preprocessor.py	0	preprocess the data args: model_dir (str): model path	STRING
HIGH	…/space_T_en/conversational_text_to_sql_preprocessor.py	0	preprocess the data args: model_dir (str): model path	STRING
HIGH	…ors/nlp/space/dialog_intent_prediction_preprocessor.py	0	preprocess the data args: model_dir (str): model path	STRING
HIGH	…essors/nlp/space/dialog_state_tracking_preprocessor.py	0	preprocess the data args: model_dir (str): model path	STRING
HIGH	…reprocessors/nlp/space/dialog_modeling_preprocessor.py	0	preprocess the data args: model_dir (str): model path	STRING
HIGH	…nlp/document_grounded_dialog_retrieval_preprocessor.py	0	the preprocessor for dgds rerank task, based on transformers' tokenizer. args: model_dir: the model dir containing the e	STRING
HIGH	…/nlp/document_grounded_dialog_generate_preprocessor.py	0	the preprocessor for dgds rerank task, based on transformers' tokenizer. args: model_dir: the model dir containing the e	STRING
HIGH	…rs/nlp/document_grounded_dialog_rerank_preprocessor.py	0	the preprocessor for dgds rerank task, based on transformers' tokenizer. args: model_dir: the model dir containing the e	STRING
HIGH	modelscope/preprocessors/nlp/space/tokenizer.py	0	runs basic whitespace cleaning and splitting on a piece of text.	STRING
HIGH	modelscope/models/multi_modal/clip/bert_tokenizer.py	0	runs basic whitespace cleaning and splitting on a piece of text.	STRING
HIGH	modelscope/models/multi_modal/diffusion/tokenizer.py	0	runs basic whitespace cleaning and splitting on a piece of text.	STRING
HIGH	modelscope/models/multi_modal/ofa/tokenization_ofa.py	0	runs basic whitespace cleaning and splitting on a piece of text.	STRING
HIGH	modelscope/models/nlp/mglm/data_utils/wordpiece.py	0	runs basic whitespace cleaning and splitting on a piece of text.	STRING
HIGH	modelscope/preprocessors/nlp/space/tokenizer.py	0	converts a sequence of tokens into ids using the vocab.	STRING
HIGH	modelscope/models/multi_modal/diffusion/tokenizer.py	0	converts a sequence of tokens into ids using the vocab.	STRING
HIGH	…lscope/models/nlp/mglm/data_utils/tokenization_gpt2.py	0	converts a sequence of tokens into ids using the vocab.	STRING
HIGH	modelscope/models/nlp/mglm/data_utils/wordpiece.py	0	converts a sequence of tokens into ids using the vocab.	STRING
HIGH	modelscope/preprocessors/nlp/space/tokenizer.py	0	runs basic tokenization (punctuation splitting, lower casing, etc.).	STRING
HIGH	modelscope/models/multi_modal/clip/bert_tokenizer.py	0	runs basic tokenization (punctuation splitting, lower casing, etc.).	STRING
HIGH	modelscope/models/multi_modal/diffusion/tokenizer.py	0	runs basic tokenization (punctuation splitting, lower casing, etc.).	STRING
HIGH	modelscope/models/nlp/mglm/data_utils/wordpiece.py	0	runs basic tokenization (punctuation splitting, lower casing, etc.).	STRING
HIGH	modelscope/preprocessors/nlp/space/tokenizer.py	0	constructs a basictokenizer. args: do_lower_case: whether to lower case the input.	STRING
HIGH	modelscope/models/multi_modal/clip/bert_tokenizer.py	0	constructs a basictokenizer. args: do_lower_case: whether to lower case the input.	STRING
HIGH	modelscope/models/multi_modal/diffusion/tokenizer.py	0	constructs a basictokenizer. args: do_lower_case: whether to lower case the input.	STRING
HIGH	modelscope/models/nlp/mglm/data_utils/wordpiece.py	0	constructs a basictokenizer. args: do_lower_case: whether to lower case the input.	STRING
HIGH	modelscope/preprocessors/nlp/space/tokenizer.py	0	checks whether cp is the codepoint of a cjk character.	STRING
HIGH	modelscope/preprocessors/templates/base.py	0	checks whether cp is the codepoint of a cjk character.	STRING
HIGH	modelscope/utils/chinese_utils.py	0	checks whether cp is the codepoint of a cjk character.	STRING
HIGH	modelscope/models/multi_modal/clip/bert_tokenizer.py	0	checks whether cp is the codepoint of a cjk character.	STRING
HIGH	modelscope/models/multi_modal/diffusion/tokenizer.py	0	checks whether cp is the codepoint of a cjk character.	STRING
HIGH	modelscope/models/nlp/mglm/data_utils/wordpiece.py	0	checks whether cp is the codepoint of a cjk character.	STRING
HIGH	modelscope/preprocessors/nlp/space/tokenizer.py	0	performs invalid character removal and whitespace cleanup on text.	STRING
HIGH	modelscope/models/multi_modal/clip/bert_tokenizer.py	0	performs invalid character removal and whitespace cleanup on text.	STRING
1016 more matches not shown…

Unused Imports4632 hits · 4386 pts

Severity	File	Line	Context
LOW	tools/weight_diff.py	18	CODE
LOW	tests/json_call_test.py	3	CODE
LOW	…preprocessors/test_action_detection_mapper_security.py	32	CODE
LOW	…preprocessors/test_action_detection_mapper_security.py	40	CODE
LOW	…preprocessors/test_action_detection_mapper_security.py	41	CODE
LOW	…preprocessors/test_action_detection_mapper_security.py	42	CODE
LOW	…preprocessors/test_action_detection_mapper_security.py	61	CODE
LOW	tests/studios/test_studio_cli.py	13	CODE
LOW	tests/studios/test_studio_cli.py	19	CODE
LOW	tests/test_metrics/test_token_classification_metrics.py	10	CODE
LOW	…s/pipelines/test_wenet_automatic_speech_recognition.py	14	CODE
LOW	tests/pipelines/test_image_matching.py	4	CODE
LOW	tests/pipelines/test_image_matching.py	6	CODE
LOW	tests/pipelines/test_image_matching.py	7	CODE
LOW	tests/pipelines/test_image_matching.py	8	CODE
LOW	tests/pipelines/test_image_matting.py	10	CODE
LOW	tests/pipelines/test_video_frame_interpolation.py	2	CODE
LOW	tests/pipelines/test_video_frame_interpolation.py	6	CODE
LOW	tests/pipelines/test_lineless_table_recognition.py	5	CODE
LOW	tests/pipelines/test_lineless_table_recognition.py	6	CODE
LOW	tests/pipelines/test_addr_similarity.py	4	CODE
LOW	tests/pipelines/test_addr_similarity.py	6	CODE
LOW	tests/pipelines/test_addr_similarity.py	8	CODE
LOW	tests/pipelines/test_addr_similarity.py	11	CODE
LOW	tests/pipelines/test_addr_similarity.py	11	CODE
LOW	tests/pipelines/test_nerf_recon_4k.py	7	CODE
LOW	tests/pipelines/test_nerf_recon_4k.py	9	CODE
LOW	tests/pipelines/test_nerf_recon_4k.py	12	CODE
LOW	tests/pipelines/test_image_local_feature_matching.py	4	CODE
LOW	tests/pipelines/test_image_local_feature_matching.py	7	CODE
LOW	tests/pipelines/test_image_local_feature_matching.py	8	CODE
LOW	tests/pipelines/test_image_local_feature_matching.py	13	CODE
LOW	tests/pipelines/test_cartoon_stable_diffusion.py	10	CODE
LOW	tests/pipelines/test_video_colorization.py	2	CODE
LOW	tests/pipelines/test_video_colorization.py	5	CODE
LOW	tests/pipelines/test_video_colorization.py	8	CODE
LOW	…ts/pipelines/test_document_grounded_dialog_generate.py	2	CODE
LOW	tests/pipelines/test_panorama_depth_estimation.py	6	CODE
LOW	tests/pipelines/test_panorama_depth_estimation.py	11	CODE
LOW	tests/pipelines/test_panorama_depth_estimation_s2net.py	6	CODE
LOW	tests/pipelines/test_vqrf.py	7	CODE
LOW	tests/pipelines/test_vqrf.py	9	CODE
LOW	tests/pipelines/test_vqrf.py	11	CODE
LOW	tests/pipelines/test_videocomposer.py	2	CODE
LOW	tests/pipelines/test_videocomposer.py	5	CODE
LOW	tests/pipelines/test_videocomposer.py	6	CODE
LOW	tests/pipelines/test_realtime_video_object_detection.py	4	CODE
LOW	tests/pipelines/test_realtime_video_object_detection.py	5	CODE
LOW	tests/pipelines/test_realtime_video_object_detection.py	9	CODE
LOW	…speaker_diarization_semantic_speaker_turn_detection.py	3	CODE
LOW	tests/pipelines/test_remote_config_security.py	30	CODE
LOW	tests/pipelines/test_remote_config_security.py	33	CODE
LOW	tests/pipelines/test_face_reconstruction.py	2	CODE
LOW	tests/pipelines/test_facial_expression_recognition.py	6	CODE
LOW	tests/pipelines/test_facial_expression_recognition.py	8	CODE
LOW	tests/pipelines/test_facial_expression_recognition.py	13	CODE
LOW	tests/pipelines/test_gpt3_text_generation.py	7	CODE
LOW	tests/pipelines/test_text_to_speech.py	9	CODE
LOW	tests/pipelines/test_text_to_speech.py	17	CODE
LOW	…s/pipelines/test_document_grounded_dialog_retrieval.py	2	CODE
4572 more matches not shown…

Hyper-Verbose Identifiers1585 hits · 1596 pts

Severity	File	Line	Snippet	Context
LOW	tools/weight_diff.py	32	def smart_tokenizer_and_embedding_resize(special_tokens_dict: Dict, tokenizer,	CODE
LOW	docker/build_image.py	63	def _generate_cudatoolkit_version(self, cuda_version: str) -> str:	CODE
LOW	docker/build_image.py	75	def _remove_pynini_related_dependency(content: str) -> str:	CODE
LOW	docker/build_image.py	649	def _modelscope_hub_install_cmd(self) -> Optional[str]:	CODE
LOW	docker/build_image.py	953	def probe_base_image_versions(cls, base_image: str) -> dict:	CODE
LOW	tests/run.py	93	def gather_test_suites_in_files(test_dir, case_file_list, list_tests):	CODE
LOW	tests/run.py	167	def async_run_command_with_popen(cmd, device_id):	CODE
LOW	tests/run.py	382	def run_non_parallelizable_test_suites(suites, result_dir):	CODE
LOW	tests/run.py	557	def patch_transformers_for_safe_models():	CODE
LOW⚡	…preprocessors/test_action_detection_mapper_security.py	90	def test_legitimate_python_repr_payload_parses(self):	CODE
LOW⚡	…preprocessors/test_action_detection_mapper_security.py	97	def test_legitimate_json_payload_parses(self):	CODE
LOW⚡	…preprocessors/test_action_detection_mapper_security.py	103	def test_none_payload_becomes_empty_list(self):	CODE
LOW⚡	…preprocessors/test_action_detection_mapper_security.py	106	def test_already_parsed_list_passes_through(self):	CODE
LOW⚡	…preprocessors/test_action_detection_mapper_security.py	119	def test_bytes_payload_is_decoded_then_parsed(self):	CODE
LOW⚡	…preprocessors/test_action_detection_mapper_security.py	125	def test_malicious_import_payload_blocked(self):	CODE
LOW⚡	…preprocessors/test_action_detection_mapper_security.py	138	def test_malicious_function_call_blocked(self):	CODE
LOW⚡	…preprocessors/test_action_detection_mapper_security.py	143	def test_malicious_attribute_access_blocked(self):	CODE
LOW⚡	…preprocessors/test_action_detection_mapper_security.py	147	def test_mapper_call_swallows_malicious_payload(self):	CODE
LOW	tests/preprocessors/test_nlp.py	56	def test_preprocessor_download(self):	CODE
LOW	tests/preprocessors/test_nlp.py	67	def test_token_classification_tokenize_bert(self):	CODE
LOW	tests/preprocessors/test_nlp.py	101	def test_token_classification_tokenize_roberta(self):	CODE
LOW	tests/studios/test_studio_cli.py	87	def test_studio_settings_help(self):	CODE
LOW	tests/studios/test_studio_cli.py	101	def test_download_repo_type_includes_model(self):	CODE
LOW	tests/studios/test_studio_cli.py	106	def test_create_includes_studio_args(self):	CODE
LOW⚡	tests/studios/test_studio_cli.py	126	def test_studio_deploy_missing_id(self):	CODE
LOW⚡	tests/studios/test_studio_cli.py	131	def test_studio_no_subcommand_raises(self):	CODE
LOW⚡	tests/studios/test_studio_cli.py	138	def test_studio_settings_no_field_raises(self):	CODE
LOW	tests/studios/test_studio_cli.py	160	def test_secret_no_action_raises(self):	CODE
LOW	tests/studios/test_studio_cli.py	240	def test_create_studio_exist_ok(self):	CODE
LOW	tests/studios/test_studio_cli.py	256	def test_create_studio_exist_raises(self):	CODE
LOW	tests/studios/test_studio_cli.py	426	def test_secret_update_direct(self):	CODE
LOW	tests/studios/test_studio_cli.py	452	def test_secret_delete_direct(self):	CODE
LOW	tests/pipelines/test_image_editing_masactrl.py	29	def test_run_by_direct_model_download(self):	CODE
LOW	tests/pipelines/test_skin_retouching.py	28	def test_run_by_direct_model_download(self):	CODE
LOW	tests/pipelines/test_skin_retouching.py	39	def test_run_modelhub_default_model(self):	CODE
LOW	tests/pipelines/test_video_multi_modal_embedding.py	34	def test_run_with_default_model(self):	CODE
LOW	tests/pipelines/test_image_matting.py	41	def test_run_modelhub_default_model(self):	CODE
LOW	tests/pipelines/test_image_matting.py	49	def test_run_with_modelscope_dataset(self):	CODE
LOW	tests/pipelines/test_video_frame_interpolation.py	23	def test_run_by_direct_model_download(self):	CODE
LOW	tests/pipelines/test_video_frame_interpolation.py	39	def test_run_with_model_from_modelhub(self):	CODE
LOW	tests/pipelines/test_video_frame_interpolation.py	54	def test_run_with_default_model(self):	CODE
LOW	tests/pipelines/test_lineless_table_recognition.py	27	def test_run_with_model_from_modelhub(self):	CODE
LOW	tests/pipelines/test_lineless_table_recognition.py	33	def test_run_modelhub_default_model(self):	CODE
LOW	…pipelines/test_msrresnetlite_video_super_resolution.py	21	def test_run_by_direct_model_download(self):	CODE
LOW	…pipelines/test_msrresnetlite_video_super_resolution.py	30	def test_run_with_model_from_modelhub(self):	CODE
LOW	…pipelines/test_msrresnetlite_video_super_resolution.py	46	def test_run_with_default_model(self):	CODE
LOW	tests/pipelines/test_image_control_3d_portrait.py	20	def test_run_by_direct_model_download(self):	CODE
LOW	tests/pipelines/test_image_control_3d_portrait.py	43	def test_run_modelhub_default_model(self):	CODE
LOW	tests/pipelines/test_addr_similarity.py	22	def test_run_with_model_from_modelhub(self):	CODE
LOW	tests/pipelines/test_human_image_generation.py	41	def test_run_modelhub_default_model(self):	CODE
LOW	tests/pipelines/test_nerf_recon_4k.py	40	# def test_run_by_direct_model_download(self):	COMMENT
LOW	tests/pipelines/test_image_local_feature_matching.py	24	def test_image_local_feature_matching(self):	CODE
LOW	tests/pipelines/test_image_paint_by_example.py	47	def test_paintbyexample_with_image(self):	CODE
LOW	tests/pipelines/test_image_depth_estimation_marigold.py	30	def test_run_by_direct_model_download(self):	CODE
LOW	tests/pipelines/test_document_segmentation.py	34	def test_run_with_document_segmentation(self):	CODE
LOW	tests/pipelines/test_document_segmentation.py	46	def test_run_with_topic_segmentation(self):	CODE
LOW	tests/pipelines/test_document_segmentation.py	55	def test_run_with_documents_segmentation(self):	CODE
LOW	tests/pipelines/test_speech_signal_process.py	171	def test_zipenhancer_ans_bytes(self):	CODE
LOW⚡	tests/pipelines/test_text_generation.py	108	def test_palm_zh_base_with_model_name_batch(self):	STRING
LOW⚡	tests/pipelines/test_text_generation.py	117	def test_palm_zh_base_with_model_name_batch_iter(self):	STRING
1525 more matches not shown…

AI Structural Patterns1190 hits · 1164 pts

Severity	File	Line	Context
LOW	tests/run.py	487	CODE
LOW	tests/json_call_test.py	50	CODE
LOW	tests/pipelines/test_document_segmentation.py	31	CODE
LOW	tests/pipelines/test_speaker_verification.py	57	CODE
LOW	tests/pipelines/test_extractive_summarization.py	28	CODE
LOW	modelscope/metrics/image_denoise_metric.py	230	CODE
LOW	modelscope/metrics/action_detection_evaluator.py	88	CODE
LOW	modelscope/preprocessors/kws.py	42	CODE
LOW	modelscope/preprocessors/kws.py	72	CODE
LOW	modelscope/preprocessors/multi_modal.py	796	CODE
LOW	modelscope/preprocessors/multi_modal.py	810	CODE
LOW	modelscope/preprocessors/asr.py	39	CODE
LOW	modelscope/preprocessors/speaker.py	33	CODE
LOW	modelscope/preprocessors/speaker.py	64	CODE
LOW	…preprocessors/nlp/token_classification_preprocessor.py	60	CODE
LOW	…preprocessors/nlp/token_classification_preprocessor.py	202	CODE
LOW	…ocessors/nlp/token_classification_viet_preprocessor.py	37	CODE
LOW	…/preprocessors/nlp/text_classification_preprocessor.py	128	CODE
LOW	…sors/nlp/machine_reading_comprehension_preprocessor.py	69	CODE
LOW	modelscope/preprocessors/nlp/canmt_translation.py	109	CODE
LOW	modelscope/preprocessors/nlp/fill_mask_preprocessor.py	59	CODE
LOW	modelscope/preprocessors/nlp/fill_mask_preprocessor.py	273	CODE
LOW	modelscope/preprocessors/nlp/text_error_correction.py	67	CODE
LOW	…elscope/preprocessors/nlp/text_ranking_preprocessor.py	42	CODE
LOW	…ocessors/nlp/token_classification_thai_preprocessor.py	30	CODE
LOW	…ocessors/nlp/token_classification_thai_preprocessor.py	50	CODE
LOW	…elscope/preprocessors/nlp/mgeo_ranking_preprocessor.py	119	CODE
LOW	…e/preprocessors/nlp/feature_extraction_preprocessor.py	75	CODE
LOW	…eprocessors/nlp/faq_question_answering_preprocessor.py	18	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	409	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	669	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	695	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	737	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	800	CODE
LOW	modelscope/preprocessors/nlp/space/fields/gen_field.py	386	CODE
LOW	modelscope/preprocessors/templates/utils.py	329	CODE
LOW	modelscope/preprocessors/templates/template.py	1437	CODE
LOW	modelscope/preprocessors/cv/mmcls_preprocessor.py	76	CODE
LOW	…scope/preprocessors/cv/image_quality_assessment_mos.py	65	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	44	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	68	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	79	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	89	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	99	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	110	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	120	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	151	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	163	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	175	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	183	CODE
LOW	modelscope/preprocessors/ofa/utils/vision_helper.py	192	CODE
LOW	modelscope/tools/speech_tts_autolabel.py	26	CODE
LOW	modelscope/server/api/routers/model_router.py	37	CODE
LOW	modelscope/pipelines/builder.py	82	CODE
LOW	modelscope/pipelines/pipeline_template.py	87	CODE
LOW	…lscope/pipelines/science/protein_structure_pipeline.py	144	CODE
LOW	modelscope/pipelines/audio/kws_kwsbp_pipeline.py	74	CODE
LOW	…delscope/pipelines/audio/speech_separation_pipeline.py	151	CODE
LOW	modelscope/pipelines/audio/funasr_pipeline.py	75	CODE
LOW	…pe/pipelines/audio/segmentation_clustering_pipeline.py	321	CODE
1130 more matches not shown…

Deep Nesting1021 hits · 1006 pts

Severity	File	Line	Context
LOW	docker/build_image.py	927	CODE
LOW	tests/run.py	48	CODE
LOW	tests/run.py	93	CODE
LOW	tests/run.py	223	CODE
LOW	tests/run.py	242	CODE
LOW	tests/run.py	490	CODE
LOW	tests/fileio/test_io.py	12	CODE
LOW	tests/studios/conftest_env.py	112	CODE
LOW	tests/msdatasets/test_stream_load.py	59	CODE
LOW	tests/msdatasets/test_dataset_delete.py	48	CODE
LOW	modelscope/metainfo.py	1086	CODE
LOW	modelscope/metrics/video_stabilization_metric.py	122	CODE
LOW	modelscope/metrics/translation_evaluation_metric.py	135	CODE
LOW	modelscope/metrics/token_classification_metric.py	54	CODE
LOW	…delscope/metrics/image_instance_segmentation_metric.py	45	CODE
LOW	…delscope/metrics/image_instance_segmentation_metric.py	212	CODE
LOW	modelscope/preprocessors/multi_modal.py	277	CODE
LOW	modelscope/preprocessors/multi_modal.py	735	CODE
LOW	modelscope/preprocessors/asr.py	193	CODE
LOW	modelscope/preprocessors/common.py	69	CODE
LOW	modelscope/preprocessors/common.py	150	CODE
LOW	modelscope/preprocessors/common.py	24	CODE
LOW	modelscope/preprocessors/audio.py	101	CODE
LOW	modelscope/preprocessors/speaker.py	196	CODE
LOW	modelscope/preprocessors/video.py	243	CODE
LOW	modelscope/preprocessors/image.py	87	CODE
LOW	modelscope/preprocessors/image.py	106	CODE
LOW	modelscope/preprocessors/base.py	347	CODE
LOW	modelscope/preprocessors/science/uni_fold.py	42	CODE
LOW	modelscope/preprocessors/science/uni_fold.py	323	CODE
LOW	modelscope/preprocessors/science/uni_fold.py	375	CODE
LOW	…e/preprocessors/movie_scene_segmentation/transforms.py	24	CODE
LOW	…e/preprocessors/movie_scene_segmentation/transforms.py	247	CODE
LOW	…preprocessors/nlp/token_classification_preprocessor.py	107	CODE
LOW	…preprocessors/nlp/token_classification_preprocessor.py	343	CODE
LOW	…sors/nlp/machine_reading_comprehension_preprocessor.py	71	CODE
LOW	…sors/nlp/machine_reading_comprehension_preprocessor.py	107	CODE
LOW	modelscope/preprocessors/nlp/transformers_tokenizer.py	52	CODE
LOW	modelscope/preprocessors/nlp/utils.py	23	CODE
LOW	modelscope/preprocessors/nlp/utils.py	64	CODE
LOW	…reprocessors/nlp/document_segmentation_preprocessor.py	53	CODE
LOW	modelscope/preprocessors/nlp/space_T_en/fields/parse.py	106	CODE
LOW	modelscope/preprocessors/nlp/space_T_en/fields/parse.py	191	CODE
LOW	…pe/preprocessors/nlp/space_T_en/fields/common_utils.py	26	CODE
LOW	…pe/preprocessors/nlp/space_T_en/fields/common_utils.py	338	CODE
LOW	modelscope/preprocessors/nlp/space/preprocess.py	12	CODE
LOW	modelscope/preprocessors/nlp/space/tokenizer.py	361	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	829	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	1111	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	105	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	186	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	255	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	292	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	338	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	376	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	409	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	850	CODE
LOW	modelscope/preprocessors/nlp/space/fields/gen_field.py	269	CODE
LOW	modelscope/preprocessors/nlp/space/fields/gen_field.py	409	CODE
LOW	modelscope/preprocessors/nlp/space/fields/gen_field.py	639	CODE
961 more matches not shown…

Decorative Section Separators297 hits · 945 pts

Severity	File	Line	Snippet	Context
MEDIUM	modelscope/metrics/video_frame_interpolation_metric.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/metrics/video_frame_interpolation_metric.py	3	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	modelscope/metrics/image_denoise_metric.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	modelscope/metrics/image_denoise_metric.py	3	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	modelscope/metrics/image_denoise_metric.py	5	# ------------------------------------------------------------------------	COMMENT
MEDIUM	…delscope/pipelines/cv/ocr_utils/model_resnet18_half.py	1	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…delscope/pipelines/cv/ocr_utils/model_resnet18_half.py	4	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/pipelines/cv/ocr_utils/resnet18_v1.py	14	# ==============================================================================	COMMENT
MEDIUM	modelscope/pipelines/cv/ocr_utils/model_dla34.py	1	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/pipelines/cv/ocr_utils/model_dla34.py	4	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/pipelines/cv/ocr_utils/table_process.py	1	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/pipelines/cv/ocr_utils/table_process.py	4	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/pipelines/cv/ocr_utils/resnet_utils.py	14	# ==============================================================================	COMMENT
MEDIUM	modelscope/pipelines/cv/ocr_utils/model_vlpt.py	1	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/pipelines/cv/ocr_utils/model_vlpt.py	4	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/models/multi_modal/freeu/free_lunch_utils.py	1	# ------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/models/multi_modal/freeu/free_lunch_utils.py	4	# ------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/models/multi_modal/freeu/free_lunch_utils.py	123	# ---------------------------------------------------------	COMMENT
MEDIUM	modelscope/models/multi_modal/freeu/free_lunch_utils.py	272	# ---------------------------------------------------------	COMMENT
MEDIUM	modelscope/models/multi_modal/prost/models/modeling.py	397	# -------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/video_to_video/utils/config.py	19	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/video_to_video/utils/config.py	37	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/video_to_video/utils/config.py	117	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/video_to_video/utils/config.py	130	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/video_to_video/utils/config.py	139	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/video_to_video/utils/config.py	157	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/video_to_video/utils/config.py	171	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…ope/models/multi_modal/mplug_owl/modeling_mplug_owl.py	1650	# ===================	STRING
MEDIUM	…ope/models/multi_modal/mplug_owl/modeling_mplug_owl.py	1652	# ===================	STRING
MEDIUM	…cope/models/multi_modal/image_to_video/utils/config.py	18	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/image_to_video/utils/config.py	36	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/image_to_video/utils/config.py	116	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/image_to_video/utils/config.py	129	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/image_to_video/utils/config.py	138	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/image_to_video/utils/config.py	156	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…cope/models/multi_modal/image_to_video/utils/config.py	161	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	modelscope/models/nlp/palm_v2/dureader_eval.py	1	# ==============================================================================	COMMENT
MEDIUM	modelscope/models/nlp/palm_v2/dureader_eval.py	15	# ==============================================================================	COMMENT
MEDIUM	modelscope/models/nlp/chatglm/text_generation.py	285	# ===================================	COMMENT
MEDIUM	modelscope/models/nlp/chatglm/text_generation.py	287	# ===================================	COMMENT
MEDIUM	modelscope/models/nlp/chatglm/text_generation.py	335	# =========================	COMMENT
MEDIUM	modelscope/models/nlp/chatglm/text_generation.py	337	# =========================	COMMENT
MEDIUM⚡	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	434	# ==================================	COMMENT
MEDIUM⚡	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	436	# ==================================	COMMENT
MEDIUM⚡	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	441	# =================	COMMENT
MEDIUM⚡	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	443	# =================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	245	# ===================================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	247	# ===================================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	276	# ===========================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	278	# ===========================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	293	# =========================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	295	# =========================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	380	# =================================================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	382	# =================================================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	397	# =====================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	399	# =====================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	413	# ==================================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	415	# ==================================	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	1223	# =============	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/distributed_gpt_moe.py	1225	# =============	COMMENT
237 more matches not shown…

Docstring Block Structure69 hits · 345 pts

Severity	File	Line	Snippet	Context
HIGH	tests/studios/conftest_env.py	61	Create a temporary studio for testing purposes. Args: config: dict from get_test_config() name_pref	STRING
HIGH	docs/README.md	18	Load data from json/yaml/pickle files. This method provides a unified api for loading data from serialized file	STRING
HIGH	modelscope/preprocessors/base.py	213	Instantiate a preprocessor from local directory or remote model repo. Note that when loading from remote, the mo	STRING
HIGH	modelscope/preprocessors/nlp/space/batch.py	5	This operator creates a batched reader which combines the data from the input reader to batched data. Args	STRING
HIGH	modelscope/fileio/io.py	18	Load data from json/yaml/pickle files. This method provides a unified api for loading data from serialized files.	STRING
HIGH	modelscope/fileio/io.py	60	Dump data to json/yaml strings or files. This method provides a unified api for dumping data as strings or to files	STRING
HIGH	modelscope/fileio/io.py	108	Dump data to json/yaml strings or files. This method provides a unified api for dumping data as strings or to files	STRING
HIGH	…pelines/multi_modal/diffusers_wrapped/pasd_pipeline.py	862	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…lscope/pipelines/nlp/text_error_correction_pipeline.py	68	Args: inputs (Dict[str, Tensor]) Examples: { 'predi	STRING
HIGH	modelscope/pipelines/cv/body_3d_keypoints_pipeline.py	227	Read video from local video file or from a video stream URL. Args: video_url (str or cv2.VideoCaptu	STRING
HIGH	modelscope/pipelines/cv/ocr_utils/resnet18_v1.py	175	Generator for v1 ResNet models. This function generates a family of ResNet v1 models. See the resnet_v1_*() meth	STRING
HIGH	modelscope/pipelines/cv/ocr_utils/resnet_utils.py	129	Stacks ResNet `Blocks` and controls output feature density. First, this function creates scopes for the ResNet in th	STRING
HIGH	modelscope/utils/config.py	531	merge dict ``a`` into dict ``b`` (non-inplace). Values in ``a`` will overwrite ``b``. ``b`` is copied first to	STRING
HIGH	modelscope/utils/device.py	45	Device placement function, allow user to specify which device to place model or tensor Args: framework (str	STRING
HIGH	modelscope/utils/repo_utils.py	127	Filter repo objects based on an allowlist and a denylist. Input must be a list of paths (`str` or `Path`) or a	STRING
HIGH	modelscope/utils/repo_utils.py	224	Validate and parse a repo_id in '<owner>/<name>' format. Args: repo_id (str): The repo identifier,	STRING
HIGH	modelscope/utils/import_utils.py	89	Import modules from the given list of strings. Args: imports (list \| str \| None): The given module names to	STRING
HIGH	modelscope/utils/thread_utils.py	18	A decorator to execute a function in a threaded manner using ThreadPoolExecutor. Args: max_workers (in	STRING
HIGH	modelscope/models/science/unifold/msa/parsers.py	404	Parses the detailed HMM HMM comparison section for a single Hit. This works on .hhr files generated from both HHBli	STRING
HIGH	modelscope/models/science/unifold/msa/templates.py	183	Determines if template is valid (without parsing the template mmcif file). Args: hit: HhrHit for the templa	STRING
HIGH	modelscope/models/science/unifold/msa/templates.py	243	Tries to find the template chain in the given pdb file. This method tries the three following things in order:	STRING
HIGH	modelscope/models/science/unifold/msa/templates.py	312	Aligns template from the mmcif_object to the query. In case PDB70 contains a different version of the template sequ	STRING
HIGH	modelscope/models/science/unifold/msa/templates.py	526	Parses atom positions in the target structure and aligns with the query. Atoms for each residue in the template str	STRING
HIGH	modelscope/models/science/unifold/msa/tools/kalign.py	49	Aligns the sequences and returns the alignment in A3M string. Args: sequences: A list of query sequ	STRING
HIGH	modelscope/models/science/unifold/msa/tools/hmmbuild.py	45	Builds a HHM for the aligned sequences given as an A3M string. Args: sto: A string with the aligned	STRING
HIGH	modelscope/models/science/unifold/msa/tools/hmmbuild.py	61	Builds a HHM for the aligned sequences given as an A3M string. Args: a3m: A string with the aligned	STRING
HIGH	modelscope/models/science/unifold/msa/tools/hmmbuild.py	83	Builds a HMM for the aligned sequences given as an MSA string. Args: msa: A string with the aligned	STRING
HIGH	…scope/models/science/unifold/data/residue_constants.py	728	Maps the given sequence into a one-hot encoded matrix. Args: sequence: An amino acid sequence. mapp	STRING
HIGH	…elscope/models/multi_modal/mgeo/text_classification.py	73	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`): In	STRING
HIGH	…lscope/models/multi_modal/mgeo/token_classification.py	98	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`): In	STRING
HIGH	modelscope/models/nlp/structbert/fill_mask.py	157	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`):	STRING
HIGH	modelscope/models/nlp/structbert/backbone.py	731	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`):	STRING
HIGH	…lscope/models/nlp/structbert/faq_question_answering.py	221	Args: input (Dict[str, Tensor]): the preprocessed data, it contains the following keys:	STRING
HIGH	modelscope/models/nlp/structbert/text_classification.py	114	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`):	STRING
HIGH	…delscope/models/nlp/structbert/token_classification.py	111	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`):	STRING
HIGH	modelscope/models/nlp/task_models/feature_extraction.py	35	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`): In	STRING
HIGH	modelscope/models/nlp/task_models/task_model.py	602	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`): In	STRING
HIGH	modelscope/models/nlp/plug_mental/backbone.py	884	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`):	STRING
HIGH	modelscope/models/nlp/T5/text2text_generation.py	147	Args: input_ids (`torch.LongTensor` of shape `(batch_size, sequence_length)`): Indi	STRING
HIGH	modelscope/models/nlp/bloom/sentence_embedding.py	90	Args: query (:obj: `dict`): Dict of pretrained models's input for the query sequence. See	STRING
HIGH	modelscope/models/nlp/bert/sentence_embedding.py	72	Args: query (:obj: `dict`): Dict of pretrained models's input for the query sequence. See	STRING
HIGH	modelscope/models/nlp/deberta_v2/fill_mask.py	87	Args: input_ids (`torch.LongTensor` of shape `('batch_size, sequence_length')`): In	STRING
HIGH	modelscope/models/nlp/deberta_v2/backbone.py	1104	Args: input_ids (`torch.LongTensor` of shape `('batch_size, sequence_length')`): In	STRING
HIGH	modelscope/models/nlp/space/dialog_modeling.py	75	return the result by the model Args: input (Dict[str, Tensor]): the preprocessed data Retu	STRING
HIGH	modelscope/models/nlp/megatron_bert/fill_mask.py	159	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`):	STRING
HIGH	modelscope/models/nlp/ponet/fill_mask.py	148	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`('batch_size, sequence_length')`):	STRING
HIGH	modelscope/models/nlp/ponet/backbone.py	715	Args: input_ids (:obj:`torch.LongTensor` of shape :obj:`(batch_size, sequence_length)`):	STRING
HIGH	…e/models/cv/text_to_360panorama_image/pipeline_base.py	579	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…ope/models/cv/text_to_360panorama_image/pipeline_sr.py	820	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…scope/models/cv/text_texture_generation/Tex2Texture.py	296	Function invoked when calling the pipeline for generation. Args: prompt (`str` or `List[st	STRING
HIGH	…ocal_feature_matching/src/loftr/utils/fine_matching.py	58	Compute the expectation of coordinate values using spatial probabilities. The input heatmap is assumed to represent	STRING
HIGH	…detection/scrfd/mmdet_patch/models/backbones/resnet.py	199	Make plugins for ResNet ``stage_idx`` th stage. Currently we support to insert ``context_block``, ``emp	STRING
HIGH	modelscope/models/cv/face_emotion/efficient/utils.py	346	Get a block through a string notation of arguments. Args: block_string (str): A string notation of a	STRING
HIGH	modelscope/models/base/base_model.py	102	Instantiate a model from local directory or remote model repo. Note that when loading from remote, the model rev	STRING
HIGH	modelscope/trainers/cli_argument_parser.py	82	Parse iterable values in the string. All elements inside '()' or '[]' are treated as iterable values. Ar	STRING
HIGH	modelscope/hub/mcp_api.py	93	List available MCP servers, if (optional) token is presented, this would return private MCP servers as well.	STRING
HIGH	modelscope/hub/mcp_api.py	217	Get detailed information for a specific MCP Server, a valid token shall be provided if the MCP server i	STRING
HIGH	modelscope/hub/mcp_api.py	295	Host an MCP server under your own account. Args: server_id: MCP server ID (e.g., "@amap/am	STRING
HIGH	modelscope/hub/deploy.py	201	Deploy model to cloud, current we only support PAI EAS, this is an async API , and the deployment could take a w	STRING
HIGH	modelscope/hub/deploy.py	245	Query the specified instance information. Args: instance_name (str): The deployed instance name.	STRING
9 more matches not shown…

Excessive Try-Catch Wrapping302 hits · 330 pts

Severity	File	Line	Snippet	Context
LOW	docker/build_image.py	1300	except Exception as error:	CODE
LOW	docker/build_image.py	1473	except Exception as build_error:	CODE
LOW	…preprocessors/test_action_detection_mapper_security.py	33	except Exception:	CODE
LOW	…preprocessors/test_action_detection_mapper_security.py	43	except Exception:	CODE
LOW	…preprocessors/test_action_detection_mapper_security.py	62	except Exception:	CODE
LOW	tests/studios/test_studio_cli.py	314	except Exception:	CODE
LOW	tests/pipelines/test_human3d_animation_security.py	32	except Exception:	CODE
LOW	tests/pipelines/test_tinynas_classification_security.py	28	except Exception:	CODE
LOW	tests/utils/test_hf_util.py	608	except Exception:	CODE
LOW	tests/utils/test_hf_util.py	660	except Exception as e:	CODE
LOW	tests/utils/test_hf_util.py	664	except Exception:	CODE
LOW	tests/utils/test_hf_util.py	59	except Exception as e:	STRING
LOW	tests/utils/test_hf_util.py	125	except Exception:	STRING
LOW	tests/utils/test_hf_util.py	157	except Exception:	STRING
LOW	tests/utils/test_hf_util.py	195	except Exception:	STRING
LOW	tests/cli/test_create_cmd.py	37	except Exception as e:	CODE
MEDIUM	tests/cli/test_create_cmd.py	38	print(f'Error deleting model {self.repo_id}: {e}')	CODE
LOW	tests/cli/test_modelcard_cmd.py	35	except Exception as e:	CODE
MEDIUM	tests/cli/test_modelcard_cmd.py	32	def tearDown(self):	CODE
LOW	tests/cli/test_download_cmd.py	57	except Exception as e:	CODE
LOW⚡	tests/cli/test_download_cmd.py	131	except Exception as e:	CODE
LOW⚡	tests/cli/test_download_cmd.py	135	except Exception as e:	CODE
MEDIUM	tests/cli/test_download_cmd.py	128	def tearDown(self):	CODE
LOW	…s/trainers/test_image_instance_segmentation_trainer.py	33	except Exception:	CODE
LOW	…/trainers/test_general_image_classification_trainer.py	36	except Exception as e:	CODE
LOW	tests/hub/test_create_aigc_model.py	37	except Exception as e:	CODE
LOW⚡	tests/hub/test_hub_revision_release_mode.py	51	except Exception as e:	CODE
MEDIUM	tests/hub/test_hub_revision_release_mode.py	48	def tearDown(self):	CODE
LOW	tests/hub/test_upload_file_folder.py	55	except Exception as e:	CODE
LOW	tests/hub/test_hub_upload.py	47	except Exception as e:	CODE
LOW	tests/hub/test_hub_scan_cache.py	36	except Exception as e:	CODE
LOW	tests/hub/test_hub_scan_cache.py	44	except Exception as e:	CODE
LOW	tests/hub/test_download_file_lock.py	74	except Exception: # noqa	CODE
MEDIUM	tests/hub/test_download_file_lock.py	49	def test_multi_processing_disabled(self):	CODE
MEDIUM	tests/hub/test_commit_scheduler.py	45	def cleanup(scheduler):	CODE
MEDIUM	tests/hub/test_commit_scheduler.py	54	def remove_atexit_callback(scheduler):	CODE
LOW⚡	tests/hub/test_commit_scheduler.py	49	except Exception as e:	CODE
LOW⚡	tests/hub/test_commit_scheduler.py	57	except Exception as e:	CODE
LOW⚡	tests/hub/test_commit_scheduler.py	66	except Exception:	CODE
LOW⚡	tests/hub/test_commit_scheduler.py	74	except Exception as e:	CODE
LOW⚡	tests/hub/test_hub_private_files.py	57	except Exception as e:	CODE
LOW	tests/hub/test_hub_repository.py	50	except Exception as e:	CODE
LOW	tests/hub/test_hub_operation.py	47	except Exception as e:	CODE
MEDIUM	tests/hub/test_hub_operation.py	44	def tearDown(self):	CODE
LOW⚡	tests/hub/test_hub_private_repository.py	40	except Exception as e:	CODE
LOW	tests/hub/test_create_repo.py	30	except Exception as e:	CODE
LOW	tests/hub/test_create_repo.py	46	except Exception as e:	CODE
LOW	tests/hub/test_create_repo.py	55	except Exception as e:	CODE
MEDIUM	tests/hub/test_create_repo.py	24	def tearDown(self):	CODE
LOW	tests/hub/test_hub_revision.py	44	except Exception as e:	CODE
MEDIUM	tests/hub/test_hub_revision.py	41	def tearDown(self):	CODE
LOW	modelscope/__init__.py	130	except Exception: # noqa	CODE
LOW	modelscope/preprocessors/nlp/text_clean.py	60	except Exception:	CODE
MEDIUM	modelscope/preprocessors/nlp/text_clean.py	43	def clean(self, s):	CODE
LOW	…reprocessors/nlp/document_segmentation_preprocessor.py	72	except Exception as e:	CODE
LOW	…processors/nlp/space_T_en/fields/preprocess_dataset.py	22	except Exception:	CODE
LOW	…pe/preprocessors/nlp/space_T_en/fields/common_utils.py	438	except Exception as e:	CODE
LOW	modelscope/preprocessors/nlp/space/tokenizer.py	595	except Exception:	CODE
LOW	modelscope/preprocessors/nlp/space/fields/gen_field.py	321	except Exception as e:	CODE
LOW	modelscope/preprocessors/nlp/space/fields/gen_field.py	457	except Exception:	CODE
242 more matches not shown…

Modern Structural Boilerplate313 hits · 311 pts

Severity	File	Line	Snippet	Context
LOW	modelscope/preprocessors/kws.py	14	__all__ = ['WavToLists']	CODE
LOW	modelscope/preprocessors/multi_modal.py	33	__all__ = [	CODE
LOW	modelscope/preprocessors/tts.py	17	__all__ = ['KanttsDataPreprocessor']	CODE
LOW	modelscope/preprocessors/asr.py	12	__all__ = ['WavToScp']	CODE
LOW	modelscope/preprocessors/science/uni_fold.py	34	__all__ = [	CODE
LOW	modelscope/preprocessors/nlp/transformers_tokenizer.py	16	__all__ = [	CODE
LOW	modelscope/preprocessors/nlp/utils.py	20	__all__ = ['parse_text_and_label', 'labels_to_id']	CODE
LOW	…/space_T_en/conversational_text_to_sql_preprocessor.py	24	__all__ = ['ConversationalTextToSqlPreprocessor']	CODE
LOW	…ors/nlp/space/dialog_intent_prediction_preprocessor.py	16	__all__ = ['DialogIntentPredictionPreprocessor']	CODE
LOW	…essors/nlp/space/dialog_state_tracking_preprocessor.py	12	__all__ = ['DialogStateTrackingPreprocessor']	CODE
LOW	…reprocessors/nlp/space/dialog_modeling_preprocessor.py	14	__all__ = ['DialogModelingPreprocessor']	CODE
LOW	modelscope/preprocessors/nlp/space/tokenizer.py	138	logger = logging.getLogger(__name__)	CODE
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	29	logger = logging.getLogger(__name__)	CODE
LOW	…lp/space_T_cn/table_question_answering_preprocessor.py	18	__all__ = ['TableQuestionAnsweringPreprocessor']	CODE
LOW	modelscope/fileio/format/jsonplus.py	26	__all__ = [	CODE
LOW	modelscope/pipelines/pipeline_template.py	14	__all__ = ['PipelineTemplate']	CODE
LOW	…lscope/pipelines/science/protein_structure_pipeline.py	29	__all__ = ['ProteinStructurePipeline']	CODE
LOW	…elines/audio/language_recognition_eres2net_pipeline.py	22	__all__ = ['LanguageRecognitionPipeline']	CODE
LOW	…pe/pipelines/audio/inverse_text_processing_pipeline.py	18	__all__ = ['InverseTextProcessingPipeline']	CODE
LOW	modelscope/pipelines/audio/text_to_speech_pipeline.py	14	__all__ = ['TextToSpeechSambertHifiganPipeline']	CODE
LOW	modelscope/pipelines/audio/kws_kwsbp_pipeline.py	19	__all__ = ['KeyWordSpottingKwsbpPipeline']	CODE
LOW	…scope/pipelines/audio/language_recognition_pipeline.py	22	__all__ = ['LanguageRecognitionPipeline']	CODE
LOW	…delscope/pipelines/audio/speech_separation_pipeline.py	21	__all__ = ['SeparationPipeline']	CODE
LOW	modelscope/pipelines/audio/funasr_pipeline.py	20	__all__ = ['FunASRPipeline']	CODE
LOW	…pe/pipelines/audio/segmentation_clustering_pipeline.py	23	__all__ = ['SegmentationClusteringPipeline']	CODE
LOW	…cope/pipelines/audio/codec_based_synthesis_pipeline.py	20	__all__ = ['LauraCodecTTSPipeline']	CODE
LOW	…elscope/pipelines/audio/audio_quantization_pipeline.py	21	__all__ = ['AudioQuantizationPipeline']	CODE
LOW	…pipelines/audio/speaker_verification_light_pipeline.py	22	__all__ = ['SpeakerVerificationPipeline']	CODE
LOW	…pe/pipelines/audio/speaker_change_locating_pipeline.py	21	__all__ = ['SpeakerChangeLocatingPipeline']	CODE
LOW	…lscope/pipelines/audio/asr_wenet_inference_pipeline.py	16	__all__ = ['WeNetAutomaticSpeechRecognitionPipeline']	CODE
LOW	…elscope/pipelines/multi_modal/mgeo_ranking_pipeline.py	16	__all__ = ['MGeoRankingPipeline']	CODE
LOW	…/pipelines/multi_modal/text_to_image_freeu_pipeline.py	20	__all__ = ['FreeUTextToImagePipeline']	CODE
LOW	…ines/multi_modal/visual_question_answering_pipeline.py	16	__all__ = ['VisualQuestionAnsweringPipeline']	CODE
LOW	…lines/multi_modal/video_question_answering_pipeline.py	15	__all__ = ['VideoQuestionAnsweringPipeline']	CODE
LOW	…scope/pipelines/nlp/translation_evaluation_pipeline.py	23	__all__ = ['TranslationEvaluationPipeline']	CODE
LOW	…scope/pipelines/nlp/faq_question_answering_pipeline.py	13	__all__ = ['FaqQuestionAnsweringPipeline']	CODE
LOW	…ines/nlp/document_grounded_dialog_generate_pipeline.py	14	__all__ = ['DocumentGroundedDialogGeneratePipeline']	CODE
LOW	…scope/pipelines/nlp/automatic_post_editing_pipeline.py	30	__all__ = ['AutomaticPostEditingPipeline']	CODE
LOW	…ope/pipelines/nlp/named_entity_recognition_pipeline.py	12	__all__ = ['NamedEntityRecognitionPipeline']	CODE
LOW	…cope/pipelines/nlp/interactive_translation_pipeline.py	28	__all__ = ['InteractiveTranslationPipeline']	CODE
LOW	…nes/nlp/document_grounded_dialog_retrieval_pipeline.py	19	__all__ = ['DocumentGroundedDialogRetrievalPipeline']	CODE
LOW	…pipelines/nlp/fasttext_text_classification_pipeline.py	17	__all__ = ['FasttextSequenceClassificationPipeline']	CODE
LOW	modelscope/pipelines/nlp/word_alignment_pipeline.py	15	__all__ = ['WordAlignmentPipeline']	CODE
LOW	modelscope/pipelines/nlp/feature_extraction_pipeline.py	17	__all__ = ['FeatureExtractionPipeline']	CODE
LOW	modelscope/pipelines/nlp/text_ranking_pipeline.py	16	__all__ = ['TextRankingPipeline']	CODE
LOW	modelscope/pipelines/nlp/fid_dialogue_pipeline.py	28	__all__ = ['FidDialoguePipeline']	CODE
LOW	…pelines/nlp/translation_quality_estimation_pipeline.py	16	__all__ = ['TranslationQualityEstimationPipeline']	CODE
LOW	modelscope/pipelines/nlp/fill_mask_pipeline.py	15	__all__ = ['FillMaskPipeline']	CODE
LOW	…e/pipelines/nlp/conversational_text_to_sql_pipeline.py	16	__all__ = ['ConversationalTextToSqlPipeline']	CODE
LOW	…scope/pipelines/nlp/information_extraction_pipeline.py	14	__all__ = ['InformationExtractionPipeline']	CODE
LOW	…ope/pipelines/nlp/table_question_answering_pipeline.py	24	__all__ = ['TableQuestionAnsweringPipeline']	CODE
LOW	…pipelines/nlp/user_satisfaction_estimation_pipeline.py	16	__all__ = ['UserSatisfactionEstimationPipeline']	CODE
LOW	modelscope/pipelines/nlp/dialog_modeling_pipeline.py	14	__all__ = ['DialogModelingPipeline']	CODE
LOW	modelscope/pipelines/nlp/canmt_translation_pipeline.py	18	__all__ = ['CanmtTranslationPipeline']	CODE
LOW	modelscope/pipelines/nlp/word_segmentation_pipeline.py	20	__all__ = ['WordSegmentationPipeline', 'WordSegmentationThaiPipeline']	CODE
LOW	…scope/pipelines/nlp/polylm_text_generation_pipeline.py	18	__all__ = ['PolyLMTextGenerationPipeline']	CODE
LOW	…lscope/pipelines/nlp/document_segmentation_pipeline.py	22	__all__ = ['DocumentSegmentationPipeline']	CODE
LOW	…ope/pipelines/nlp/extractive_summarization_pipeline.py	22	__all__ = ['ExtractiveSummarizationPipeline']	CODE
LOW	…lscope/pipelines/nlp/text_error_correction_pipeline.py	16	__all__ = ['TextErrorCorrectionPipeline']	CODE
LOW	…lscope/pipelines/nlp/dialog_state_tracking_pipeline.py	14	__all__ = ['DialogStateTrackingPipeline']	CODE
253 more matches not shown…

Empty Error Handlers59 hits · 295 pts

Severity	File	Line	Snippet	Context
HIGH	tests/run.py	570	except AttributeError or ImportError:	CODE
HIGH	tests/run.py	578	except AttributeError or ImportError:	CODE
HIGH	tests/studios/test_studio_cli.py	314	except Exception:	CODE
HIGH	tests/utils/test_hf_util_kernels.py	81	except AttributeError:	CODE
HIGH	tests/utils/test_hf_util.py	125	except Exception:	CODE
HIGH	tests/utils/test_hf_util.py	138	except: # noqa	CODE
HIGH	tests/utils/test_hf_util.py	157	except Exception:	CODE
HIGH	tests/utils/test_hf_util.py	195	except Exception:	CODE
HIGH	tests/utils/test_hf_util.py	608	except Exception:	CODE
HIGH	tests/utils/test_hf_util.py	664	except Exception:	CODE
HIGH	tests/hub/test_download_file_lock.py	74	except Exception: # noqa	CODE
HIGH	tests/hub/test_commit_scheduler.py	66	except Exception:	CODE
HIGH	modelscope/__init__.py	130	except Exception: # noqa	CODE
HIGH	…ope/preprocessors/nlp/space_T_cn/fields/schema_link.py	53	except ValueError:	CODE
HIGH	…ope/preprocessors/nlp/space_T_cn/fields/schema_link.py	60	except (TypeError, ValueError):	CODE
HIGH	modelscope/preprocessors/templates/loader.py	1044	except Exception:	CODE
HIGH	modelscope/preprocessors/templates/template.py	1673	except ValueError:	CODE
HIGH	modelscope/preprocessors/templates/base.py	50	except ValueError:	CODE
HIGH	modelscope/fileio/format/jsonplus.py	22	except ImportError:	CODE
HIGH	modelscope/pipelines/base.py	513	except AttributeError:	CODE
HIGH	modelscope/utils/plugins.py	570	except Exception:	CODE
HIGH	modelscope/utils/test_utils.py	44	except Exception:	CODE
HIGH	modelscope/utils/config.py	726	except TypeError:	CODE
HIGH	modelscope/utils/import_utils.py	194	except importlib_metadata.PackageNotFoundError:	CODE
HIGH	modelscope/utils/regress_test_utils.py	448	except MsRegressTool.EarlyStopError:	CODE
HIGH	modelscope/utils/audio/audio_utils.py	118	except Exception:	CODE
HIGH	modelscope/utils/hf_util/patcher.py	82	except: # noqa	CODE
HIGH	modelscope/utils/hf_util/patcher.py	98	except: # noqa	CODE
HIGH	modelscope/utils/hf_util/patcher.py	609	except Exception: # noqa	CODE
HIGH	modelscope/utils/hf_util/patcher.py	76	except: # noqa	CODE
HIGH	modelscope/utils/hf_util/patcher.py	118	except: # noqa	CODE
HIGH	modelscope/models/audio/aec/jaec.py	113	except Exception:	CODE
HIGH	…elscope/models/cv/anydoor/ldm/models/diffusion/ddpm.py	1493	except KeyError:	CODE
HIGH	…e/models/cv/dense_optical_flow_estimation/core/corr.py	9	except ModuleNotFoundError:	CODE
HIGH	…cope/models/cv/video_object_segmentation/mod_resnet.py	168	except Exception:	CODE
HIGH	…lscope/models/cv/nerf_recon_vq_compression/renderer.py	69	except Exception:	CODE
HIGH	…lscope/models/cv/nerf_recon_vq_compression/renderer.py	165	except Exception:	CODE
HIGH	…e/models/cv/video_multi_object_tracking/models/yolo.py	84	except Exception:	CODE
HIGH	…v/controllable_image_generation/annotator/annotator.py	76	except Exception:	CODE
HIGH	…/controllable_image_generation/annotator/mlsd/utils.py	607	except Exception:	CODE
HIGH	…models/cv/video_stabilization/utils/ProjectionUtils.py	193	except Exception:	CODE
HIGH	…elscope/models/cv/video_stabilization/DUT/rf_det_so.py	211	except Exception:	CODE
HIGH	…ope/models/cv/video_stabilization/DUT/rf_det_module.py	219	except Exception:	CODE
HIGH	…elscope/models/cv/video_stabilization/DUT/RAFT/corr.py	12	except Exception:	CODE
HIGH	…ion/scrfd/mmdet_patch/models/dense_heads/scrfd_head.py	231	except Exception:	CODE
HIGH	modelscope/cli/llamafile.py	140	except ModuleNotFoundError:	CODE
HIGH	modelscope/trainers/nlp_trainer.py	64	except AttributeError:	CODE
HIGH	modelscope/trainers/cli_argument_parser.py	68	except ValueError:	CODE
HIGH	modelscope/trainers/cli_argument_parser.py	72	except ValueError:	CODE
HIGH	modelscope/trainers/hooks/compression/utils.py	138	except ImportError:	CODE
HIGH	…s/image_control_3d_portrait/torch_utils/persistence.py	144	except TypeError:	CODE
HIGH	modelscope/msdatasets/utils/hf_datasets_util.py	471	except Exception:	CODE
HIGH	modelscope/hub/file_download.py	79	except Exception:	CODE
HIGH	modelscope/hub/check_model.py	104	except: # noqa: E722	CODE
HIGH	modelscope/hub/repository.py	49	except GitError:	CODE
HIGH	modelscope/hub/utils/caching.py	93	except OSError:	CODE
HIGH	modelscope/hub/utils/caching.py	75	except OSError:	CODE
HIGH	modelscope/hub/utils/caching.py	209	except OSError:	CODE
HIGH	modelscope/hub/utils/utils.py	496	except OSError:	CODE

Over-Commented Block285 hits · 266 pts

Severity	File	Line	Snippet	Context
LOW	tools/weight_diff.py	1	# Copyright 2023 Rohan Taori, Ishaan Gulrajani, Tianyi Zhang, Yann Dubois, Xuechen Li	COMMENT
LOW	docs/source/conf.py	1	# Configuration file for the Sphinx documentation builder.	COMMENT
LOW	docs/source/conf.py	81	source_suffix = ['.rst', '.md']	COMMENT
LOW	docs/source/conf.py	101	# 'faq.md',	COMMENT
LOW	docs/source/conf.py	121		COMMENT
LOW	modelscope/pipeline_inputs.py	321	InputKeys.IMAGE: InputType.IMAGE,	COMMENT
LOW	…rics/video_super_resolution_metric/matlab_functions.py	41	# in output space maps to 0.5 in input space, and 0.5 + scale in output	COMMENT
LOW	modelscope/preprocessors/nlp/space/tokenizer.py	121		COMMENT
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	1	#	COMMENT
LOW	modelscope/preprocessors/nlp/space/dst_processors.py	961	# type_ids: 0 0 0 0 0 0 0	COMMENT
LOW	modelscope/preprocessors/nlp/space/tensorlistdataset.py	1	#	COMMENT
LOW	modelscope/fileio/format/jsonplus.py	21	from moneyed import Currency, Money	COMMENT
LOW	modelscope/fileio/format/jsonplus.py	41	# respectively.	COMMENT
LOW	…s/multi_modal/disco_guided_diffusion_pipeline/utils.py	201	# only used for by_convs, to calc the boundaries of each filter the	COMMENT
LOW	…s/multi_modal/disco_guided_diffusion_pipeline/utils.py	261	# along cur dim)- a list of 1d neighbors locations.	COMMENT
LOW	modelscope/pipelines/cv/ocr_utils/resnet18_v1.py	1	# Copyright 2016 The TensorFlow Authors. All Rights Reserved.	COMMENT
LOW	modelscope/pipelines/cv/ocr_utils/resnet_utils.py	1	# Copyright 2016 The TensorFlow Authors. All Rights Reserved.	COMMENT
LOW	modelscope/pipelines/cv/ocr_utils/resnet_utils.py	241	with slim.arg_scope([slim.batch_norm], **batch_norm_params):	COMMENT
LOW	modelscope/utils/nlp/distributed.py	1	# Copyright 2021-2022 The Alibaba DAMO NLP Team Authors.	COMMENT
LOW	modelscope/utils/nlp/load_checkpoint.py	1	# Copyright 2021-2022 The Alibaba DAMO NLP Team Authors.	COMMENT
LOW	modelscope/models/science/unifold/msa/mmcif.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	…delscope/models/science/unifold/msa/msa_identifiers.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/msa/parsers.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/msa/templates.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/msa/pipeline.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	…delscope/models/science/unifold/msa/tools/hmmsearch.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/msa/tools/hhblits.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/msa/tools/__init__.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/msa/tools/kalign.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/msa/tools/utils.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/msa/tools/hmmbuild.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	…delscope/models/science/unifold/msa/tools/jackhmmer.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/msa/tools/hhsearch.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	…lscope/models/science/unifold/data/process_multimer.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/data/__init__.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	modelscope/models/science/unifold/data/protein.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	…scope/models/science/unifold/data/residue_constants.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	…scope/models/science/unifold/data/residue_constants.py	121	[0.0, 0.0, 0.0, 0.0], # TRP	COMMENT
LOW	modelscope/models/science/unifold/data/msa_pairing.py	1	# Copyright 2021 DeepMind Technologies Limited	COMMENT
LOW	…elscope/models/audio/ans/zipenhancer_layers/scaling.py	1	# Copyright 2022-2023 Xiaomi Corp. (authors: Daniel Povey)	COMMENT
LOW	…elscope/models/audio/ans/zipenhancer_layers/scaling.py	41	# models to ONNX via torch.jit.trace()	COMMENT
LOW	…scope/models/audio/ans/zipenhancer_layers/zipformer.py	1	#!/usr/bin/env python3	COMMENT
LOW	…scope/models/audio/ans/zipenhancer_layers/zipformer.py	501	compression_length = self.embed_dim**0.5	COMMENT
LOW	…scope/models/audio/ans/zipenhancer_layers/zipformer.py	721	# inplace operator important	COMMENT
LOW	…cope/models/audio/sv/speaker_change_locator_xvector.py	121	# e: (BT, F)	COMMENT
LOW	modelscope/models/audio/sv/speaker_change_locator.py	121	# e: (BT, F)	COMMENT
LOW	modelscope/models/audio/kws/farfield/fsmn_sele_v2.py	161	numouts = 1.0	COMMENT
LOW	modelscope/models/audio/kws/nearfield/cmvn.py	1	#!/usr/bin/env python3	COMMENT
LOW	…delscope/models/multi_modal/clip/configuration_bert.py	1	# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.	COMMENT
LOW	modelscope/models/multi_modal/clip/bert_tokenizer.py	1	# Copyright 2018 The Google AI Language Team Authors.	COMMENT
LOW	modelscope/models/multi_modal/clip/model.py	1	# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.	COMMENT
LOW	modelscope/models/multi_modal/clip/modeling_bert.py	1	# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.	COMMENT
LOW	modelscope/models/multi_modal/clip/modeling_bert.py	461	# used in OpenAI GPT, we just need to prepare the broadcast dimension here.	COMMENT
LOW	…lscope/models/multi_modal/prost/models/until_module.py	1	# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.	COMMENT
LOW	…lscope/models/multi_modal/prost/models/until_module.py	201	for name, child in module._modules.items():	COMMENT
LOW	…lscope/models/multi_modal/prost/models/until_config.py	1	# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.	COMMENT
LOW	modelscope/models/multi_modal/prost/models/modeling.py	121	cp_weight = torch.cat(cat_list, dim=2)	COMMENT
LOW	modelscope/models/multi_modal/prost/models/modeling.py	281	# show_log(task_config, "\t embed_dim: {}".format(embed_dim))	COMMENT
LOW	modelscope/models/multi_modal/diffusion/structbert.py	1	# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team and Alibaba inc.	COMMENT
LOW	modelscope/models/multi_modal/diffusion/tokenizer.py	1	# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team and Alibaba inc.	COMMENT
225 more matches not shown…

Cross-Language Confusion22 hits · 122 pts

Severity	File	Line	Snippet	Context
HIGH	docker/build_image.py	128	ret = self.push()	CODE
HIGH	docker/build_image.py	640	return ('cd /tmp && GIT_LFS_SKIP_SMUDGE=1 git clone -b '	CODE
HIGH⚡	…preprocessors/test_action_detection_mapper_security.py	131	"'echo HACKED && touch {}')").format(canary)	CODE
HIGH⚡	tests/pipelines/test_tinynas_classification_security.py	69	"__import__('os').system('echo HACKED && touch {}')".format(	CODE
HIGH	tests/cli/test_download_cmd.py	50	repo.push('add model')	CODE
HIGH⚡	tests/hub/test_hub_revision_release_mode.py	60	self.repo.push('add model')	CODE
HIGH⚡	tests/hub/test_hub_revision_release_mode.py	69	self.repo.push('add new file')	CODE
HIGH⚡	tests/hub/test_hub_revision_release_mode.py	75	self.repo.push('add new file', remote_branch=branch_name)	CODE
HIGH⚡	tests/hub/test_hub_private_files.py	47	repo.push('add model')	CODE
HIGH	tests/hub/test_hub_repository.py	73	repo.push('test')	CODE
HIGH	tests/hub/test_hub_repository.py	93	repo.push('test')	CODE
HIGH	tests/hub/test_hub_operation.py	56	repo.push('add model')	CODE
HIGH	tests/hub/test_hub_revision.py	53	self.repo.push('add model')	CODE
HIGH	tests/hub/test_hub_revision.py	80	self.repo.push('add new file')	CODE
HIGH	modelscope/fileio/format/jsonplus.py	139	Predicate priority. If undefined, encoder is added at	STRING
HIGH	modelscope/fileio/format/jsonplus.py	164	# if priority undefined, set it to lowest	COMMENT
HIGH	…lscope/trainers/nlp/sequence_classification_trainer.py	37	"""get attribute from config, if the attribute does exist, return false	STRING
HIGH	modelscope/msdatasets/ms_dataset.py	506	_repo.push(commit_message=commit_message, branch=revision, force=force)	STRING
HIGH	modelscope/hub/push_to_hub.py	66	repo.push(commit_message)	CODE
HIGH	modelscope/hub/repository.py	145	self.git_wrapper.push(	CODE
HIGH	modelscope/hub/repository.py	262	self.git_wrapper.push(	CODE
HIGH⚡	modelscope/hub/utils/utils.py	386	repo.push(commit_message)	CODE

Hallucination Indicators9 hits · 110 pts

Severity	File	Line	Snippet	Context
CRITICAL	modelscope/models/multi_modal/prost/models/modeling.py	94	kernel_size = model.clip.visual.conv2.weight.size(2)	CODE
CRITICAL	modelscope/models/multi_modal/prost/models/modeling.py	95	conv2_size = model.clip.visual.conv2.weight.size()	CODE
CRITICAL	modelscope/models/nlp/codegeex/codegeex.py	1007	self.language_model.embedding.word_embeddings.weight.half())	CODE
CRITICAL⚡	modelscope/models/nlp/plug/distributed_plug.py	96	model.module.model.bert.embeddings.word_embeddings.float()	CODE
CRITICAL⚡	modelscope/models/nlp/plug/distributed_plug.py	97	model.module.model.bert.embeddings.position_embeddings.float()	CODE
CRITICAL⚡	modelscope/models/nlp/plug/distributed_plug.py	98	model.module.model.bert.embeddings.token_type_embeddings.float(	CODE
CRITICAL⚡	modelscope/models/nlp/plug/distributed_plug.py	101	model.module.model.bert.embeddings.token_type_embeddings.float(	CODE
CRITICAL	…lti_modal/custom_diffusion/custom_diffusion_trainer.py	390	self.model.text_encoder.text_model.encoder.parameters(),	CODE
CRITICAL	…lti_modal/custom_diffusion/custom_diffusion_trainer.py	391	self.model.text_encoder.text_model.final_layer_norm.parameters(),	CODE

Self-Referential Comments35 hits · 87 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/hub/test_create_aigc_model.py	25	# Create a dummy file for AIGC model test	COMMENT
MEDIUM	modelscope/preprocessors/nlp/space/dst_processors.py	69	"""This method is to generate the utterances with user, sys, dialog_acts and metadata,	STRING
MEDIUM	modelscope/exporters/torch_model_exporter.py	356	"""This function is used to recover the original call method.	STRING
MEDIUM	modelscope/pipelines/nlp/distributed_plug_pipeline.py	18	"""This class is used to instantiate the plug model.	STRING
MEDIUM	modelscope/pipelines/nlp/distributed_gpt3_pipeline.py	21	"""This class is used to instantiate the gpt3 model.	STRING
MEDIUM	…delscope/pipelines/nlp/distributed_gpt_moe_pipeline.py	18	"""This class is used to instantiate the gpt-moe model.	STRING
MEDIUM	modelscope/utils/plugins.py	2	# This file is adapted from the AllenNLP library at https://github.com/allenai/allennlp	COMMENT
MEDIUM	modelscope/utils/regress_test_utils.py	27	"""This class is used to stop inference/training results from changing by some unaware affections by unittests.	STRING
MEDIUM	modelscope/utils/thread_utils.py	47	# Create a tqdm progress bar with the total number of items to process	COMMENT
MEDIUM	modelscope/utils/thread_utils.py	56	# Define a wrapper function to update the progress bar	COMMENT
MEDIUM	…scope/models/science/unifold/data/residue_constants.py	491	# Create a fast lookup dict for bond lengths.	COMMENT
MEDIUM	…scope/models/science/unifold/data/residue_constants.py	798	# Define a restype name for all unknown residues.	COMMENT
MEDIUM	…scope/models/science/unifold/data/residue_constants.py	1171	# Create an ambiguous atoms mask. shape: (21, 14).	COMMENT
MEDIUM	modelscope/models/science/unifold/data/data_ops.py	809	# Create a mask for known ground truth positions.	COMMENT
MEDIUM	modelscope/models/science/unifold/data/data_ops.py	846	# Create the mask for the alternative ground truth (differs from the	COMMENT
MEDIUM	…elscope/models/audio/ans/zipenhancer_layers/scaling.py	40	# The following function is to solve the above error when exporting	COMMENT
MEDIUM	modelscope/models/audio/separation/mossformer.py	229	"""This class implements the transformer encoder.	STRING
MEDIUM	modelscope/models/audio/separation/m2/mossformer.py	262	"""This class implements the transformer encoder.	STRING
MEDIUM	…pe/models/multi_modal/vldoc/modeling_layout_roberta.py	252	# Create the position ids from the input token ids. Any padded tokens remain padded.	COMMENT
MEDIUM	…/models/multi_modal/ofa/generate/sequence_generator.py	694	# Create a set of "{sent}{unfin_idx}", where	COMMENT
MEDIUM	modelscope/models/nlp/mglm/data_utils/file_utils.py	2	# This file is provided as is from:	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/moe/sharded_moe.py	157	# The following functions are extracted and scripted	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/moe/sharded_moe.py	210	# Create a mask for 1st's expert per token	COMMENT
MEDIUM	modelscope/models/nlp/gpt_moe/moe/utils.py	94	# Create the param MoE groups, leave param assign to next step	COMMENT
MEDIUM	modelscope/models/nlp/xlm_roberta/backbone.py	114	# Create the position ids from the input token ids. Any padded tokens remain padded.	COMMENT
MEDIUM	modelscope/models/nlp/deberta_v2/backbone.py	83	>>> # Create a mask	STRING
MEDIUM	…lscope/models/nlp/llama/convert_llama_weights_to_hf.py	27	# This file is mainly copied from the llama code of transformers	COMMENT
MEDIUM	modelscope/models/nlp/llama/text_generation.py	73	# This file is mainly copied from the llama code of transformers	COMMENT
MEDIUM	…odels/cv/image_control_3d_portrait/network/triplane.py	100	# Create a batch of rays for volume rendering	COMMENT
MEDIUM	…inynas_detection/damo/base_models/core/ota_assigner.py	129	# Create an overlap for each predicted box	COMMENT
MEDIUM	modelscope/models/cv/human3d_animation/utils.py	250	# The following code is based on https://github.com/Mathux/ACTOR.git	COMMENT
MEDIUM	…scope/models/cv/video_depth_estimation/utils/config.py	68	# Create a name based on available information	COMMENT
MEDIUM	modelscope/msdatasets/download/dataset_builder.py	403	# Create a dataset for each of the given splits	COMMENT
MEDIUM	modelscope/hub/cache_manager.py	507	# Create a single revision from cached files	COMMENT
MEDIUM	modelscope/hub/cache_manager.py	522	# Create a CachedRevisionInfo for the repository	COMMENT

AI Slop Vocabulary15 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	modelscope/pipelines/builder.py	150	# if not specified in both args and configuration.json, prefer llm pipeline for aforementioned tasks	COMMENT
MEDIUM	…elines/nlp/document_grounded_dialog_rerank_pipeline.py	398	# 2. check what's the minimum number of predicted pages needed to get a robust P/R@k	COMMENT
MEDIUM	modelscope/utils/plugins.py	1181	"""update the plugins file in order to maintain the latest plugins information	STRING
MEDIUM	modelscope/models/science/unifold/msa/templates.py	605	# Essentially set to infinity - we don't want to reject templates unless	COMMENT
LOW	…scope/models/audio/ans/zipenhancer_layers/zipformer.py	227	# only need the mask, can just use the 1st one and expand later	COMMENT
MEDIUM	…delscope/models/multi_modal/clip_interrogator/model.py	80	# CLIP-Interrogator utilize CLIP and BLIP to generate rich caption for images.	COMMENT
MEDIUM	…elscope/models/nlp/mglm/mglm_for_text_summarization.py	169	# https://medium.com/huggingface/how-to-build-a-state-of-the-art-conversational-ai-with-transfer-learning-2d818ac263	COMMENT
MEDIUM	modelscope/models/nlp/peer/backbone.py	174	self.side_info_size = 16 # leverage the information of token_position_in_sentence	CODE
MEDIUM	modelscope/models/nlp/plug/distributed_plug.py	124	# https://medium.com/huggingface/how-to-build-a-state-of-the-art-	COMMENT
MEDIUM	…scope/models/cv/image_to_image_translation/ops/apps.py	2	# APPs that facilitate the use of pretrained neural networks.	COMMENT
LOW	…/models/cv/image_to_3d/ldm/modules/encoders/modules.py	18	# TODO: can we directly rely on lucidrains code and simply add this as a requirement? --> test	COMMENT
LOW	…pe/models/cv/nerf_recon_acc/dataloader/nerf_dataset.py	289	# just use white during inference	COMMENT
LOW	…pe/models/cv/nerf_recon_acc/dataloader/nerf_dataset.py	508	# just use white during inference	COMMENT
LOW	…facial_68ldk_detection/lib/dataset/alignmentDataset.py	94	# If not, just return the image as is	COMMENT
LOW	…68ldk_detection/lib/dataset/encoder/encoder_default.py	45	# If not, just return the image as is	COMMENT

Verbosity Indicators11 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	…models/cv/nerf_recon_vq_compression/dataloader/llff.py	180	# Step 1: rescale focal length according to training resolution	COMMENT
LOW⚡	…models/cv/nerf_recon_vq_compression/dataloader/llff.py	190	# Step 2: correct poses	COMMENT
LOW⚡	…models/cv/nerf_recon_vq_compression/dataloader/llff.py	198	# Step 3: correct scale so that the nearest depth is at a little more than 1.0	COMMENT
LOW	…cv/video_multi_object_tracking/tracker/multitracker.py	248	# Step 1: Network forward, get detections & embeddings	COMMENT
LOW	…cv/video_multi_object_tracking/tracker/multitracker.py	288	# Step 2: First association, with embedding	COMMENT
LOW	…cv/video_multi_object_tracking/tracker/multitracker.py	307	# Step 3: Second association, with IOU	COMMENT
LOW⚡	…cv/video_multi_object_tracking/tracker/multitracker.py	345	# Step 4: Init new stracks	COMMENT
LOW⚡	…cv/video_multi_object_tracking/tracker/multitracker.py	352	# Step 5: Update state	COMMENT
LOW	…es/pytorch/human_detection/finetune_human_detection.py	25	# Step 1: 数据集准备，可以使用modelscope上已有的数据集，也可以自己在本地构建COCO数据集	COMMENT
LOW	…es/pytorch/human_detection/finetune_human_detection.py	37	# Step 2: 相关参数设置	COMMENT
LOW	…es/pytorch/human_detection/finetune_human_detection.py	62	# Step 3: 开启训练任务	COMMENT

Structural Annotation Overuse11 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	…models/cv/nerf_recon_vq_compression/dataloader/llff.py	180	# Step 1: rescale focal length according to training resolution	COMMENT
LOW⚡	…models/cv/nerf_recon_vq_compression/dataloader/llff.py	190	# Step 2: correct poses	COMMENT
LOW⚡	…models/cv/nerf_recon_vq_compression/dataloader/llff.py	198	# Step 3: correct scale so that the nearest depth is at a little more than 1.0	COMMENT
LOW	…cv/video_multi_object_tracking/tracker/multitracker.py	248	# Step 1: Network forward, get detections & embeddings	COMMENT
LOW	…cv/video_multi_object_tracking/tracker/multitracker.py	288	# Step 2: First association, with embedding	COMMENT
LOW	…cv/video_multi_object_tracking/tracker/multitracker.py	307	# Step 3: Second association, with IOU	COMMENT
LOW⚡	…cv/video_multi_object_tracking/tracker/multitracker.py	345	# Step 4: Init new stracks	COMMENT
LOW⚡	…cv/video_multi_object_tracking/tracker/multitracker.py	352	# Step 5: Update state	COMMENT
LOW	…es/pytorch/human_detection/finetune_human_detection.py	25	# Step 1: 数据集准备，可以使用modelscope上已有的数据集，也可以自己在本地构建COCO数据集	COMMENT
LOW	…es/pytorch/human_detection/finetune_human_detection.py	37	# Step 2: 相关参数设置	COMMENT
LOW	…es/pytorch/human_detection/finetune_human_detection.py	62	# Step 3: 开启训练任务	COMMENT

Redundant / Tautological Comments13 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	modelscope/exporters/torch_model_exporter.py	138	# Check if this arg has a default value	COMMENT
LOW	modelscope/models/nlp/mglm/generation_utils.py	244	# Check if we are done so that we can save a pad step if all(done)	STRING
LOW	modelscope/models/nlp/T5/backbone.py	926	# Set embed_tokens to first layer	STRING
LOW	modelscope/models/nlp/heads/crf_head.py	356	# Set score to the next score if this timestep is valid (mask == 1)	COMMENT
LOW	modelscope/models/nlp/heads/crf_head.py	424	# Set score to the next score if this timestep is valid (mask == 1)	COMMENT
LOW	modelscope/models/nlp/heads/crf_head.py	527	# Set score to the next score if this timestep is valid (mask == 1)	COMMENT
LOW	…lscope/models/cv/video_depth_estimation/utils/image.py	20	# Check if camera opened successfully	COMMENT
LOW	…s/cv/video_depth_estimation/models/model_checkpoint.py	112	# Check if saving or not	COMMENT
LOW	…lti_modal/custom_diffusion/custom_diffusion_trainer.py	365	# Check if initializer_token is a single token or a sequence of tokens	COMMENT
LOW	…rainers/nlp/document_grounded_dialog_rerank_trainer.py	438	# Check if saved optimizer or scheduler states exist	COMMENT
LOW	modelscope/hub/file_download.py	234	# Check if download is complete	COMMENT
LOW⚡	modelscope/hub/utils/utils.py	380	# Write the file if it has changed	COMMENT
LOW	modelscope/hub/utils/aigc.py	126	# Check if it's a local file path (not a URL)	COMMENT

Fake / Example Data15 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	modelscope/models/multi_modal/mgeo/backbone.py	1784	dummy_token = torch.full((effective_batch_size, 1),	STRING
LOW	modelscope/models/multi_modal/mgeo/backbone.py	1788	input_ids = torch.cat([input_ids, dummy_token], dim=1)	STRING
LOW	modelscope/models/multi_modal/mgeo/backbone.py	1911	dummy_token = torch.full((effective_batch_size, 1),	STRING
LOW	modelscope/models/multi_modal/mgeo/backbone.py	1915	input_ids = torch.cat([input_ids, dummy_token], dim=1)	STRING
LOW	modelscope/models/nlp/structbert/fill_mask.py	280	dummy_token = torch.full((effective_batch_size, 1),	STRING
LOW	modelscope/models/nlp/structbert/fill_mask.py	284	input_ids = torch.cat([input_ids, dummy_token], dim=1)	STRING
LOW	modelscope/models/nlp/task_models/fill_mask.py	68	dummy_token = torch.full((effective_batch_size, 1),	CODE
LOW	modelscope/models/nlp/task_models/fill_mask.py	72	input_ids = torch.cat([input_ids, dummy_token], dim=1)	CODE
LOW	modelscope/models/nlp/megatron_bert/fill_mask.py	281	dummy_token = torch.full((effective_batch_size, 1),	STRING
LOW	modelscope/models/nlp/megatron_bert/fill_mask.py	285	input_ids = torch.cat([input_ids, dummy_token], dim=1)	STRING
LOW	…dels/cv/face_reconstruction/models/pix2pix/networks.py	361	fake_data,	CODE
LOW	…dels/cv/face_reconstruction/models/pix2pix/networks.py	371	fake_data (tensor array) -- generated images from the generator	STRING
LOW	…dels/cv/face_reconstruction/models/pix2pix/networks.py	384	interpolatesv = fake_data	CODE
LOW	…dels/cv/face_reconstruction/models/pix2pix/networks.py	391	interpolatesv = alpha * real_data + ((1 - alpha) * fake_data)	CODE
LOW	…e/models/cv/video_panoptic_segmentation/video_k_net.py	142	previous='placeholder',	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…delscope/models/multi_modal/clip_interrogator/model.py	81	# CLIP is a zero-shot image classifier which can be used to generate image and text embeddings.	COMMENT
MEDIUM	modelscope/outputs/outputs.py	1172	# zero-shot classification result for single sample	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	modelscope/models/multi_modal/mgeo/backbone.py	2501		CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	modelscope/models/nlp/plug/AnnealingLR.py	59	# TODO: implement exponential decay	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings