microsoft/unilm

Pattern Findings

The scanner identified 15485 distinct pattern matches across 24 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 Repetition4895 hits · 24475 pts

Severity	File	Line	Snippet	Context
HIGH	Diff-Transformer/kernel/rotary.py	0	arguments: x: (batch, seqlen, nheads, headdim) if cu_seqlens is none else (total_seqlen, nheads, headdim). cos: (seqlen_	STRING
HIGH	YOCO/yoco/models/decoder/kernel/rotary.py	0	arguments: x: (batch, seqlen, nheads, headdim) if cu_seqlens is none else (total_seqlen, nheads, headdim). cos: (seqlen_	STRING
HIGH	LatentLM/models/kernel/rotary.py	0	arguments: x: (batch, seqlen, nheads, headdim) if cu_seqlens is none else (total_seqlen, nheads, headdim). cos: (seqlen_	STRING
HIGH	ReSA/llm/kernel/rotary.py	0	arguments: x: (batch, seqlen, nheads, headdim) if cu_seqlens is none else (total_seqlen, nheads, headdim). cos: (seqlen_	STRING
HIGH	Diff-Transformer/kernel/rotary.py	0	arguments: x: (batch_size, seqlen, nheads, headdim) if cu_seqlens is none else (total_seqlen, nheads, headdim) cos, sin:	STRING
HIGH	YOCO/yoco/models/decoder/kernel/rotary.py	0	arguments: x: (batch_size, seqlen, nheads, headdim) if cu_seqlens is none else (total_seqlen, nheads, headdim) cos, sin:	STRING
HIGH	LatentLM/models/kernel/rotary.py	0	arguments: x: (batch_size, seqlen, nheads, headdim) if cu_seqlens is none else (total_seqlen, nheads, headdim) cos, sin:	STRING
HIGH	ReSA/llm/kernel/rotary.py	0	arguments: x: (batch_size, seqlen, nheads, headdim) if cu_seqlens is none else (total_seqlen, nheads, headdim) cos, sin:	STRING
HIGH	wavlm/modules.py	0	returns the activation function corresponding to `activation`	STRING
HIGH	infoxlm/fairseq/fairseq/utils.py	0	returns the activation function corresponding to `activation`	STRING
HIGH	edgelm/fairseq/utils.py	0	returns the activation function corresponding to `activation`	STRING
HIGH	beats/modules.py	0	returns the activation function corresponding to `activation`	STRING
HIGH	decoding/GAD/fairseq/utils.py	0	returns the activation function corresponding to `activation`	STRING
HIGH	decoding/IAD/fairseq/fairseq/utils.py	0	returns the activation function corresponding to `activation`	STRING
HIGH	speechlm/modules.py	0	returns the activation function corresponding to `activation`	STRING
HIGH	kosmos-2/fairseq/fairseq/utils.py	0	returns the activation function corresponding to `activation`	STRING
HIGH	wavlm/modules.py	0	initialize the weights specific to the bert model. this overrides the default initializations depending on the specified	STRING
HIGH	…airseq/fairseq/modules/transformer_sentence_encoder.py	0	initialize the weights specific to the bert model. this overrides the default initializations depending on the specified	STRING
HIGH	edgelm/fairseq/modules/transformer_sentence_encoder.py	0	initialize the weights specific to the bert model. this overrides the default initializations depending on the specified	STRING
HIGH	beats/backbone.py	0	initialize the weights specific to the bert model. this overrides the default initializations depending on the specified	STRING
HIGH	…ng/GAD/fairseq/modules/transformer_sentence_encoder.py	0	initialize the weights specific to the bert model. this overrides the default initializations depending on the specified	STRING
HIGH	…airseq/fairseq/modules/transformer_sentence_encoder.py	0	initialize the weights specific to the bert model. this overrides the default initializations depending on the specified	STRING
HIGH	speechlm/modules.py	0	initialize the weights specific to the bert model. this overrides the default initializations depending on the specified	STRING
HIGH	…airseq/fairseq/modules/transformer_sentence_encoder.py	0	initialize the weights specific to the bert model. this overrides the default initializations depending on the specified	STRING
HIGH	wavlm/modules.py	0	wraps modules and applies quantization noise to the weights for subsequent quantization with iterative product quantizat	STRING
HIGH	edgelm/fairseq/modules/quant_noise.py	0	wraps modules and applies quantization noise to the weights for subsequent quantization with iterative product quantizat	STRING
HIGH	beats/modules.py	0	wraps modules and applies quantization noise to the weights for subsequent quantization with iterative product quantizat	STRING
HIGH	decoding/GAD/fairseq/modules/quant_noise.py	0	wraps modules and applies quantization noise to the weights for subsequent quantization with iterative product quantizat	STRING
HIGH	decoding/IAD/fairseq/fairseq/modules/quant_noise.py	0	wraps modules and applies quantization noise to the weights for subsequent quantization with iterative product quantizat	STRING
HIGH	speechlm/modules.py	0	wraps modules and applies quantization noise to the weights for subsequent quantization with iterative product quantizat	STRING
HIGH	kosmos-2/fairseq/fairseq/modules/quant_noise.py	0	wraps modules and applies quantization noise to the weights for subsequent quantization with iterative product quantizat	STRING
HIGH	wavlm/modules.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	infoxlm/fairseq/fairseq/modules/multihead_attention.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	edgelm/fairseq/modules/multihead_attention.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	beats/backbone.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	decoding/GAD/fairseq/modules/multihead_attention.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	…ing/IAD/fairseq/fairseq/modules/multihead_attention.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	speecht5/speecht5/models/modules/multihead_attention.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	speechlm/modules.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	speechlm/speechlm/modules/multihead_attention.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	kosmos-2/fairseq/fairseq/modules/multihead_attention.py	0	multi-headed attention. see "attention is all you need" for more details.	STRING
HIGH	wavlm/modules.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	infoxlm/fairseq/fairseq/modules/multihead_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	edgelm/fairseq/modules/multihead_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	…er/linformer_src/modules/multihead_linear_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	beats/backbone.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	decoding/GAD/fairseq/modules/multihead_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	…ing/IAD/fairseq/fairseq/modules/multihead_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	…er/linformer_src/modules/multihead_linear_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	speecht5/speecht5/models/modules/multihead_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	speechlm/modules.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	speechlm/speechlm/modules/multihead_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	kosmos-2/fairseq/fairseq/modules/multihead_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	…er/linformer_src/modules/multihead_linear_attention.py	0	input shape: time x batch x channel args: key_padding_mask (bytetensor, optional): mask to exclude keys that are pads, o	STRING
HIGH	wavlm/WavLM.py	0	computes random mask spans for a given shape args: shape: the the shape for which to compute masks. should be of size 2	STRING
HIGH	edgelm/fairseq/data/data_utils.py	0	computes random mask spans for a given shape args: shape: the the shape for which to compute masks. should be of size 2	STRING
HIGH	decoding/GAD/fairseq/data/data_utils.py	0	computes random mask spans for a given shape args: shape: the the shape for which to compute masks. should be of size 2	STRING
HIGH	decoding/IAD/fairseq/fairseq/data/data_utils.py	0	computes random mask spans for a given shape args: shape: the the shape for which to compute masks. should be of size 2	STRING
HIGH	kosmos-2/fairseq/fairseq/data/data_utils.py	0	computes random mask spans for a given shape args: shape: the the shape for which to compute masks. should be of size 2	STRING
HIGH	speechlm/modules.py	0	computes random mask spans for a given shape args: shape: the the shape for which to compute masks. should be of size 2	STRING
4835 more matches not shown…

Unused Imports3664 hits · 3324 pts

Severity	File	Line	Context
LOW	vlmo/vlmo/datasets/wikibk_dataset.py	1	CODE
LOW	vlmo/vlmo/datasets/__init__.py	1	CODE
LOW	vlmo/vlmo/datasets/__init__.py	2	CODE
LOW	vlmo/vlmo/datasets/__init__.py	3	CODE
LOW	vlmo/vlmo/datasets/__init__.py	4	CODE
LOW	vlmo/vlmo/datasets/__init__.py	5	CODE
LOW	vlmo/vlmo/datasets/__init__.py	6	CODE
LOW	vlmo/vlmo/datasets/__init__.py	7	CODE
LOW	vlmo/vlmo/datasets/__init__.py	8	CODE
LOW	vlmo/vlmo/datasets/sbu_caption_dataset.py	1	CODE
LOW	vlmo/vlmo/datasets/conceptual_caption_dataset.py	1	CODE
LOW	vlmo/vlmo/utils/write_wikibk.py	1	CODE
LOW	vlmo/vlmo/utils/write_wikibk.py	5	CODE
LOW	vlmo/vlmo/utils/write_wikibk.py	9	CODE
LOW	vlmo/vlmo/modules/__init__.py	1	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	1	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	7	CODE
LOW	vlmo/vlmo/modules/vlmo_utils.py	2	CODE
LOW	vlmo/vlmo/modules/vlmo_utils.py	3	CODE
LOW	vlmo/vlmo/modules/vlmo_utils.py	10	CODE
LOW	vlmo/vlmo/modules/vlmo_utils.py	11	CODE
LOW	vlmo/vlmo/modules/objectives.py	11	CODE
LOW	vlmo/vlmo/modules/objectives.py	12	CODE
LOW	vlmo/vlmo/modules/heads.py	3	CODE
LOW	Diff-Transformer/multihead_diffattn.py	7	CODE
LOW	Diff-Transformer/multihead_attention.py	1	CODE
LOW	Diff-Transformer/multihead_attention.py	7	CODE
LOW	Diff-Transformer/multihead_attention.py	9	CODE
LOW	Diff-Transformer/multihead_attention.py	12	CODE
LOW	Diff-Transformer/multihead_flashdiff_2.py	3	CODE
LOW	Diff-Transformer/multihead_flashdiff_1.py	3	CODE
LOW	infoxlm/tools/para2bin.py	5	CODE
LOW	infoxlm/tools/para2bin.py	5	CODE
LOW	infoxlm/tools/para2bin.py	5	CODE
LOW	infoxlm/tools/para2bin4xlco.py	5	CODE
LOW	infoxlm/tools/para2bin4xlco.py	5	CODE
LOW	infoxlm/tools/para2bin4xlco.py	5	CODE
LOW	infoxlm/tools/para2bin4xlco.py	11	CODE
LOW	infoxlm/tools/txt2bin.py	5	CODE
LOW	infoxlm/fairseq/setup.py	109	CODE
LOW	infoxlm/fairseq/hubconf.py	8	CODE
LOW	infoxlm/fairseq/hubconf.py	9	CODE
LOW	infoxlm/fairseq/hubconf.py	24	CODE
LOW	infoxlm/fairseq/hubconf.py	27	CODE
LOW	infoxlm/fairseq/fairseq/__init__.py	9	CODE
LOW	infoxlm/fairseq/fairseq/__init__.py	10	CODE
LOW	infoxlm/fairseq/fairseq/__init__.py	11	CODE
LOW	infoxlm/fairseq/fairseq/__init__.py	12	CODE
LOW	infoxlm/fairseq/fairseq/__init__.py	13	CODE
LOW	infoxlm/fairseq/fairseq/__init__.py	14	CODE
LOW	infoxlm/fairseq/fairseq/__init__.py	15	CODE
LOW	infoxlm/fairseq/fairseq/progress_bar.py	41	CODE
LOW	infoxlm/fairseq/fairseq/tasks/fairseq_task.py	6	CODE
LOW	infoxlm/fairseq/fairseq/optim/__init__.py	11	CODE
LOW	infoxlm/fairseq/fairseq/optim/__init__.py	11	CODE
LOW	infoxlm/fairseq/fairseq/optim/__init__.py	12	CODE
LOW	infoxlm/fairseq/fairseq/optim/adam.py	29	CODE
LOW	infoxlm/fairseq/fairseq/models/__init__.py	10	CODE
LOW	infoxlm/fairseq/fairseq/models/__init__.py	11	CODE
LOW	infoxlm/fairseq/fairseq/models/__init__.py	12	CODE
3604 more matches not shown…

Hyper-Verbose Identifiers1986 hits · 2011 pts

Severity	File	Line	Snippet	Context
LOW	vlmo/run.py	25	def creates_processes_externally(self):	CODE
LOW	vlmo/vlmo/config.py	134	def task_mlm_itm_itc_base_plus():	CODE
LOW	vlmo/vlmo/transforms/pixelbert.py	20	def pixelbert_transform_randaug(size=800):	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	350	def build_relative_position_embed(self, config):	CODE
LOW	vlmo/vlmo/modules/objectives.py	609	def compute_irtr_recall_with_rerank(pl_module, split="test"):	CODE
LOW	wavlm/modules.py	417	def _relative_positions_bucket(self, relative_positions, bidirectional=True):	CODE
LOW	wavlm/modules.py	766	def _append_prev_key_padding_mask(	CODE
LOW	infoxlm/fairseq/preprocess.py	160	def make_binary_alignment_dataset(input_prefix, output_prefix, num_workers):	CODE
LOW	infoxlm/fairseq/tests/test_bmuf.py	27	def setup_model_loss_criterion(args, rank, is_cuda):	CODE
LOW	infoxlm/fairseq/tests/test_bmuf.py	140	def test_warmup_sync_bmuf_sync(self):	CODE
LOW	infoxlm/fairseq/tests/test_utils.py	15	def test_convert_padding_direction(self):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	22	def _get_test_data_with_bpe_cont_marker(self, append_eos=True):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	57	def _get_test_data_with_bpe_end_marker(self, append_eos=True):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	93	def _get_test_data_with_word_vocab(self, append_eos=True):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	122	def _convert_src_tokens_to_tensor(	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	152	def assert_word_dropout_correct(self, x, x_noised, x_len, l_noised):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	159	def test_word_dropout_with_eos(self):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	170	def assert_word_blanking_correct(self, x, x_noised, x_len, l_noised, unk):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	191	def generate_unchanged_shuffle_map(self, length):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	194	def assert_word_shuffle_matches_expected(	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	246	def test_word_shuffle_with_eos(self):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	277	def test_word_shuffle_with_eos_nonbpe(self):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	309	def test_word_shuffle_without_eos(self):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	341	def test_word_shuffle_without_eos_with_bpe_end_marker(self):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	386	def test_word_dropout_without_eos(self):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	398	def test_word_blank_without_eos(self):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	410	def _get_noising_dataset_batch(	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	448	def test_noising_dataset_with_eos(self):	CODE
LOW	infoxlm/fairseq/tests/test_noising.py	480	def test_noising_dataset_without_eos(self):	CODE
LOW	…foxlm/fairseq/tests/test_sparse_multihead_attention.py	12	def test_sparse_multihead_attention(self):	CODE
LOW	infoxlm/fairseq/tests/test_train.py	37	def get_trainer_and_epoch_itr(epoch, epoch_size, num_updates, iterations_in_epoch):	CODE
LOW	infoxlm/fairseq/tests/test_train.py	69	def test_load_partial_checkpoint(self):	CODE
LOW	infoxlm/fairseq/tests/test_train.py	99	def test_load_full_checkpoint(self):	CODE
LOW	infoxlm/fairseq/tests/test_multihead_attention.py	12	def test_append_prev_key_padding_mask(self):	CODE
LOW	infoxlm/fairseq/tests/test_resampling_dataset.py	66	def test_resampling_dataset_batch_by_size_false(self):	CODE
LOW	infoxlm/fairseq/tests/test_resampling_dataset.py	84	def test_resampling_dataset_batch_by_size_true(self):	CODE
LOW	infoxlm/fairseq/tests/test_backtranslation_dataset.py	32	def _backtranslation_dataset_helper(	CODE
LOW⚡	infoxlm/fairseq/tests/test_backtranslation_dataset.py	95	def test_backtranslation_dataset_no_eos_in_output_src(self):	CODE
LOW⚡	infoxlm/fairseq/tests/test_backtranslation_dataset.py	100	def test_backtranslation_dataset_with_eos_in_output_src(self):	CODE
LOW⚡	infoxlm/fairseq/tests/test_backtranslation_dataset.py	105	def test_backtranslation_dataset_no_eos_in_input_src(self):	CODE
LOW	infoxlm/fairseq/tests/test_binaries.py	157	def test_transformer_cross_self_attention(self):	CODE
LOW	infoxlm/fairseq/tests/test_binaries.py	219	def test_levenshtein_transformer(self):	CODE
LOW	infoxlm/fairseq/tests/test_binaries.py	235	def test_nonautoregressive_transformer(self):	CODE
LOW	infoxlm/fairseq/tests/test_binaries.py	252	def test_iterative_nonautoregressive_transformer(self):	CODE
LOW	infoxlm/fairseq/tests/test_binaries.py	269	def test_insertion_transformer(self):	CODE
LOW	infoxlm/fairseq/tests/test_binaries.py	418	def _test_pretrained_masked_lm_for_translation(self, learned_pos_emb, encoder_only):	CODE
LOW⚡	infoxlm/fairseq/tests/test_binaries.py	471	def test_pretrained_masked_lm_for_translation_learned_pos_emb(self):	CODE
LOW⚡	infoxlm/fairseq/tests/test_binaries.py	474	def test_pretrained_masked_lm_for_translation_sinusoidal_pos_emb(self):	CODE
LOW⚡	infoxlm/fairseq/tests/test_binaries.py	477	def test_pretrained_masked_lm_for_translation_encoder_only(self):	CODE
LOW⚡	infoxlm/fairseq/tests/test_binaries.py	481	def train_legacy_masked_language_model(data_dir, arch, extra_args=()):	CODE
LOW	infoxlm/fairseq/tests/test_binaries.py	580	def _create_dummy_alignment_data(filename_src, filename_tgt, filename):	CODE
LOW	infoxlm/fairseq/tests/test_binaries.py	606	def preprocess_translation_data(data_dir, extra_flags=None):	CODE
LOW	infoxlm/fairseq/tests/test_sequence_generator.py	68	def test_without_normalization(self):	CODE
LOW	infoxlm/fairseq/tests/test_sequence_generator.py	87	def test_with_lenpen_favoring_short_hypos(self):	CODE
LOW	infoxlm/fairseq/tests/test_sequence_generator.py	105	def test_with_lenpen_favoring_long_hypos(self):	CODE
LOW	infoxlm/fairseq/tests/test_sequence_generator.py	281	def test_topp_sampling_search_low_prob(self):	CODE
LOW	infoxlm/fairseq/tests/test_sequence_generator.py	310	def test_topp_sampling_search_high_prob(self):	CODE
LOW	infoxlm/fairseq/tests/test_concat_dataset.py	42	def test_concat_dataset_basics(self):	CODE
LOW	infoxlm/fairseq/tests/test_character_token_embedder.py	14	def test_character_token_embedder(self):	CODE
LOW	infoxlm/fairseq/tests/test_average_checkpoints.py	87	def test_average_checkpoints_with_shared_parameters(self):	CODE
1926 more matches not shown…

Deep Nesting1527 hits · 1497 pts

Severity	File	Line	Context
LOW	vlmo/run.py	69	CODE
LOW	vlmo/vlmo/utils/write_conceptual_caption.py	30	CODE
LOW	vlmo/vlmo/utils/write_vqa.py	13	CODE
LOW	vlmo/vlmo/utils/write_vqa.py	52	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	229	CODE
LOW	vlmo/vlmo/modules/vlmo_utils.py	16	CODE
LOW	vlmo/vlmo/modules/vlmo_utils.py	55	CODE
LOW	minilm/examples/run_xnli.py	81	CODE
LOW	minilm/examples/run_xnli.py	258	CODE
LOW	wavlm/modules.py	144	CODE
LOW	wavlm/modules.py	100	CODE
LOW	wavlm/modules.py	766	CODE
LOW	wavlm/WavLM.py	35	CODE
LOW	wavlm/WavLM.py	379	CODE
LOW	infoxlm/fairseq/preprocess.py	22	CODE
LOW	infoxlm/fairseq/generate.py	16	CODE
LOW	infoxlm/fairseq/interactive.py	57	CODE
LOW	infoxlm/fairseq/train.py	226	CODE
LOW	infoxlm/fairseq/train.py	286	CODE
LOW	infoxlm/fairseq/eval_lm.py	46	CODE
LOW	infoxlm/fairseq/score.py	35	CODE
LOW	infoxlm/fairseq/tests/test_binaries.py	546	CODE
LOW	…oxlm/fairseq/fairseq/iterative_refinement_generator.py	102	CODE
LOW	infoxlm/fairseq/fairseq/registry.py	65	CODE
LOW	infoxlm/fairseq/fairseq/sequence_generator.py	116	CODE
LOW	infoxlm/fairseq/fairseq/pdb.py	32	CODE
LOW	infoxlm/fairseq/fairseq/hub_utils.py	18	CODE
LOW	infoxlm/fairseq/fairseq/sequence_scorer.py	22	CODE
LOW	infoxlm/fairseq/fairseq/utils.py	92	CODE
LOW	infoxlm/fairseq/fairseq/utils.py	239	CODE
LOW	infoxlm/fairseq/fairseq/utils.py	319	CODE
LOW	infoxlm/fairseq/fairseq/distributed_utils.py	22	CODE
LOW	infoxlm/fairseq/fairseq/progress_bar.py	20	CODE
LOW	infoxlm/fairseq/fairseq/progress_bar.py	50	CODE
LOW	infoxlm/fairseq/fairseq/trainer.py	171	CODE
LOW	infoxlm/fairseq/fairseq/trainer.py	287	CODE
LOW	infoxlm/fairseq/fairseq/trainer.py	500	CODE
LOW	infoxlm/fairseq/fairseq/tasks/translation_lev.py	54	CODE
LOW	infoxlm/fairseq/fairseq/tasks/translation.py	24	CODE
LOW	…lm/fairseq/fairseq/tasks/semisupervised_translation.py	134	CODE
LOW	infoxlm/fairseq/fairseq/tasks/translation_moe.py	57	CODE
LOW	infoxlm/fairseq/fairseq/tasks/translation_moe.py	83	CODE
LOW	infoxlm/fairseq/fairseq/optim/adafactor.py	128	CODE
LOW	infoxlm/fairseq/fairseq/optim/adam.py	112	CODE
LOW	…q/fairseq/optim/lr_scheduler/tri_stage_lr_scheduler.py	144	CODE
LOW	infoxlm/fairseq/fairseq/models/fconv_self_att.py	397	CODE
LOW	infoxlm/fairseq/fairseq/models/transformer.py	738	CODE
LOW	infoxlm/fairseq/fairseq/models/fconv.py	423	CODE
LOW	infoxlm/fairseq/fairseq/models/bart/model.py	129	CODE
LOW	…oxlm/fairseq/fairseq/models/roberta/alignment_utils.py	12	CODE
LOW	infoxlm/fairseq/fairseq/models/roberta/model.py	148	CODE
LOW	infoxlm/fairseq/fairseq/modules/multihead_attention.py	281	CODE
LOW	…q/fairseq/modules/lightconv_layer/cuda_function_gen.py	7	CODE
LOW	…q/fairseq/modules/lightconv_layer/cuda_function_gen.py	116	CODE
LOW	…fairseq/modules/dynamicconv_layer/cuda_function_gen.py	7	CODE
LOW	…fairseq/modules/dynamicconv_layer/cuda_function_gen.py	96	CODE
LOW	infoxlm/fairseq/fairseq/data/monolingual_dataset.py	99	CODE
LOW	infoxlm/fairseq/fairseq/data/mask_tokens_dataset.py	98	CODE
LOW	infoxlm/fairseq/fairseq/data/indexed_dataset.py	28	CODE
LOW	infoxlm/fairseq/fairseq/data/indexed_dataset.py	51	CODE
1467 more matches not shown…

Decorative Section Separators389 hits · 1204 pts

Severity	File	Line	Snippet	Context
MEDIUM	wavlm/modules.py	1	# --------------------------------------------------------	COMMENT
MEDIUM	wavlm/modules.py	8	# --------------------------------------------------------	COMMENT
MEDIUM	wavlm/WavLM.py	1	# --------------------------------------------------------	COMMENT
MEDIUM	wavlm/WavLM.py	8	# --------------------------------------------------------	COMMENT
MEDIUM⚡	…lmft/layoutlmft/models/layoutlmv2/detectron2_config.py	4	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…lmft/layoutlmft/models/layoutlmv2/detectron2_config.py	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	unilm-v1/src/qg/eval_on_unilm_tokenized_ref.py	134	# =================================================	COMMENT
MEDIUM	unilm-v1/src/qg/eval_on_unilm_tokenized_ref.py	136	# =================================================	COMMENT
MEDIUM	unilm-v1/src/qg/eval.py	134	# =================================================	COMMENT
MEDIUM	unilm-v1/src/qg/eval.py	136	# =================================================	COMMENT
MEDIUM⚡	edgelm/fairseq/models/speech_to_text/utils.py	45	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	edgelm/fairseq/models/speech_to_text/utils.py	47	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	edgelm/fairseq/models/speech_to_text/utils.py	102	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	edgelm/fairseq/models/speech_to_text/utils.py	104	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	edgelm/fairseq/models/speech_to_text/utils.py	210	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	edgelm/fairseq/models/speech_to_text/utils.py	212	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	edgelm/fairseq/models/speech_to_text/utils.py	338	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	edgelm/fairseq/models/speech_to_text/utils.py	340	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	18	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	20	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	67	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	69	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	86	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	88	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	128	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	130	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	146	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	148	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	163	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	165	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	180	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	182	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	194	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	196	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	291	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	293	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	357	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	359	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	402	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	404	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	455	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	457	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	519	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	edgelm/fairseq/models/speech_to_text/utils.py	521	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…gelm/fairseq/models/speech_to_text/modules/emformer.py	88	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…gelm/fairseq/models/speech_to_text/modules/emformer.py	90	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…gelm/fairseq/models/speech_to_text/modules/emformer.py	149	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…gelm/fairseq/models/speech_to_text/modules/emformer.py	151	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…gelm/fairseq/models/speech_to_text/modules/emformer.py	225	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…gelm/fairseq/models/speech_to_text/modules/emformer.py	227	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…gelm/fairseq/models/speech_to_text/modules/emformer.py	1780	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…gelm/fairseq/models/speech_to_text/modules/emformer.py	1783	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…s/speech_to_text/modules/augmented_memory_attention.py	23	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…s/speech_to_text/modules/augmented_memory_attention.py	25	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…s/speech_to_text/modules/augmented_memory_attention.py	119	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…s/speech_to_text/modules/augmented_memory_attention.py	121	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…s/speech_to_text/modules/augmented_memory_attention.py	187	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…s/speech_to_text/modules/augmented_memory_attention.py	189	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…s/speech_to_text/modules/augmented_memory_attention.py	358	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…s/speech_to_text/modules/augmented_memory_attention.py	360	# ------------------------------------------------------------------------------	COMMENT
329 more matches not shown…

Over-Commented Block927 hits · 834 pts

Severity	File	Line	Snippet	Context
LOW	vlmo/vlmo/transforms/randaug.py	161	def augment_list(): # 16 oeprations and their ranges	COMMENT
LOW	minilm/examples/run_xnli.py	1	# coding=utf-8	COMMENT
LOW	…lm/fairseq/fairseq/modules/lightconv_layer/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	…/fairseq/fairseq/modules/dynamicconv_layer/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	infoxlm/fairseq/docs/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	infoxlm/fairseq/docs/conf.py	61	#	COMMENT
LOW	infoxlm/fairseq/docs/conf.py	81	highlight_language = 'python'	COMMENT
LOW	infoxlm/fairseq/docs/conf.py	101	# relative to this directory. They are copied after the builtin static files,	COMMENT
LOW	infoxlm/fairseq/examples/noisychannel/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	…q/examples/speech_recognition/models/vggtransformer.py	961	# - transformer_layers (x12) --> 37.74M	COMMENT
LOW	…lm/fairseq/examples/roberta/commonsense_qa/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	markuplm/examples/fine_tuning/run_swde/prepare_data.py	1	# coding=utf-8	COMMENT
LOW	markuplm/examples/fine_tuning/run_swde/prepare_data.py	421	# now for each page_data	COMMENT
LOW	markuplm/examples/fine_tuning/run_swde/pack_data.py	1	# coding=utf-8	COMMENT
LOW	markuplm/examples/fine_tuning/run_swde/constants.py	1	# coding=utf-8	COMMENT
LOW	…rkuplm/markuplmft/models/markuplm/modeling_markuplm.py	1	# coding=utf-8	COMMENT
LOW	…lm/markuplmft/models/markuplm/tokenization_markuplm.py	1	# coding=utf-8	COMMENT
LOW	markuplm/markuplmft/models/markuplm/__init__.py	1	# flake8: noqa	COMMENT
LOW	…m/markuplmft/models/markuplm/configuration_markuplm.py	1	# coding=utf-8	COMMENT
LOW	…rkuplmft/models/markuplm/tokenization_markuplm_fast.py	1	# coding=utf-8	COMMENT
LOW	…lmft/layoutlmft/models/layoutlmv2/detectron2_config.py	1	# -- coding: utf-8 --	COMMENT
LOW	…lmft/layoutlmft/models/layoutlmv2/detectron2_config.py	21	# ---------------------------------------------------------------------------- #	COMMENT
LOW	…lmft/layoutlmft/models/layoutlmv2/detectron2_config.py	41	# e.g., ["p2", "p3", "p4", "p5", "p6"] for FPN	COMMENT
LOW	…lmft/layoutlmft/models/layoutlmv2/detectron2_config.py	61	_C.MODEL.ROI_HEADS.NUM_CLASSES = 5	COMMENT
LOW	YOCO/yoco/__init__.py	1	# Copyright (c) 2022 Microsoft	COMMENT
LOW	YOCO/yoco/validate.py	141	)	COMMENT
LOW	unilm-v1/src/pytorch_pretrained_bert/optimization.py	1	# coding=utf-8	COMMENT
LOW	unilm-v1/src/pytorch_pretrained_bert/tokenization.py	1	# coding=utf-8	COMMENT
LOW	…lm-v1/src/pytorch_pretrained_bert/optimization_fp16.py	61	self.last_overflow_iter = state_dict['last_overflow_iter']	COMMENT
LOW	edgelm/tests/test_binaries.py	781	# with contextlib.redirect_stdout(StringIO()):	COMMENT
LOW	edgelm/fairseq/search.py	481	# truncate. Now that the candidates are sorted by (bank,	COMMENT
LOW	edgelm/fairseq/benchmark/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	edgelm/fairseq/config/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	edgelm/fairseq/clib/libnat/edit_dist.cpp	1	/**	COMMENT
LOW	edgelm/fairseq/models/speech_to_text/utils.py	261	)	COMMENT
LOW	…gelm/fairseq/models/speech_to_text/modules/emformer.py	1141	# the attention matrix is formed by 9 parts:	COMMENT
LOW	edgelm/fairseq/model_parallel/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	…allel/models/pipeline_parallel_transformer/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	…gelm/fairseq/model_parallel/models/roberta/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	edgelm/fairseq/modules/quantization/pq/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	edgelm/fairseq/modules/quantization/scalar/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	edgelm/fairseq/modules/lightconv_layer/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	edgelm/fairseq/modules/dynamicconv_layer/__init__.py	1	# Copyright (c) Facebook, Inc. and its affiliates.	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	1	/* Generated by Cython 0.29.28 */	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	21	#define __stdcall	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	41	#endif	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	61	#endif	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	81	#define CYTHON_PEP489_MULTI_PHASE_INIT 0	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	101	#ifndef CYTHON_USE_UNICODE_INTERNALS	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	121	#undef CYTHON_PEP489_MULTI_PHASE_INIT	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	141	#endif	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	161	#undef CYTHON_USE_UNICODE_WRITER	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	181	#ifndef CYTHON_FAST_PYCALL	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	201	#define CYTHON_FAST_PYCCALL (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	221	#if defined(__GNUC__)	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	241	# define CYTHON_UNUSED	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	261	#if _MSC_VER < 1300	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	281	#endif	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	321	private:	COMMENT
LOW	edgelm/fairseq/data/data_utils_fast.cpp	401	PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)	COMMENT
867 more matches not shown…

Empty Error Handlers160 hits · 800 pts

Severity	File	Line	Snippet	Context
HIGH	infoxlm/fairseq/setup.py	82	except ImportError:	CODE
HIGH	infoxlm/fairseq/fairseq/distributed_utils.py	66	except FileNotFoundError: # Slurm is not installed	CODE
HIGH	infoxlm/fairseq/fairseq/modules/layer_norm.py	14	except ImportError:	CODE
HIGH	infoxlm/fairseq/fairseq_cli/setup.py	82	except ImportError:	CODE
HIGH	edgelm/setup.py	159	except ImportError:	CODE
HIGH	edgelm/setup.py	33	except Exception:	CODE
HIGH	edgelm/fairseq/checkpoint_utils.py	315	except FileNotFoundError:	CODE
HIGH	edgelm/fairseq/tasks/multilingual_translation.py	86	except ArgumentError:	CODE
HIGH	edgelm/fairseq/tasks/online_backtranslation.py	119	except ArgumentError:	CODE
HIGH	edgelm/fairseq/distributed/utils.py	136	except FileNotFoundError: # Slurm is not installed	CODE
HIGH	edgelm/fairseq/optim/fused_adam.py	383	except ImportError:	CODE
HIGH	edgelm/fairseq/optim/fused_adam.py	35	except ImportError:	CODE
HIGH	edgelm/fairseq/dataclass/utils.py	192	except ArgumentError:	CODE
HIGH	edgelm/fairseq/dataclass/utils.py	270	except:	CODE
HIGH	edgelm/fairseq/data/plasma_utils.py	129	except plasma.PlasmaObjectExists:	CODE
HIGH	…fairseq/data/multilingual/multilingual_data_manager.py	160	except ArgumentError:	CODE
HIGH	edgelm/examples/__init__.py	8	except ImportError:	CODE
HIGH	edgelm/examples/speech_to_text/prep_covost_data.py	164	except RuntimeError:	CODE
HIGH	…_nlp/gslm/speech2unit/pretrained/cpc_feature_reader.py	161	except RuntimeError:	CODE
HIGH	edgelm/examples/textless_nlp/gslm/ulm/sample.py	53	except:	CODE
HIGH	edgelm/examples/speech_recognition/infer.py	50	except:	CODE
HIGH	edgelm/examples/laser/laser_src/laser_task.py	78	except ArgumentError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/__init__.py	11	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/losses/__init__.py	10	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/losses/__init__.py	15	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/tasks/__init__.py	11	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/tasks/__init__.py	16	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/tasks/__init__.py	21	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/datasets/__init__.py	9	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/models/transformermodel.py	29	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/models/__init__.py	11	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/models/__init__.py	16	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/models/mmfusionnlg.py	35	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/models/mmfusion.py	25	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/evaluators/__init__.py	12	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/processors/__init__.py	22	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/modules/retri.py	12	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/modules/__init__.py	9	except ImportError:	CODE
HIGH	edgelm/examples/MMPT/mmpt/modules/mm.py	28	except ImportError:	CODE
HIGH	edgelm/examples/truncated_bptt/transformer_xl_model.py	98	except Exception:	CODE
HIGH	PFPO/scripts/apps/utils_execute.py	1034	except SystemExit as e:	CODE
HIGH	PFPO/scripts/apps/utils_execute.py	711	except:	CODE
HIGH	PFPO/scripts/apps/utils_execute.py	494	except Exception as e:	CODE
HIGH	PFPO/scripts/apps/utils_execute.py	501	except Exception as e:	CODE
HIGH	PFPO/scripts/apps/utils_execute.py	748	except:	CODE
HIGH	…pps/pp_test_case_gen_public_outputs_few_shot_verify.py	97	except:	CODE
HIGH	PFPO/scripts/apps/pp_test_case.py	115	except:	CODE
HIGH	PFPO/data/math.py	23	except ValueError:	CODE
HIGH	PFPO/data/math.py	29	except (TypeError, ValueError):	CODE
HIGH	PFPO/data/deepseek_math_utils/eval_script.py	39	except:	CODE
HIGH	PFPO/data/deepseek_math_utils/eval_utils.py	144	except:	CODE
HIGH	PFPO/data/deepseek_math_utils/eval_utils.py	217	except:	CODE
HIGH	PFPO/data/deepseek_math_utils/eval_utils.py	302	except:	CODE
HIGH	PFPO/data/deepseek_math_utils/eval_utils.py	308	except:	CODE
HIGH	PFPO/data/deepseek_math_utils/eval_utils.py	171	except:	CODE
HIGH	PFPO/data/deepseek_math_utils/eval_utils.py	292	except:	CODE
HIGH	PFPO/data/deepseek_math_utils/eval_utils.py	129	except:	CODE
HIGH	PFPO/data/qwen25math/grader.py	116	except:	CODE
HIGH	PFPO/data/qwen25math/grader.py	295	except:	CODE
HIGH	PFPO/data/qwen25math/grader.py	302	except:	CODE
100 more matches not shown…

AI Structural Patterns733 hits · 728 pts

Severity	File	Line	Context
LOW	vlmo/vlmo/transforms/randaugment.py	40	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	63	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	74	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	84	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	106	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	119	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	128	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	156	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	166	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	176	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	184	CODE
LOW	vlmo/vlmo/transforms/randaugment.py	191	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	471	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	527	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	575	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	620	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	685	CODE
LOW	vlmo/vlmo/modules/vlmo_module.py	742	CODE
LOW	vlmo/vlmo/modules/multiway_transformer.py	122	CODE
LOW	vlmo/vlmo/modules/multiway_transformer.py	248	CODE
LOW	…ansformer/Diff-Transformer-V2/multihead_flashdiffv2.py	76	CODE
LOW	wavlm/modules.py	65	CODE
LOW	wavlm/modules.py	309	CODE
LOW	wavlm/modules.py	457	CODE
LOW	wavlm/WavLM.py	621	CODE
LOW	infoxlm/fairseq/tests/test_bmuf.py	24	CODE
LOW	…oxlm/fairseq/fairseq/iterative_refinement_generator.py	24	CODE
LOW	infoxlm/fairseq/fairseq/sequence_generator.py	16	CODE
LOW	infoxlm/fairseq/fairseq/tasks/fairseq_task.py	97	CODE
LOW	infoxlm/fairseq/fairseq/tasks/multilingual_masked_lm.py	282	CODE
LOW	infoxlm/fairseq/fairseq/optim/adafactor.py	93	CODE
LOW	infoxlm/fairseq/fairseq/optim/adam.py	216	CODE
LOW	infoxlm/fairseq/fairseq/models/fconv_self_att.py	292	CODE
LOW	infoxlm/fairseq/fairseq/models/fconv_self_att.py	482	CODE
LOW	infoxlm/fairseq/fairseq/models/fconv.py	349	CODE
LOW	infoxlm/fairseq/fairseq/models/lstm.py	175	CODE
LOW	infoxlm/fairseq/fairseq/models/lstm.py	310	CODE
LOW	infoxlm/fairseq/fairseq/modules/multihead_attention.py	21	CODE
LOW	infoxlm/fairseq/fairseq/modules/grad_multiply.py	14	CODE
LOW	…q/modules/sparse_transformer_sentence_encoder_layer.py	15	CODE
LOW	…airseq/fairseq/modules/transformer_sentence_encoder.py	72	CODE
LOW	…fairseq/modules/sparse_transformer_sentence_encoder.py	17	CODE
LOW	infoxlm/fairseq/fairseq/modules/transformer_layer.py	188	CODE
LOW	…/fairseq/modules/transformer_sentence_encoder_layer.py	23	CODE
LOW	infoxlm/fairseq/fairseq/modules/dynamic_convolution.py	14	CODE
LOW	infoxlm/fairseq/fairseq/modules/dynamic_convolution.py	65	CODE
LOW	infoxlm/fairseq/fairseq/modules/dynamic_convolution.py	171	CODE
LOW	infoxlm/fairseq/fairseq/modules/dynamic_convolution.py	217	CODE
LOW	…xlm/fairseq/fairseq/modules/lightweight_convolution.py	202	CODE
LOW	…xlm/fairseq/fairseq/modules/lightweight_convolution.py	233	CODE
LOW	…/fairseq/fairseq/modules/sparse_multihead_attention.py	22	CODE
LOW	…fairseq/modules/dynamicconv_layer/dynamicconv_layer.py	37	CODE
LOW	…fairseq/modules/dynamicconv_layer/dynamicconv_layer.py	171	CODE
LOW	…fairseq/modules/dynamicconv_layer/dynamicconv_layer.py	212	CODE
LOW	infoxlm/fairseq/fairseq/data/language_pair_dataset.py	149	CODE
LOW	infoxlm/fairseq/examples/noisychannel/rerank_utils.py	257	CODE
LOW	…fairseq/examples/speech_recognition/data/data_utils.py	24	CODE
LOW	infoxlm/src-infoxlm/infoxlm/utils.py	24	CODE
LOW	infoxlm/src-infoxlm/infoxlm/data/dict_dataset.py	55	CODE
LOW	deltalm/deltalm/models/deltalm.py	220	CODE
673 more matches not shown…

Modern Structural Boilerplate684 hits · 685 pts

Severity	File	Line	Snippet	Context
LOW	minilm/examples/run_xnli.py	59	logger = logging.getLogger(__name__)	CODE
LOW	wavlm/WavLM.py	32	logger = logging.getLogger(__name__)	CODE
LOW	infoxlm/fairseq/fairseq/__init__.py	6	__all__ = ['pdb']	CODE
LOW	infoxlm/fairseq/fairseq/pdb.py	12	__all__ = ['set_trace']	CODE
LOW	infoxlm/fairseq/fairseq/file_utils.py	49	logger = logging.getLogger(__name__) # pylint: disable=invalid-name	CODE
LOW	infoxlm/fairseq/fairseq/optim/__init__.py	15	__all__ = [	CODE
LOW	infoxlm/fairseq/fairseq/models/__init__.py	32	__all__ = [	CODE
LOW	infoxlm/fairseq/fairseq/modules/__init__.py	32	__all__ = [	CODE
LOW	infoxlm/fairseq/fairseq/data/__init__.py	56	__all__ = [	CODE
LOW	infoxlm/fairseq/fairseq/data/legacy/__init__.py	10	__all__ = [	CODE
LOW	infoxlm/fairseq/examples/speech_recognition/infer.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…m/fairseq/examples/speech_recognition/data/__init__.py	8	__all__ = [	CODE
LOW	…seq/examples/speech_recognition/criterions/CTC_loss.py	20	logger = logging.getLogger(__name__)	CODE
LOW	infoxlm/src-infoxlm/infoxlm/criterions/xlco.py	14	logger = logging.getLogger(__name__)	CODE
LOW	deltalm/deltalm/models/deltalm.py	35	logger = logging.getLogger(__name__)	CODE
LOW	markuplm/examples/fine_tuning/run_websrc/run.py	28	logger = logging.getLogger(__name__)	CODE
LOW	markuplm/examples/fine_tuning/run_websrc/utils.py	17	logger = logging.getLogger(__name__)	CODE
LOW	markuplm/examples/fine_tuning/run_websrc/draft.py	28	logger = logging.getLogger(__name__)	CODE
LOW	markuplm/examples/fine_tuning/run_swde/run.py	29	logger = logging.getLogger(__name__)	CODE
LOW	layoutlmft/layoutlmft/data/datasets/xfun.py	15	logger = logging.getLogger(__name__)	CODE
LOW	layoutlmft/examples/run_xfun_ser.py	35	logger = logging.getLogger(__name__)	CODE
LOW	layoutlmft/examples/run_funsd.py	35	logger = logging.getLogger(__name__)	CODE
LOW	layoutlmft/examples/run_xfun_re.py	30	logger = logging.getLogger(__name__)	CODE
LOW	YOCO/yoco/tasks/harness_eval.py	26	logger = logging.getLogger(__name__)	CODE
LOW	YOCO/yoco/models/yoco.py	26	logger = logging.getLogger(__name__)	CODE
LOW	unilm-v1/src/pytorch_pretrained_bert/tokenization.py	28	logger = logging.getLogger(__name__)	CODE
LOW	unilm-v1/src/pytorch_pretrained_bert/file_utils.py	24	logger = logging.getLogger(__name__) # pylint: disable=invalid-name	CODE
LOW	unilm-v1/src/pytorch_pretrained_bert/modeling.py	27	logger = logging.getLogger(__name__)	CODE
LOW	unilm-v1/src/gigaword/eval.py	32	logger = logging.getLogger(__name__)	CODE
LOW	unilm-v1/src/cnndm/eval.py	32	logger = logging.getLogger(__name__)	CODE
LOW	unilm-v1/src/biunilm/decode_seq2seq.py	31	logger = logging.getLogger(__name__)	CODE
LOW	unilm-v1/src/biunilm/run_seq2seq.py	33	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/nan_detector.py	11	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/__init__.py	17	__all__ = ["pdb"]	CODE
LOW	edgelm/fairseq/pdb.py	12	__all__ = ["set_trace"]	CODE
LOW	edgelm/fairseq/hub_utils.py	20	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/utils.py	38	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/checkpoint_utils.py	32	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/quantization_utils.py	12	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/file_utils.py	51	logger = logging.getLogger(__name__) # pylint: disable=invalid-name	CODE
LOW	edgelm/fairseq/trainer.py	30	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/benchmark/dummy_masked_lm.py	18	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/benchmark/dummy_lm.py	18	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/benchmark/dummy_mt.py	14	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/fairseq_task.py	21	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/hubert_pretraining.py	22	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/multilingual_denoising.py	27	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/denoising.py	29	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/multilingual_translation.py	26	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/language_modeling.py	38	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/speech_to_text.py	20	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/legacy_masked_lm.py	19	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/online_backtranslation.py	38	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/simultaneous_translation.py	20	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/text_to_speech.py	26	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/audio_pretraining.py	24	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/translation.py	36	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/semisupervised_translation.py	29	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/frm_text_to_speech.py	17	logger = logging.getLogger(__name__)	CODE
LOW	edgelm/fairseq/tasks/sentence_prediction.py	36	logger = logging.getLogger(__name__)	CODE
624 more matches not shown…

Hallucination Indicators29 hits · 400 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	unilm-v1/src/pytorch_pretrained_bert/modeling.py	1002	layer.attention.output.dense.weight.data.div_(	CODE
CRITICAL⚡	unilm-v1/src/pytorch_pretrained_bert/modeling.py	1004	layer.output.dense.weight.data.div_(math.sqrt(2.0*(layer_id + 1)))	CODE
CRITICAL	edgelm/examples/truncated_bptt/transformer_xl_model.py	94	if all(p is None for p in self.model.crit.out_projs._parameters.values()):	CODE
CRITICAL⚡	beit3/modeling_finetune.py	76	self.head.dense1.weight.data.mul_(init_scale)	CODE
CRITICAL⚡	beit3/modeling_finetune.py	77	self.head.dense1.bias.data.mul_(init_scale)	CODE
CRITICAL⚡	beit3/modeling_finetune.py	80	self.head.dense2.weight.data.mul_(init_scale)	CODE
CRITICAL⚡	beit3/modeling_finetune.py	81	self.head.dense2.bias.data.mul_(init_scale)	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	45	init_ws.append(layer.attention.self.query.weight.detach().clone())	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	46	init_bs.append(layer.attention.self.query.bias.detach().clone())	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	47	init_ws.append(layer.attention.self.key.weight.detach().clone())	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	48	init_bs.append(layer.attention.self.key.bias.detach().clone())	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	49	init_ws.append(layer.attention.self.value.weight.detach().clone())	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	50	init_bs.append(layer.attention.self.value.bias.detach().clone())	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	51	init_ws.append(layer.attention.output.dense.weight.detach().clone())	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	52	init_bs.append(layer.attention.output.dense.bias.detach().clone())	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	53	init_ws.append(layer.attention.output.LayerNorm.weight.detach().clone())	CODE
CRITICAL⚡	PFPO/general_util/lightseq_utils.py	54	init_bs.append(layer.attention.output.LayerNorm.bias.detach().clone())	CODE
CRITICAL	…lmv3/examples/object_detection/ditod/mycheckpointer.py	25	N2, C2, H, W = model.backbone.bottom_up.backbone.absolute_pos_embed.size()	CODE
CRITICAL	…airseq/examples/truncated_bptt/transformer_xl_model.py	92	if all(p is None for p in self.model.crit.out_projs._parameters.values()):	CODE
CRITICAL⚡	layoutreader/s2s_ft/modeling_decoding.py	941	layer.attention.output.dense.weight.data.div_(	CODE
CRITICAL⚡	layoutreader/s2s_ft/modeling_decoding.py	943	layer.output.dense.weight.data.div_(math.sqrt(2.0 * (layer_id + 1)))	CODE
CRITICAL⚡	layoutreader/s2s_ft/modeling_decoding.py	1029	layer.attention.output.dense.weight.data.div_(	CODE
CRITICAL⚡	layoutreader/s2s_ft/modeling_decoding.py	1031	layer.output.dense.weight.data.div_(math.sqrt(2.0 * (layer_id + 1)))	CODE
CRITICAL⚡	s2s-ft/s2s_ft/modeling_decoding.py	881	layer.attention.output.dense.weight.data.div_(	CODE
CRITICAL⚡	s2s-ft/s2s_ft/modeling_decoding.py	883	layer.output.dense.weight.data.div_(math.sqrt(2.0 * (layer_id + 1)))	CODE
CRITICAL	trocr/trocr_models.py	367	decoder.embed_tokens.load_state_dict(roberta.model.encoder.sentence_encoder.embed_tokens.state_dict())	CODE
CRITICAL	dit/text_detection/ditod/mycheckpointer.py	26	N2, C2, H, W = model.backbone.bottom_up.backbone.absolute_pos_embed.size()	CODE
CRITICAL	dit/object_detection/ditod/mycheckpointer.py	24	N2, C2, H, W = model.backbone.bottom_up.backbone.absolute_pos_embed.size()	CODE
CRITICAL	…airseq/examples/truncated_bptt/transformer_xl_model.py	94	if all(p is None for p in self.model.crit.out_projs._parameters.values()):	CODE

Excessive Try-Catch Wrapping207 hits · 244 pts

Severity	File	Line	Snippet	Context
LOW	vlmo/vlmo/datasets/base_dataset.py	157	except Exception as e:	CODE
MEDIUM	vlmo/vlmo/datasets/base_dataset.py	158	print(f"Error while read file idx {index} in {self.names[0]} -> {e}")	CODE
LOW	vlmo/vlmo/datasets/base_dataset.py	172	except Exception as e:	CODE
MEDIUM	vlmo/vlmo/datasets/base_dataset.py	173	print(f"Error while read file idx {index} in {self.names[0]} -> {e}")	CODE
LOW	infoxlm/fairseq/fairseq/pdb.py	19	except Exception:	CODE
LOW	infoxlm/fairseq/fairseq/checkpoint_utils.py	226	except Exception:	CODE
LOW	infoxlm/fairseq/fairseq/trainer.py	201	except Exception:	CODE
LOW	…/examples/speech_recognition/datasets/asr_prep_json.py	88	except Exception as exc:	CODE
LOW	YOCO/yoco/tasks/data/lm_loader.py	284	except Exception as e:	CODE
LOW	edgelm/setup.py	33	except Exception:	CODE
LOW	edgelm/fairseq/pdb.py	19	except Exception:	CODE
LOW	edgelm/fairseq/checkpoint_utils.py	547	except Exception:	CODE
LOW	edgelm/fairseq/file_utils.py	151	except Exception:	CODE
LOW	edgelm/fairseq/file_io.py	173	except Exception:	CODE
LOW	edgelm/fairseq/trainer.py	513	except Exception:	CODE
LOW	edgelm/fairseq/tasks/online_backtranslation.py	81	except Exception:	CODE
LOW	edgelm/fairseq/tasks/sentence_prediction.py	147	except Exception as e:	CODE
LOW	edgelm/fairseq/data/multi_corpus_dataset.py	168	except Exception as e:	CODE
LOW	edgelm/fairseq/data/multi_corpus_dataset.py	184	except Exception:	CODE
LOW	edgelm/fairseq/data/data_utils.py	96	except Exception as e:	CODE
LOW	edgelm/fairseq/data/iterators.py	577	except Exception as e:	CODE
LOW	edgelm/fairseq/data/audio/data_cfg.py	23	except Exception as e:	CODE
LOW	…/examples/speech_recognition/datasets/asr_prep_json.py	117	except Exception as exc:	CODE
LOW	…es/MMPT/scripts/video_feature_extractor/videoreader.py	72	except Exception:	CODE
LOW	…es/MMPT/scripts/video_feature_extractor/videoreader.py	94	except Exception:	CODE
LOW	…es/MMPT/scripts/video_feature_extractor/videoreader.py	118	except Exception:	CODE
LOW	…es/MMPT/scripts/video_feature_extractor/videoreader.py	211	except Exception:	CODE
LOW	…es/MMPT/scripts/video_feature_extractor/videoreader.py	237	except Exception:	CODE
LOW	edgelm/examples/truncated_bptt/transformer_xl_model.py	98	except Exception:	CODE
MEDIUM	edgelm/examples/truncated_bptt/transformer_xl_model.py	52	def __init__(self, cfg, task):	CODE
LOW	…xamples/speech_synthesis/preprocessing/vad/__init__.py	150	except Exception:	CODE
LOW	PFPO/trainer_base_ds_mul_fs_tp.py	401	except Exception as e:	CODE
LOW	PFPO/trainer_ds_megatron_mul.py	392	except Exception as e:	CODE
LOW	PFPO/scripts/execute_mbpp_intermediate_res.py	82	except Exception as e:	STRING
LOW	PFPO/scripts/verify_mbpp_test_cases.py	24	except Exception as e:	CODE
LOW	…math_scale/rerank_w_prm_math_scale_save_pair_margin.py	31	except Exception as e:	CODE
MEDIUM	…math_scale/rerank_w_prm_math_scale_save_pair_margin.py	32	print(f"Error in {file}: {e}")	CODE
MEDIUM	PFPO/scripts/math_scale/construct_prefer_pair_sc.py	114	print(f"Error in file {file}")	CODE
MEDIUM	PFPO/scripts/math_scale/construct_prefer_pair_sc.py	121	print(f"Error in line: {line}")	CODE
LOW	PFPO/scripts/math_scale/rerank_w_prm_math_scale_save.py	31	except Exception as e:	CODE
MEDIUM	PFPO/scripts/math_scale/rerank_w_prm_math_scale_save.py	32	print(f"Error in {file}: {e}")	CODE
LOW	PFPO/scripts/math_scale/qwen25math_style_eval.py	162	except Exception as error:	CODE
MEDIUM	PFPO/scripts/math_scale/construct_prefer_pair.py	63	print(f"Error in file {file}")	CODE
MEDIUM	PFPO/scripts/math_scale/construct_prefer_pair.py	70	print(f"Error in line: {line}")	CODE
LOW	…cripts/math_scale/rerank_w_prm_math_scale_save_pair.py	31	except Exception as e:	CODE
MEDIUM	…cripts/math_scale/rerank_w_prm_math_scale_save_pair.py	32	print(f"Error in {file}: {e}")	CODE
LOW	PFPO/scripts/math_scale/qwen25math_style_eval_math.py	142	except Exception as error:	CODE
LOW	PFPO/scripts/math_scale/qwen25math_style_eval_v2.0.py	180	except Exception as error:	CODE
MEDIUM	PFPO/scripts/math/merge_dp_predictions.py	91	# print(f"Error in {item['id']} during evaluation: {e}")	COMMENT
LOW	PFPO/scripts/apps/solution_run_pseudo_outputs_local.py	34	except Exception as e:	CODE
LOW	PFPO/scripts/apps/solution_run_pseudo_outputs_local.py	57	except Exception as e:	CODE
MEDIUM	PFPO/scripts/apps/utils_execute.py	93	def _temp_run(problem, generation, debug, result, return_output):	CODE
MEDIUM	PFPO/scripts/apps/utils_execute.py	141	def _temp_run(problem, generation, debug, result, return_output):	CODE
LOW⚡	PFPO/scripts/apps/utils_execute.py	486	except Exception as e:	CODE
LOW⚡	PFPO/scripts/apps/utils_execute.py	494	except Exception as e:	CODE
LOW⚡	PFPO/scripts/apps/utils_execute.py	501	except Exception as e:	CODE
LOW	PFPO/scripts/apps/utils_execute.py	102	except Exception as e:	CODE
LOW	PFPO/scripts/apps/utils_execute.py	150	except Exception as e:	CODE
LOW	PFPO/scripts/apps/utils_execute.py	229	except Exception as e:	CODE
LOW	PFPO/scripts/apps/utils_execute.py	275	except Exception as e:	CODE
147 more matches not shown…

Self-Referential Comments52 hits · 153 pts

Severity	File	Line	Snippet	Context
MEDIUM	infoxlm/fairseq/fairseq/modules/beamable_mm.py	11	"""This module provides an optimized MM for beam decoding with attention.	STRING
MEDIUM	infoxlm/fairseq/docs/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	markuplm/examples/fine_tuning/run_swde/prepare_data.py	439	# Define the fixed-text nodes and variable nodes.	COMMENT
MEDIUM	…rkuplm/markuplmft/models/markuplm/modeling_markuplm.py	169	# Create the position ids from the input token ids. Any padded tokens remain padded.	COMMENT
MEDIUM	edgelm/tests/gpu/transformer_quantization_config.yaml	6	# This file defines example configuration arguments for quantizing	COMMENT
MEDIUM	edgelm/fairseq/sequence_generator.py	661	# Create a set of "{sent}{unfin_idx}", where	COMMENT
MEDIUM	edgelm/fairseq/modules/beamable_mm.py	11	"""This module provides an optimized MM for beam decoding with attention.	STRING
MEDIUM	edgelm/docs/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	…mples/quant_noise/transformer_quantization_config.yaml	6	# This file defines example configuration arguments for quantizing	COMMENT
MEDIUM	PFPO/scripts/execute_mbpp_intermediate_res.py	69	# Create a StringIO stream to capture output	STRING
MEDIUM	PFPO/scripts/verify_mbpp_test_cases.py	10	# Create a StringIO stream to capture output	COMMENT
MEDIUM	PFPO/scripts/execute_mbpp_intermediate_res_mp.py	62	# Create a StringIO stream to capture output	COMMENT
MEDIUM	PFPO/scripts/math_scale/analyze/draw_sc.py	16	# Create the line plot	COMMENT
MEDIUM	PFPO/scripts/math_scale/analyze/freq2image.py	11	# Create the bar chart	COMMENT
MEDIUM	PFPO/scripts/math_scale/analyze/freq2image.py	45	# Create the line plot	COMMENT
MEDIUM	PFPO/scripts/mbpp/run_test_case_v1.0.py	28	# Create a StringIO stream to capture output	COMMENT
MEDIUM	PFPO/scripts/apps/analyze/freq2image.py	29	# Create a bar chart for the three metrics	COMMENT
MEDIUM	PFPO/scripts/apps/analyze/freq2image.py	61	# Create the line plot	COMMENT
MEDIUM	PFPO/data/qwen25math/python_executor.py	208	# Define the matrix	STRING
MEDIUM	PFPO/data/qwen25math/math_utils.py	265	pred = "To find the minimum value of $f(x)$, we need to find the critical points where the derivative of $f(x)$ is e	CODE
MEDIUM	…v3/layoutlmft/models/layoutlmv3/modeling_layoutlmv3.py	158	# Create the position ids from the input token ids. Any padded tokens remain padded.	COMMENT
MEDIUM	decoding/GAD/fairseq/modules/beamable_mm.py	11	"""This module provides an optimized MM for beam decoding with attention.	STRING
MEDIUM	…fairseq/tests/gpu/transformer_quantization_config.yaml	6	# This file defines example configuration arguments for quantizing	COMMENT
MEDIUM	decoding/IAD/fairseq/fairseq/modules/beamable_mm.py	11	"""This module provides an optimized MM for beam decoding with attention.	STRING
MEDIUM	decoding/IAD/fairseq/docs/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	…mples/quant_noise/transformer_quantization_config.yaml	6	# This file defines example configuration arguments for quantizing	COMMENT
MEDIUM	xtune/src/transformers/modeling_tf_roberta.py	76	# Create the position ids from the input token ids. Any padded tokens remain padded.	COMMENT
MEDIUM	xtune/src/transformers/tokenization_openai.py	284	# Create the normalizer structure	COMMENT
MEDIUM	xtune/src/transformers/tokenization_transfo_xl.py	373	# Create the correct normalization path	COMMENT
MEDIUM	xtune/src/transformers/modeling_roberta.py	57	# Create the position ids from the input token ids. Any padded tokens remain padded.	COMMENT
MEDIUM	speecht5/speecht5/sequence_generator.py	753	# Create a set of "{sent}{unfin_idx}", where	COMMENT
MEDIUM	textdiffuser-2/train_textdiffuser2_t2i_full.py	1099	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM	textdiffuser-2/train_textdiffuser2_inpainting_full.py	1127	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM	…ser-2/extensions/train_textdiffuser2_t2i_full_angle.py	1120	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM	…tensions/train_textdiffuser2_t2i_full_quadrilateral.py	1090	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM⚡	textdiffuser/util.py	6	# This file defines a set of commonly used utility functions.	COMMENT
MEDIUM⚡	textdiffuser/gradio_app.py	6	# This file provides the inference script.	COMMENT
MEDIUM⚡	textdiffuser/train.py	6	# This file provides the inference script.	COMMENT
MEDIUM	textdiffuser/train.py	1075	# Create the pipeline using the trained modules and save it.	COMMENT
MEDIUM⚡	textdiffuser/inference.py	6	# This file provides the inference script.	COMMENT
MEDIUM⚡	textdiffuser/evaluate.py	6	# This file provides the inference script.	COMMENT
MEDIUM⚡	textdiffuser/eval/MARIOEval_generate.py	6	# This file provides the inference script.	COMMENT
MEDIUM⚡	textdiffuser/eval/ocr_eval.py	6	# This file provides the inference script.	COMMENT
MEDIUM⚡	textdiffuser/eval/MARIOEval_evaluate.py	6	# This file provides the inference script.	COMMENT
MEDIUM	…smos-2/torchscale/torchscale/component/xmoe/routing.py	64	# Create a mask for 1st's expert per token	COMMENT
MEDIUM	…smos-2/torchscale/torchscale/component/xmoe/routing.py	284	# Create a mask for 1st's expert per token	COMMENT
MEDIUM	…smos-2/torchscale/torchscale/component/xmoe/routing.py	288	# Create a mask for 2nd's expert per token using Gumbel-max trick	COMMENT
MEDIUM	kosmos-2/unilm/models/vl/vlm_generator.py	648	# Create a set of "{sent}{unfin_idx}", where	COMMENT
MEDIUM	kosmos-2/fairseq/fairseq/sequence_generator.py	745	# Create a set of "{sent}{unfin_idx}", where	COMMENT
MEDIUM	kosmos-2/fairseq/fairseq/modules/beamable_mm.py	11	"""This module provides an optimized MM for beam decoding with attention.	STRING
MEDIUM	kosmos-2/fairseq/docs/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	…mples/quant_noise/transformer_quantization_config.yaml	6	# This file defines example configuration arguments for quantizing	COMMENT

Docstring Block Structure27 hits · 135 pts

Severity	File	Line	Snippet	Context
HIGH	edgelm/examples/MMPT/mmpt/models/mmfusionnlg.py	245	Generates sequences for models with a language modeling head. The method currently supports greedy decoding,	STRING
HIGH	PFPO/eval/mbpp_eval/utils.py	60	Calculates how good are predictions given some references, using certain scores Args: predictions: list of candidat	STRING
HIGH	xtune/src/transformers/configuration_utils.py	122	Instantiate a :class:`~transformers.PretrainedConfig` (or a derived class) from a pre-trained model configurat	STRING
HIGH	xtune/src/transformers/modeling_tf_bert.py	133	Get token embeddings of inputs. Args: inputs: list of three int64 tensors with shape [batch_size, le	STRING
HIGH	xtune/src/transformers/tokenization_utils.py	624	Add a list of new tokens to the tokenizer class. If the new tokens are not in the vocabulary, they are	STRING
HIGH	xtune/src/transformers/tokenization_utils.py	691	Add a dictionary of special tokens (eos, pad, cls...) to the encoder and link them to class attributes.	STRING
HIGH	xtune/src/transformers/modeling_bart.py	995	Generates sequences for models with a LM head. The method currently supports greedy or penalized greedy decoding, sampl	STRING
HIGH	xtune/src/transformers/configuration_auto.py	116	Instantiates one of the configuration classes of the library from a pre-trained model configuration. T	STRING
HIGH	xtune/src/transformers/modelcard.py	89	Instantiate a :class:`~transformers.ModelCard` from a pre-trained model model card. Parameters: pr	STRING
HIGH	xtune/src/transformers/modeling_tf_distilbert.py	98	Get token embeddings of inputs. Args: inputs: list of three int64 tensors with shape [batch_size, le	STRING
HIGH	xtune/src/transformers/modeling_utils.py	302	Instantiate a pretrained pytorch model from a pre-trained model configuration. The model is set in evaluation m	STRING
HIGH	xtune/src/transformers/modeling_tf_albert.py	82	Get token embeddings of inputs. Args: inputs: list of three int64 tensors with shape [batch_size, le	STRING
HIGH	xtune/src/transformers/pipelines.py	1247	Utility factory method to build a pipeline. Pipeline are made of: - A Tokenizer instance in charge of	STRING
HIGH	xtune/src/transformers/modeling_tf_utils.py	193	Instantiate a pretrained TF 2.0 model from a pre-trained model configuration. The warning ``Weights from XXX no	STRING
HIGH	xtune/src/transformers/modeling_tf_utils.py	1154	Get token embeddings of inputs. Args: inputs: list of three int64 tensors with shape [batch_size, le	STRING
HIGH	xtune/src/transformers/data/processors/xtreme.py	44	Loads a data file into a list of ``InputFeatures`` Args: examples: List of ``InputExamples`` or ``tf.d	STRING
HIGH	xtune/src/transformers/data/processors/squad.py	284	Converts a list of examples into a list of features that can be directly given as input to a model. It is model	STRING
HIGH	xtune/src/transformers/data/processors/squad.py	469	Creates a list of :class:`~transformers.data.processors.squad.SquadExample` using a TFDS dataset. Args	STRING
HIGH	xtune/src/transformers/data/processors/glue.py	43	Loads a data file into a list of ``InputFeatures`` Args: examples: List of ``InputExamples`` or ``tf.d	STRING
HIGH	xtune/src/transformers/data/processors/xglue.py	45	Loads a data file into a list of ``InputFeatures`` Args: examples: List of ``InputExamples`` or ``tf.d	STRING
HIGH	xtune/src/transformers/data/processors/xglue.py	187	Loads a data file into a list of ``InputFeatures`` Args: examples: List of ``InputExamples`` or ``tf.d	STRING
HIGH	…echt5/speecht5/models/modules/speech_decoder_prenet.py	92	Make masks for self-attention. Args: ilens (LongTensor or List): Batch of lengths (B,). Retu	STRING
HIGH	…/fairseq/fairseq/modules/espnet_multihead_attention.py	220	Compute rotary position attention. Args: query: Query tensor T X B X C key: Key tensor T	STRING
HIGH	…mos-2/fairseq/examples/MMPT/mmpt/models/mmfusionnlg.py	245	Generates sequences for models with a language modeling head. The method currently supports greedy decoding,	STRING
HIGH	adalm/finetune/utils_for_glue.py	142	Loads a data file into a list of ``InputFeatures`` Args: examples: List of ``InputExamples`` or ``tf.d	STRING
HIGH	adalm/incr_bpe/text_encoder.py	180	Escape away underscores and OOV characters and append '_'. This allows the token to be expressed as the concatenation	STRING
HIGH	adalm/incr_bpe/text_encoder.py	472	Builds a SubwordTextEncoder that has `vocab_size` near `target_size`. Uses simple recursive binary search to find	STRING

Fake / Example Data44 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW⚡	…gelm/examples/wav2vec/unsupervised/models/wav2vec_u.py	345	def calc_gradient_penalty(self, real_data, fake_data):	CODE
LOW⚡	…gelm/examples/wav2vec/unsupervised/models/wav2vec_u.py	347	b_size = min(real_data.size(0), fake_data.size(0))	CODE
LOW⚡	…gelm/examples/wav2vec/unsupervised/models/wav2vec_u.py	348	t_size = min(real_data.size(1), fake_data.size(1))	CODE
LOW⚡	…gelm/examples/wav2vec/unsupervised/models/wav2vec_u.py	364	fake_data = get_slice(fake_data, 0, b_size)	CODE
LOW⚡	…gelm/examples/wav2vec/unsupervised/models/wav2vec_u.py	365	fake_data = get_slice(fake_data, 1, t_size)	CODE
LOW⚡	…gelm/examples/wav2vec/unsupervised/models/wav2vec_u.py	369	fake_data = fake_data[:b_size, :t_size]	CODE
LOW⚡	…gelm/examples/wav2vec/unsupervised/models/wav2vec_u.py	375	interpolates = alpha * real_data + ((1 - alpha) * fake_data)	CODE
LOW⚡	PFPO/data/deepseek_math_utils/answer_extraction.py	291	ans = ['placeholder']	CODE
LOW⚡	PFPO/data/deepseek_math_utils/answer_extraction.py	302	ans = 'placeholder'	CODE
LOW⚡	PFPO/data/deepseek_math_utils/answer_extraction.py	312	return 'placeholder'	CODE
LOW	PFPO/data/qwen25math/parser.py	361	return "placeholder"	CODE
LOW⚡	xtune/src/transformers/modeling_xlnet.py	942	dummy_token = torch.zeros((effective_batch_size, 1), dtype=torch.long, device=input_ids.device)	CODE
LOW⚡	xtune/src/transformers/modeling_xlnet.py	943	input_ids = torch.cat([input_ids, dummy_token], dim=1)	CODE
LOW⚡	xtune/src/transformers/modeling_tf_xlnet.py	844	dummy_token = tf.zeros((effective_batch_size, 1), dtype=tf.int32)	CODE
LOW⚡	xtune/src/transformers/modeling_tf_xlnet.py	845	inputs = tf.concat([inputs, dummy_token], axis=1)	CODE
LOW	kosmos-2/infinibatch/README.md	80	'Lorem ipsum dolor sit amet,	CODE
LOW	kosmos-2/infinibatch/README.md	80	'Lorem ipsum dolor sit amet,	CODE
LOW⚡	kosmos-2/infinibatch/README.md	126	Lorem ipsum dolor sit amet,	CODE
LOW⚡	kosmos-2/infinibatch/README.md	126	Lorem ipsum dolor sit amet,	CODE
LOW⚡	kosmos-2/infinibatch/README.md	133	Lorem ipsum dolor sit amet,	CODE
LOW⚡	kosmos-2/infinibatch/README.md	133	Lorem ipsum dolor sit amet,	CODE
LOW	kosmos-2/infinibatch/README.md	189	['consectetur adipiscing elit,', 'Lorem ipsum dolor sit amet,']	CODE
LOW	kosmos-2/infinibatch/README.md	189	['consectetur adipiscing elit,', 'Lorem ipsum dolor sit amet,']	CODE
LOW	kosmos-2/infinibatch/README.md	215	['consectetur adipiscing elit,', 'Lorem ipsum dolor sit amet,']	CODE
LOW	kosmos-2/infinibatch/README.md	215	['consectetur adipiscing elit,', 'Lorem ipsum dolor sit amet,']	CODE
LOW	kosmos-2/infinibatch/infinibatch/__init__.py	69	'Lorem ipsum dolor sit amet,	STRING
LOW	kosmos-2/infinibatch/infinibatch/__init__.py	69	'Lorem ipsum dolor sit amet,	STRING
LOW⚡	kosmos-2/infinibatch/infinibatch/__init__.py	115	Lorem ipsum dolor sit amet,	STRING
LOW⚡	kosmos-2/infinibatch/infinibatch/__init__.py	115	Lorem ipsum dolor sit amet,	STRING
LOW⚡	kosmos-2/infinibatch/infinibatch/__init__.py	122	Lorem ipsum dolor sit amet,	STRING
LOW⚡	kosmos-2/infinibatch/infinibatch/__init__.py	122	Lorem ipsum dolor sit amet,	STRING
LOW	kosmos-2/infinibatch/infinibatch/__init__.py	178	['consectetur adipiscing elit,', 'Lorem ipsum dolor sit amet,']	STRING
LOW	kosmos-2/infinibatch/infinibatch/__init__.py	178	['consectetur adipiscing elit,', 'Lorem ipsum dolor sit amet,']	STRING
LOW	kosmos-2/infinibatch/infinibatch/__init__.py	204	['consectetur adipiscing elit,', 'Lorem ipsum dolor sit amet,']	STRING
LOW	kosmos-2/infinibatch/infinibatch/__init__.py	204	['consectetur adipiscing elit,', 'Lorem ipsum dolor sit amet,']	STRING
LOW⚡	…rseq/examples/wav2vec/unsupervised/models/wav2vec_u.py	345	def calc_gradient_penalty(self, real_data, fake_data):	CODE
LOW⚡	…rseq/examples/wav2vec/unsupervised/models/wav2vec_u.py	347	b_size = min(real_data.size(0), fake_data.size(0))	CODE
LOW⚡	…rseq/examples/wav2vec/unsupervised/models/wav2vec_u.py	348	t_size = min(real_data.size(1), fake_data.size(1))	CODE
LOW⚡	…rseq/examples/wav2vec/unsupervised/models/wav2vec_u.py	364	fake_data = get_slice(fake_data, 0, b_size)	CODE
LOW⚡	…rseq/examples/wav2vec/unsupervised/models/wav2vec_u.py	365	fake_data = get_slice(fake_data, 1, t_size)	CODE
LOW⚡	…rseq/examples/wav2vec/unsupervised/models/wav2vec_u.py	369	fake_data = fake_data[:b_size, :t_size]	CODE
LOW⚡	…rseq/examples/wav2vec/unsupervised/models/wav2vec_u.py	375	interpolates = alpha * real_data + ((1 - alpha) * fake_data)	CODE
LOW	ReSA/llm/utils/math_utils.py	886	return "placeholder"	CODE
LOW	ReSA/scripts/math_utils.py	501	return "placeholder"	CODE

AI Slop Vocabulary36 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	markuplm/examples/fine_tuning/run_websrc/utils.py	65	# the difference between T-PLM and H-PLM is just add <xx> and </xx> into the	STRING
LOW	markuplm/examples/fine_tuning/run_websrc/utils.py	853	# just create a nonce prediction in this case to avoid failure.	STRING
LOW	edgelm/fairseq/checkpoint_utils.py	232	# else just use usual logic to load checkpoint, e.g. restart from last checkpoint and etc.	COMMENT
LOW	edgelm/fairseq/data/squad/squad_extractor.py	211	# "Japanese", we just use "Japanese" as the annotation. This is fairly rare	COMMENT
LOW	edgelm/fairseq/data/squad/squad_metrics.py	296	# can fail in certain cases in which case we just return `orig_text`.	COMMENT
LOW	edgelm/fairseq/data/squad/squad_metrics.py	547	# So we just create a nonce prediction in this case to avoid failure.	COMMENT
LOW	edgelm/fairseq/data/squad/squad_metrics.py	552	# just create a nonce prediction in this case to avoid failure.	COMMENT
MEDIUM	…latent_depth/latent_depth_src/modules/latent_layers.py	27	"""To leverage the efficiency of distributed training, samples for all	STRING
MEDIUM	edgelm/examples/MMPT/mmpt/tasks/retritask.py	242	# we moved the center to make cluster robust.	COMMENT
MEDIUM	PFPO/scripts/execute_mbpp_intermediate_res.py	19	_running_code_judge_template_0 = """I will show you a programming problem. You will first be given the instruction about	STRING
MEDIUM	PFPO/scripts/execute_mbpp_intermediate_res.py	43	_running_code_judge_template_1 = """I will show you a programming problem. You will first be given the instruction about	STRING
LOW	decoding/GAD/fairseq/checkpoint_utils.py	170	# else just use usual logic to load checkpoint, e.g. restart from last checkpoint and etc.	COMMENT
LOW	decoding/IAD/fairseq/fairseq/checkpoint_utils.py	170	# else just use usual logic to load checkpoint, e.g. restart from last checkpoint and etc.	COMMENT
MEDIUM	…latent_depth/latent_depth_src/modules/latent_layers.py	27	"""To leverage the efficiency of distributed training, samples for all	STRING
MEDIUM	beit2/run_class_finetuning.py	47	# robust evaluation	COMMENT
LOW	xdoc/fine_tuning/websrc/websrc.py	329	# the difference between T-PLM and H-PLM is just add <xx> and </xx> into the	STRING
LOW	xdoc/fine_tuning/websrc/trainer.py	499	# just create a nonce prediction in this case to avoid failure.	STRING
LOW	xtune/src/transformers/modeling_utils.py	1507	# We can probably just use the multi-head attention module of PyTorch >=1.1.0	STRING
LOW	xtune/src/transformers/modeling_tf_utils.py	1217	# We can probably just use the multi-head attention module of PyTorch >=1.1.0	STRING
LOW	xtune/src/transformers/data/metrics/squad_metrics.py	268	# can fail in certain cases in which case we just return `orig_text`.	COMMENT
LOW	xtune/src/transformers/data/metrics/squad_metrics.py	516	# So we just create a nonce prediction in this case to avoid failure.	COMMENT
LOW	xtune/src/transformers/data/metrics/squad_metrics.py	521	# just create a nonce prediction in this case to avoid failure.	COMMENT
LOW	xtune/src/transformers/data/metrics/squad_metrics.py	717	# just create a nonce prediction in this case to avoid failure.	COMMENT
LOW	xtune/src/pequod/data/utils_squad.py	424	# "Japanese", we just use "Japanese" as the annotation. This is fairly rare	COMMENT
LOW	xtune/src/pequod/data/utils_squad.py	611	# So we just create a nonce prediction in this case to avoid failure.	COMMENT
LOW	xtune/src/pequod/data/utils_squad.py	617	# just create a nonce prediction in this case to avoid failure.	COMMENT
LOW	xtune/src/pequod/data/utils_squad.py	809	# just create a nonce prediction in this case to avoid failure.	COMMENT
LOW	xtune/src/pequod/data/utils_squad.py	894	# can fail in certain cases in which case we just return `orig_text`.	COMMENT
MEDIUM	textdiffuser-2/train_textdiffuser2_t2i_lora.py	776	random.shuffle(ocrs_temp) #### augment the ocr sequence for robust training	STRING
MEDIUM	textdiffuser-2/train_textdiffuser2_t2i_full.py	739	random.shuffle(ocrs_temp) #### augment the ocr sequence for robust training	CODE
MEDIUM	…ser-2/extensions/train_textdiffuser2_t2i_full_angle.py	760	random.shuffle(ocrs_temp) #### augment the ocr sequence for robust training	CODE
MEDIUM	…tensions/train_textdiffuser2_t2i_full_quadrilateral.py	743	random.shuffle(ocrs_temp) #### augment the ocr sequence for robust training	CODE
LOW	textdiffuser-2/assets/attention_processor.py	520	# here we simply pass along all tensors to the selected processor class	STRING
LOW	kosmos-2/fairseq/fairseq/checkpoint_utils.py	244	# else just use usual logic to load checkpoint, e.g. restart from last checkpoint and etc.	COMMENT
MEDIUM	…latent_depth/latent_depth_src/modules/latent_layers.py	27	"""To leverage the efficiency of distributed training, samples for all	STRING
MEDIUM	kosmos-2/fairseq/examples/MMPT/mmpt/tasks/retritask.py	242	# we moved the center to make cluster robust.	COMMENT

Cross-Language Confusion11 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH	PFPO/data/qwen25math/math_utils.py	130	return ans_p.equals(ans_l)	CODE
HIGH	PFPO/data/qwen25math/grader.py	300	if a.equals(b) or simplify(a - b) == 0:	CODE
HIGH	PFPO/data/qwen25math/grader.py	324	if _a.equals(_b):	CODE
HIGH	xtune/src/transformers/tokenization_xlm.py	693	logger.error("1. git clone git@github.com:neubig/kytea.git && cd kytea")	CODE
HIGH	xtune/src/transformers/tokenization_xlm.py	696	logger.error("4. make && make install")	CODE
HIGH	xtune/src/transformers/tokenization_xlm.py	764	git clone git@github.com:neubig/kytea.git && cd kytea	STRING
HIGH	xtune/src/transformers/tokenization_xlm.py	767	make && make install	STRING
HIGH	ReSA/llm/utils/math_utils.py	1677	if a.equals(b) or simplify(a - b) == 0:	CODE
HIGH	ReSA/llm/utils/math_utils.py	1701	if _a.equals(_b):	CODE
HIGH	ReSA/scripts/math_utils.py	1292	if a.equals(b) or simplify(a - b) == 0:	CODE
HIGH	ReSA/scripts/math_utils.py	1316	if _a.equals(_b):	CODE

Slop Phrases30 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	infoxlm/fairseq/fairseq/tasks/translation_lev.py	98	target_length = target_length + 1 # make sure to mask at least one token.	CODE
MEDIUM⚡	…lmft/layoutlmft/models/layoutlmv2/detectron2_config.py	11	# Otherwise, you can use [57.375, 57.120, 58.395] (ImageNet std)	COMMENT
LOW	YOCO/yoco/tasks/data/tiktoken_tokenizer.py	19	# If you're changing the set of special tokens, make sure to use a different name	COMMENT
LOW	edgelm/fairseq/tasks/translation_lev.py	118	target_length = target_length + 1 # make sure to mask at least one token.	CODE
MEDIUM	…amples/wav2vec/unsupervised/kaldi_self_train/st/cmd.sh	1	# you can change cmd.sh depending on what type of queue you are using.	COMMENT
MEDIUM	…nsupervised/kaldi_self_train/st/steps_gan/train_sat.sh	15	exit_stage=-100 # you can use this to require it to exit at the	CODE
MEDIUM	layoutlmv3/layoutlmft/data/cord.py	56	# Or you can use the following links. Please follow the original LICENSE of CORD for usage.	STRING
LOW	…ng/GAD/block_plugins/tasks/translation_lev_modified.py	138	target_length = target_length + 1 # make sure to mask at least one token.	CODE
LOW	…ng/GAD/block_plugins/tasks/translation_lev_modified.py	165	cutoff_length = cutoff_length.int() + 1 # make sure to mask at least one token.	CODE
LOW	decoding/GAD/fairseq/tasks/translation_lev.py	118	target_length = target_length + 1 # make sure to mask at least one token.	CODE
LOW	decoding/IAD/fairseq/fairseq/tasks/translation_lev.py	116	target_length = target_length + 1 # make sure to mask at least one token.	CODE
MEDIUM⚡	…unsd/layoutlmft/models/layoutlmv2/detectron2_config.py	11	# Otherwise, you can use [57.375, 57.120, 58.395] (ImageNet std)	COMMENT
LOW	xtune/src/transformers/modeling_tf_xlm.py	477	# Sometimes XLM has language embeddings so don't forget to build them as well if needed	COMMENT
LOW	xtune/src/transformers/modeling_tf_xlm.py	477	# Sometimes XLM has language embeddings so don't forget to build them as well if needed	COMMENT
MEDIUM	xtune/src/transformers/configuration_openai.py	71	Whether special tokens should be predicted when the model is has a language modeling head.	STRING
LOW	textdiffuser-2/train_textdiffuser2_t2i_full.py	589	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	textdiffuser-2/train_textdiffuser2_inpainting_full.py	595	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	textdiffuser-2/inference_textdiffuser2_t2i_full.py	382	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…ser-2/extensions/train_textdiffuser2_t2i_full_angle.py	595	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…tensions/train_textdiffuser2_t2i_full_quadrilateral.py	589	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…2/extensions/inference_textdiffuser2_t2i_full_angle.py	387	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	…ions/inference_textdiffuser2_t2i_full_quadrilateral.py	383	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	textdiffuser-2/assets/attention_processor.py	389	# Don't forget to remove ALL `_remove_lora` from the codebase	STRING
LOW	textdiffuser/gradio_app.py	393	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	textdiffuser/train.py	537	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	textdiffuser/inference.py	389	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	textdiffuser/evaluate.py	396	# make sure to pop weight so that corresponding model is not saved again	COMMENT
LOW	kosmos-2/fairseq/fairseq/tasks/translation_lev.py	122	target_length = target_length + 1 # make sure to mask at least one token.	CODE
MEDIUM	…amples/wav2vec/unsupervised/kaldi_self_train/st/cmd.sh	1	# you can change cmd.sh depending on what type of queue you are using.	COMMENT
MEDIUM	…nsupervised/kaldi_self_train/st/steps_gan/train_sat.sh	15	exit_stage=-100 # you can use this to require it to exit at the	CODE

Modern AI Meta-Vocabulary16 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	infoxlm/fairseq/eval_lm.py	72	# reduce tokens per sample by the required context window size	COMMENT
MEDIUM	infoxlm/fairseq/fairseq_cli/eval_lm.py	72	# reduce tokens per sample by the required context window size	COMMENT
MEDIUM	edgelm/fairseq_cli/eval_lm.py	245	# reduce tokens per sample by the required context window size	COMMENT
MEDIUM	edgelm/examples/MMPT/README.md	86	python locallaunch.py projects/retri/videoclip/test_youcook_zs.yaml --jobtype local_predict # zero-shot evaluation.	CODE
MEDIUM	edgelm/examples/MMPT/mmpt/evaluators/predictor.py	484	# logic of zero-shot for sequence labeling.	COMMENT
MEDIUM	PFPO/data/qwen25math/parser.py	535	# Handle Chinese few-shot multiple choice problem answer extraction	COMMENT
MEDIUM	decoding/GAD/fairseq_cli/eval_lm.py	245	# reduce tokens per sample by the required context window size	COMMENT
MEDIUM	decoding/IAD/fairseq/fairseq_cli/eval_lm.py	245	# reduce tokens per sample by the required context window size	COMMENT
MEDIUM	kosmos-2/fairseq/fairseq/sequence_generator.py	347	if len(img_token_size) == 5: # few-shot setting, [B, K-shot, D(3, 244, 244)]	CODE
MEDIUM	kosmos-2/fairseq/fairseq/sequence_generator.py	888	# elif False: #TODO: skip this for text zero-shot	COMMENT
MEDIUM	kosmos-2/fairseq/fairseq_cli/eval_lm.py	245	# reduce tokens per sample by the required context window size	COMMENT
MEDIUM	kosmos-2/fairseq/examples/MMPT/README.md	86	python locallaunch.py projects/retri/videoclip/test_youcook_zs.yaml --jobtype local_predict # zero-shot evaluation.	CODE
MEDIUM	…s-2/fairseq/examples/MMPT/mmpt/evaluators/predictor.py	484	# logic of zero-shot for sequence labeling.	COMMENT
MEDIUM	kosmos-2/open_clip/README.md	275	### Evaluating hosted pretrained checkpoint on ImageNet zero-shot prediction:	COMMENT
MEDIUM	ReSA/llm/utils/math_utils.py	1060	# Handle Chinese few-shot multiple choice problem answer extraction	COMMENT
MEDIUM	ReSA/scripts/math_utils.py	675	# Handle Chinese few-shot multiple choice problem answer extraction	COMMENT

Dead Code20 hits · 40 pts

Severity	File	Line	Context
MEDIUM	infoxlm/fairseq/fairseq/data/data_utils.py	283	CODE
MEDIUM	infoxlm/fairseq/fairseq/data/data_utils.py	311	CODE
MEDIUM	infoxlm/fairseq/fairseq/data/data_utils.py	313	CODE
MEDIUM	infoxlm/fairseq/fairseq/data/data_utils.py	314	CODE
MEDIUM	edgelm/examples/MMPT/mmpt/processors/dsprocessor.py	509	CODE
MEDIUM	edgelm/examples/MMPT/mmpt/processors/dsprocessor.py	529	CODE
MEDIUM	edgelm/examples/MMPT/mmpt/processors/dsprocessor.py	530	CODE
MEDIUM	edgelm/examples/MMPT/mmpt/processors/dsprocessor.py	533	CODE
MEDIUM	edgelm/examples/MMPT/mmpt/processors/dsprocessor.py	534	CODE
MEDIUM	edgelm/examples/MMPT/mmpt/processors/dsprocessor.py	535	CODE
MEDIUM	edgelm/examples/MMPT/mmpt/processors/dsprocessor.py	536	CODE
MEDIUM	edgelm/examples/MMPT/mmpt/processors/dsprocessor.py	543	CODE
MEDIUM	…2/fairseq/examples/MMPT/mmpt/processors/dsprocessor.py	509	CODE
MEDIUM	…2/fairseq/examples/MMPT/mmpt/processors/dsprocessor.py	529	CODE
MEDIUM	…2/fairseq/examples/MMPT/mmpt/processors/dsprocessor.py	530	CODE
MEDIUM	…2/fairseq/examples/MMPT/mmpt/processors/dsprocessor.py	533	CODE
MEDIUM	…2/fairseq/examples/MMPT/mmpt/processors/dsprocessor.py	534	CODE
MEDIUM	…2/fairseq/examples/MMPT/mmpt/processors/dsprocessor.py	535	CODE
MEDIUM	…2/fairseq/examples/MMPT/mmpt/processors/dsprocessor.py	536	CODE
MEDIUM	…2/fairseq/examples/MMPT/mmpt/processors/dsprocessor.py	543	CODE

Structural Annotation Overuse16 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	vlmo/README.md	43	### Step 1: Vision Pre-Training	COMMENT
LOW	vlmo/README.md	47	### Step 2: Language Pre-Training (VLMo-Base)	COMMENT
LOW	vlmo/README.md	60	### Step 3: Vision-Language Pre-Training (VLMo-Base)	COMMENT
LOW⚡	PFPO/prompts/math/college_math_4shot.txt	65	### Step 1: Substitute $ t = -2 $ into $ p(t) $:	COMMENT
LOW⚡	PFPO/prompts/math/college_math_4shot.txt	70	### Step 2: Simplify the exponent:	COMMENT
LOW⚡	PFPO/prompts/math/college_math_4shot.txt	79	### Step 3: Simplify $ 4^{-3} $:	COMMENT
LOW⚡	PFPO/prompts/math/college_math_4shot.txt	84	### Step 4: Substitute $ 4^{-3} $ into $ p(-2) $:	COMMENT
LOW⚡	PFPO/prompts/math/college_math_4shot.txt	89	### Step 5: Simplify the multiplication:	COMMENT
LOW⚡	PFPO/prompts/math/college_math_4shot.txt	94	### Step 6: Add $ -\frac{1}{32} $ and $ 1 $:	COMMENT
LOW	PFPO/prompts/math/college_math_4shot.txt	116	### Step 1: Factorize where possible	COMMENT
LOW	PFPO/prompts/math/college_math_4shot.txt	127	### Step 2: Simplify common terms	COMMENT
LOW⚡	dit/object_detection/inference.py	43	# Step 1: instantiate config	COMMENT
LOW⚡	dit/object_detection/inference.py	48	# Step 2: add model weights URL to config	COMMENT
LOW⚡	dit/object_detection/inference.py	51	# Step 3: set device	COMMENT
LOW⚡	dit/object_detection/inference.py	55	# Step 4: define model	COMMENT
LOW⚡	dit/object_detection/inference.py	58	# Step 5: run inference	COMMENT

Redundant / Tautological Comments22 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	minilm/examples/run_xnli.py	110	# Check if saved optimizer or scheduler states exist	COMMENT
LOW	minilm/examples/run_xnli.py	152	# Check if continuing training from a checkpoint	COMMENT
LOW	…oxlm/fairseq/fairseq/tasks/multilingual_translation.py	263	# Check if task args are consistant with model args	COMMENT
LOW	edgelm/fairseq/tasks/multilingual_translation.py	314	# Check if task args are consistant with model args	COMMENT
LOW	edgelm/examples/MMPT/mmpt/models/mmfusionnlg.py	807	# Check if we are done so that we can save a pad step if all(done)	COMMENT
LOW	PFPO/post_processors/pattern/tags.py	11	# Check if there's exactly one pair of tags	COMMENT
LOW	PFPO/post_processors/pattern/tags.py	24	# Check if there's exactly one pair of tags	COMMENT
LOW	PFPO/post_processors/pattern/tags.py	37	# Check if there's exactly one pair of tags	COMMENT
LOW	decoding/GAD/fairseq/tasks/multilingual_translation.py	309	# Check if task args are consistant with model args	COMMENT
LOW	…/IAD/fairseq/fairseq/tasks/multilingual_translation.py	309	# Check if task args are consistant with model args	COMMENT
LOW	xtune/src/run_qa.py	797	# Check if saved optimizer or scheduler states exist	COMMENT
LOW	xtune/src/run_qa.py	840	# Check if continuing training from a checkpoint	COMMENT
LOW	xtune/src/run_cls.py	607	# Check if saved optimizer or scheduler states exist	COMMENT
LOW	xtune/src/run_cls.py	649	# Check if continuing training from a checkpoint	COMMENT
LOW	xtune/src/transformers/modeling_bart.py	1171	# Check if were done so that we can save a pad step if all(done)	STRING
LOW	xtune/src/transformers/modeling_tf_utils.py	359	# Check if the models are the same to output loading informations	STRING
LOW	textdiffuser/assets/files/modeling_utils.py	457	# Check if we can handle device_map and dispatching the weights	STRING
LOW	…os-2/fairseq/fairseq/tasks/multilingual_translation.py	314	# Check if task args are consistant with model args	COMMENT
LOW	…mos-2/fairseq/examples/MMPT/mmpt/models/mmfusionnlg.py	807	# Check if we are done so that we can save a pad step if all(done)	COMMENT
LOW	adalm/finetune/run_ner.py	127	# Check if saved optimizer or scheduler states exist	COMMENT
LOW	adalm/finetune/run_pico.py	147	# Check if saved optimizer or scheduler states exist	COMMENT
LOW	ReSA/llm/kernel/tilelang_sparse_decoding.py	466	cache_seqlens[random_index] = max_cache_seqlen # Assign cache_seqlen to ensure at least one occurrence	CODE

Verbosity Indicators5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	dit/object_detection/inference.py	43	# Step 1: instantiate config	COMMENT
LOW⚡	dit/object_detection/inference.py	48	# Step 2: add model weights URL to config	COMMENT
LOW⚡	dit/object_detection/inference.py	51	# Step 3: set device	COMMENT
LOW⚡	dit/object_detection/inference.py	55	# Step 4: define model	COMMENT
LOW⚡	dit/object_detection/inference.py	58	# Step 5: run inference	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	PFPO/data/vllm.py	85	# TODO: Add error processing here (need to remove `get_response` method)	COMMENT
LOW	kosmos-2/infinibatch/test/test_iterators.py	581	# TODO: Add test cases for behavior when source iterators end but item is retrieved	COMMENT

Overly Generic Function Names3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	markuplm/examples/fine_tuning/run_swde/run.py	407	def do_something(train_websites, test_websites, args, config, tokenizer):	STRING
LOW	edgelm/tests/test_roberta.py	104	def helper(self):	CODE
LOW	edgelm/tests/test_roberta.py	113	def helper(self):	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings