vllm-project/vllm-omni

27.8

Adjusted Score

27.8

Raw Score

100%

Time Factor

2026-07-14

Last Push

5.6K

Stars

Python

Language

654.0K

Lines of Code

2.3K

Files

12.5K

Pattern Hits

2026-07-14

Scan Date

0.12

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 6HIGH 281MEDIUM 2063LOW 10158

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 12508 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators1880 hits · 6288 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/metrics/test_transfer.py	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_transfer.py	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_transfer.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_transfer.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_transfer.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_transfer.py	120	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_transfer.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_transfer.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_transfer.py	173	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_transfer.py	175	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/metrics/test_modality.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/metrics/test_modality.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/metrics/test_modality.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/metrics/test_modality.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/metrics/test_modality.py	159	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/metrics/test_modality.py	161	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	72	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	219	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	255	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	257	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	278	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	280	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	305	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	309	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	371	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	378	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	404	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/metrics/test_stat_logger.py	411	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/metrics/test_stat_logger.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/metrics/test_stat_logger.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	450	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	452	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	197	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	199	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	257	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	259	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	478	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	480	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	526	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	528	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ributed/omni_connectors/test_chunk_transfer_adapter.py	949	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	…ributed/omni_connectors/test_chunk_transfer_adapter.py	951	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	…ributed/omni_connectors/test_chunk_transfer_adapter.py	1178	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	…ributed/omni_connectors/test_chunk_transfer_adapter.py	1180	# ---------------------------------------------------------------	COMMENT
MEDIUM	…ributed/omni_connectors/test_chunk_transfer_adapter.py	492	# ---------------------------------------------------------------	COMMENT
MEDIUM	…ributed/omni_connectors/test_chunk_transfer_adapter.py	494	# ---------------------------------------------------------------	COMMENT
MEDIUM	…ributed/omni_connectors/test_chunk_transfer_adapter.py	701	# ---------------------------------------------------------------	COMMENT
MEDIUM	…ributed/omni_connectors/test_chunk_transfer_adapter.py	703	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/distributed/omni_connectors/test_tp_rank_aware.py	98	# ── Key format helper ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/distributed/omni_connectors/test_tp_rank_aware.py	112	# ── Source / target rank mapping ─────────────────────────────────────	COMMENT
MEDIUM⚡	tests/distributed/omni_connectors/test_tp_rank_aware.py	167	# ── _build_rank_aware_recv_keys ──────────────────────────────────────	COMMENT
MEDIUM⚡	tests/distributed/omni_connectors/test_tp_rank_aware.py	438	# ── Merge / slice hooks ──────────────────────────────────────────────	COMMENT
MEDIUM	tests/distributed/omni_connectors/test_tp_rank_aware.py	226	# ── _build_rank_aware_send_keys ──────────────────────────────────────	COMMENT
MEDIUM	tests/distributed/omni_connectors/test_tp_rank_aware.py	247	# ── update_sender_info stores base host/port ─────────────────────────	COMMENT
1820 more matches not shown…

Hyper-Verbose Identifiers5984 hits · 5786 pts

Severity	File	Line	Snippet	Context
LOW	collect_env.py	135	def run_and_parse_first_match(run_lambda, command, regex):	CODE
LOW	collect_env.py	146	def run_and_return_first_line(run_lambda, command):	CODE
LOW	collect_env.py	179	def get_nvidia_driver_version(run_lambda):	CODE
LOW	collect_env.py	318	def summarize_vllm_build_flags():	CODE
LOW	collect_env.py	473	def get_cachingallocator_config():	CODE
LOW	collect_env.py	478	def get_cuda_module_loading_config():	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	87	def extract_pytest_targets_from_line(line: str) -> list[str]:	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	139	def get_pytest_targets_from_step(step: dict) -> list[tuple[str, str]]:	CODE
LOW⚡	tools/nightly/buildkite_testcase_statistics.py	159	def _strip_ignore_clauses_from_args_fragment(fragment: str) -> str:	CODE
LOW⚡	tools/nightly/buildkite_testcase_statistics.py	164	def _strip_test_config_file_clauses_from_args_fragment(fragment: str) -> str:	CODE
LOW⚡	tools/nightly/buildkite_testcase_statistics.py	169	def _pytest_collect_sidecar_args(raw_line: str) -> list[str]:	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	209	def _parse_extra_args_from_line(raw_line: str) -> list[str]:	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	214	def _parse_collect_only_stdout(stdout: str, *, raise_on_empty: bool = True, stderr: str = "") -> list[str]:	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	354	def get_docstring_for_node_id(repo_root: Path, node_id: str) -> str:	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	397	def get_test_file_for_node_id(node_id: str) -> str:	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	219	def _ensure_omni_summary_columns(summary_columns: list[str]) -> list[str]:	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	262	def _default_diffusion_input_dir(input_dir: str) -> str:	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	456	def _parse_diffusion_result_from_filename(filename: str) -> dict[str, Any]:	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	516	def _collect_diffusion_records(diffusion_input_dir: str) -> list[dict[str, Any]]:	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	545	def _process_diffusion_record(record: dict[str, Any]) -> dict[str, Any]:	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	561	def _apply_build_metadata_to_latest_only(	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	599	def _sort_records_for_summary(records: list[dict[str, Any]]) -> list[dict[str, Any]]:	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	608	def _sort_diffusion_records_for_summary(records: list[dict[str, Any]]) -> list[dict[str, Any]]:	CODE
LOW	tools/nightly/generate_nightly_perf_html.py	52	def _default_diffusion_input_dir(input_dir: str) -> str:	CODE
LOW	tools/nightly/generate_nightly_perf_html.py	173	def _parse_diffusion_from_filename(filename: str) -> dict[str, Any]:	CODE
LOW	tools/nightly/generate_nightly_perf_html.py	192	def _iter_diffusion_json_records(input_dir: str) -> Iterable[dict[str, Any]]:	CODE
LOW	tools/nightly/generate_nightly_perf_html.py	248	def _collect_diffusion_records(input_dir: str) -> list[dict[str, Any]]:	CODE
LOW	tools/wan22/assemble_wan22_i2v_diffusers.py	62	def _load_shard_files_from_index(index_file: Path, role: str) -> tuple[Path, ...]:	CODE
LOW	tests/test_version.py	17	def test_version_mismatch_warning():	CODE
LOW	tests/test_version.py	50	def test_warning_contains_version_strings():	CODE
LOW	tests/test_version.py	61	def test_omni_plugin_loader_invokes_vllm_general_plugins_first(monkeypatch):	CODE
LOW⚡	tests/test_speaker_cache.py	43	def test_make_cache_key_namespaces_model_type(self):	CODE
LOW⚡	tests/test_speaker_cache.py	50	def test_make_cache_key_created_at_isolation(self):	CODE
LOW⚡	tests/test_speaker_cache.py	55	def test_make_cache_key_requires_fields(self):	CODE
LOW⚡	tests/test_speaker_cache.py	67	def test_clear_matches_speaker_across_model_types(self, cache):	CODE
LOW⚡	tests/test_speaker_cache.py	76	def test_stale_cache_on_reupload(self, cache):	CODE
LOW⚡	tests/test_speaker_cache.py	86	def test_memory_bytes_ignores_non_tensors(self, cache):	CODE
LOW	tests/test_speaker_cache.py	100	def test_oversize_entry_skipped(self):	CODE
LOW	tests/test_speaker_cache.py	135	def test_empty_speaker_name_raises_error(self, cache):	CODE
LOW	tests/test_speaker_cache.py	139	def test_cpu_storage_verification(self, cache):	CODE
LOW	tests/test_arg_utils.py	22	def test_no_ambiguous_overlap_with_real_engine():	CODE
LOW	tests/test_arg_utils.py	43	def test_internal_blacklist_keys_derived_from_orchestrator():	CODE
LOW	tests/test_generate_nightly_perf_excel.py	28	def test_generate_excel_report_with_perf_templates(tmp_path: Path):	CODE
LOW	tests/test_diffusion_config_fields.py	26	def test_diffusion_stage_configs_only_contain_valid_fields():	CODE
LOW	tests/test_speaker_cache_integration.py	12	def test_delete_propagates_across_model_types(self):	CODE
LOW⚡	tests/test_speaker_cache_integration.py	29	def test_singleton_shared_across_call_sites(self, fresh_speaker_cache):	CODE
LOW⚡	tests/test_speaker_cache_integration.py	39	def test_shutdown_clears_all_entries(self):	CODE
LOW⚡	tests/test_speaker_cache_integration.py	48	def test_stale_cache_protection_delete_then_reupload(self):	CODE
LOW	tests/test_omni_request.py	28	def test_omni_params_are_keyword_only():	CODE
LOW	tests/test_omni_request.py	39	def test_positional_construction_matches_base_request():	CODE
LOW	tests/test_omni_request.py	52	def test_positional_prompt_embeds_does_not_collide():	CODE
LOW	tests/test_omni_request.py	72	def test_keyword_omni_params_round_trip():	CODE
LOW	tests/test_tts_custom_voice_profiles.py	123	def test_custom_voice_profile_file_must_stay_under_manifest_dir(tmp_path):	CODE
LOW	tests/test_tts_custom_voice_profiles.py	135	def test_custom_voice_profiles_drop_stale_provenance_metadata(tmp_path):	CODE
LOW	tests/test_generate_nightly_perf_html.py	21	def test_generate_html_report_with_perf_templates(tmp_path: Path):	CODE
LOW⚡	tests/test_config_factory.py	1953	def test_typed_kwarg_overrides_yaml(self):	CODE
LOW⚡	tests/test_config_factory.py	1957	def test_none_value_skipped_yaml_wins(self):	CODE
LOW⚡	tests/test_config_factory.py	1962	def test_empty_kwargs_yaml_only(self):	CODE
LOW⚡	tests/test_config_factory.py	1967	def test_typed_kwarg_equal_to_dataclass_default_still_overrides(self):	CODE
LOW⚡	tests/test_config_factory.py	1972	def test_per_stage_kwarg_routed_to_correct_stage(self):	CODE
5924 more matches not shown…

Excessive Try-Catch Wrapping1111 hits · 1158 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	39	except Exception as e:	CODE
LOW⚡	setup.py	94	except Exception:	CODE
LOW⚡	setup.py	103	except Exception:	CODE
LOW⚡	setup.py	112	except Exception:	CODE
LOW	setup.py	150	except Exception as e:	CODE
LOW	tools/configure_stage_memory.py	39	except Exception:	CODE
LOW	tools/configure_stage_memory.py	65	except Exception as e:	CODE
MEDIUM	tools/configure_stage_memory.py	317	print(f"Error: {config_path} not found", file=sys.stderr)	STRING
LOW	tools/nightly/send_nightly_email.py	277	except Exception as e:	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	373	except Exception:	CODE
LOW	tools/wan22/assemble_wan22_i2v_diffusers.py	66	except Exception as exc:	CODE
LOW	tests/test_speaker_cache.py	124	except Exception as e:	CODE
MEDIUM	tests/test_speaker_cache.py	119	def worker(tid):	CODE
LOW	tests/test_diffusion_config_fields.py	18	except Exception:	CODE
LOW⚡	tests/core/sched/test_generation_scheduler_restore.py	60	except Exception:	CODE
LOW	tests/core/sched/test_generation_scheduler_restore.py	83	except Exception:	CODE
LOW	tests/comfyui/test_comfyui_integration.py	458	except Exception:	CODE
MEDIUM	tests/comfyui/test_comfyui_integration.py	455	def run_server():	CODE
LOW	tests/ar_diffusion/test_paged_attention.py	62	except Exception:	CODE
LOW	tests/ar_diffusion/test_paged_attention.py	73	except Exception:	CODE
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	409	def worker(rid, data):	CODE
MEDIUM	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	620	def producer_worker(rid, tensor):	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	74	except Exception:	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	123	except Exception as exc:	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	156	except Exception as exc:	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	415	except Exception as e:	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	569	except Exception as e:	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	631	except Exception as e:	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	664	except Exception as e:	CODE
LOW⚡	…ributed/omni_connectors/test_chunk_transfer_adapter.py	552	except Exception as e:	CODE
LOW⚡	…ributed/omni_connectors/test_chunk_transfer_adapter.py	561	except Exception as e:	CODE
LOW	…mni_connectors/test_mooncake_transfer_engine_buffer.py	78	except Exception as e:	CODE
MEDIUM	…mni_connectors/test_mooncake_transfer_engine_buffer.py	72	def worker(worker_id):	CODE
LOW	…ributed/omni_connectors/test_omni_connector_configs.py	65	except Exception as e:	CODE
LOW	tests/model_executor/helpers.py	54	except Exception:	CODE
LOW	…s/model_executor/models/glm_image/test_glm_image_ar.py	146	except Exception:	CODE
LOW	…l_executor/models/qwen3_tts/test_cuda_graph_decoder.py	32	except Exception:	CODE
LOW	tests/diffusion/test_diffusion_streaming_output.py	86	except Exception as exc:	CODE
LOW	tests/diffusion/test_diffusion_streaming_output.py	204	except Exception:	CODE
MEDIUM	tests/diffusion/test_diffusion_streaming_output.py	83	def step_streaming(self, request):	CODE
LOW	…iffusion/offloader/test_diffusion_layerwise_offload.py	124	except Exception:	CODE
LOW	tests/diffusion/offloader/test_diffusion_cpu_offload.py	124	except Exception:	CODE
LOW	tests/diffusion/attention/test_flash_attn.py	309	except Exception as e:	CODE
LOW	tests/diffusion/attention/test_flash_attn.py	318	except Exception as e:	CODE
LOW	tests/diffusion/distributed/test_comm.py	399	except Exception as e:	CODE
LOW	…s/diffusion/distributed/test_vae_decode_parallelism.py	68	except Exception:	CODE
LOW	…s/hunyuan_image3/test_hunyuan_image3_it2i_ar_format.py	114	except Exception:	CODE
LOW⚡	tests/diffusion/batching/test_diffusion_batching.py	514	except Exception as e:	CODE
LOW	tests/diffusion/batching/test_diffusion_batching.py	338	except Exception as e:	CODE
LOW	tests/diffusion/batching/test_diffusion_batching.py	378	except Exception as e:	CODE
LOW	tests/diffusion/batching/test_diffusion_batching.py	480	except Exception as e:	CODE
LOW	…ts/dreamzero/upstream/test_openpi_e2e_source_parity.py	51	except Exception: # pragma: no cover - guarded by pytest skip below	CODE
LOW	…ts/dreamzero/upstream/test_openpi_e2e_source_parity.py	258	except Exception as exc: # pragma: no cover - retry path	CODE
LOW	tests/dreamzero/upstream/openpi_test_client_ar.py	256	except Exception as e:	CODE
LOW	tests/dfx/conftest.py	31	except Exception as e:	CODE
LOW	tests/dfx/conftest.py	218	except Exception as exc: # noqa: BLE001	CODE
MEDIUM	tests/dfx/reliability/test_reliability_voxcpm2.py	270	def test_reliability_fault_process_kill_request_failure(	CODE
LOW⚡	tests/dfx/reliability/test_reliability_voxcpm2.py	173	except Exception: # noqa: BLE001	CODE
LOW⚡	tests/dfx/reliability/test_reliability_voxcpm2.py	187	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/dfx/reliability/test_reliability_voxcpm2.py	215	except Exception as exc:	CODE
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Unused Imports1209 hits · 1157 pts

Severity	File	Line	Context
LOW	tools/configure_stage_memory.py	19	CODE
LOW	tools/nightly/send_nightly_email.py	9	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	19	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	7	CODE
LOW	tools/nightly/generate_nightly_perf_html.py	7	CODE
LOW	tools/wan22/assemble_wan22_i2v_diffusers.py	22	CODE
LOW	tests/conftest.py	9	CODE
LOW	tests/test_arg_utils.py	6	CODE
LOW	tests/metrics/test_stats.py	1	CODE
LOW	tests/metrics/test_prometheus.py	1	CODE
LOW	tests/metrics/test_transfer.py	1	CODE
LOW	tests/metrics/test_modality.py	1	CODE
LOW	tests/metrics/test_stat_logger.py	1	CODE
LOW	tests/platforms/npu/test_310p_patches.py	9	CODE
LOW	tests/platforms/npu/quant/test_kv_quant_npu.py	10	CODE
LOW	tests/platforms/npu/quant/test_kv_quant_npu.py	55	CODE
LOW	…sched/test_omni_scheduler_input_coordinator_cleanup.py	1	CODE
LOW	…sched/test_omni_generation_scheduler_update_session.py	9	CODE
LOW	…sched/test_omni_generation_scheduler_update_session.py	18	CODE
LOW	tests/core/sched/test_omni_scheduling_coordinator.py	9	CODE
LOW	tests/core/sched/test_omni_scheduler_mixin_timeouts.py	13	CODE
LOW	…ched/test_omni_ar_scheduler_unified_decode_deferral.py	1	CODE
LOW	tests/core/sched/test_omni_ar_scheduler_streaming.py	3	CODE
LOW	tests/core/sched/test_omni_ar_scheduler_streaming.py	12	CODE
LOW	…ore/sched/test_omni_scheduler_finish_requests_purge.py	17	CODE
LOW	tests/ar_diffusion/test_paged_attention.py	4	CODE
LOW	tests/config/test_omni_config.py	5	CODE
LOW	tests/config/composable_parallel/test_translator.py	5	CODE
LOW	…config/composable_parallel/test_factory_integration.py	5	CODE
LOW	…sts/config/composable_parallel/test_strategy_loader.py	5	CODE
LOW	tests/config/composable_parallel/test_spec_types.py	5	CODE
LOW	tests/config/composable_parallel/test_apply.py	5	CODE
LOW	tests/model_executor/helpers.py	27	CODE
LOW	tests/model_executor/models/registry.py	10	CODE
LOW	…sts/model_executor/models/test_encoder_quant_config.py	18	CODE
LOW	…_executor/models/voxcpm2/test_talker_state_eviction.py	5	CODE
LOW	…tor/models/cosyvoice3/test_cosyvoice3_model_helpers.py	4	CODE
LOW	…model_executor/models/omnivoice/test_triton_kernels.py	11	CODE
LOW	…executor/models/omnivoice/test_cuda_graph_generator.py	17	CODE
LOW	tests/model_executor/models/omnivoice/test_decoder.py	15	CODE
LOW	…cutor/models/omnivoice/test_nonverbal_tags_tokenize.py	1	CODE
LOW	…del_executor/models/ming_flash_omni/test_talker_cfm.py	3	CODE
LOW	…executor/models/ming_flash_omni/test_talker_modules.py	3	CODE
LOW	…cutor/models/dynin_omni/test_dynin_omni_token2audio.py	1	CODE
LOW	…executor/models/qwen3_tts/test_code_predictor_dtype.py	12	CODE
LOW	…ecutor/models/moss_tts/test_talker_logits_processor.py	5	CODE
LOW	…del_executor/models/moss_tts/test_per_request_codes.py	20	CODE
LOW	…sts/model_executor/models/minicpmo_4_5/test_llm2tts.py	20	CODE
LOW	…ts/model_executor/models/minicpmo_4_5/test_pipeline.py	16	CODE
LOW	…del_executor/models/voxtral_tts/test_tts_preprocess.py	18	CODE
LOW	…tor/models/voxtral_tts/test_audio_tokenizer_parsing.py	28	CODE
LOW	…executor/quantization/test_modelopt_nvfp4_nan_clamp.py	31	CODE
LOW	…_input_processors/test_qwen3_omni_streaming_helpers.py	5	CODE
LOW	…e_input_processors/test_qwen2_5_omni_thinker2talker.py	12	CODE
LOW	tests/plugin/test_gguf_diffusion.py	14	CODE
LOW	tests/diffusion/test_inline_stage_diffusion_client.py	1	CODE
LOW	tests/diffusion/test_diffusion_engine_metrics.py	10	CODE
LOW	tests/diffusion/test_diffusion_engine_rpc_routing.py	20	CODE
LOW	tests/diffusion/test_diffusion_output_metadata.py	4	CODE
LOW	tests/diffusion/test_diffusion_output_formatter.py	4	CODE
1149 more matches not shown…

Deep Nesting721 hits · 612 pts

Severity	File	Line	Context
LOW	collect_env.py	187	CODE
LOW	collect_env.py	356	CODE
LOW	setup.py	43	CODE
LOW	setup.py	123	CODE
LOW	tools/configure_stage_memory.py	192	CODE
LOW	tools/nightly/send_nightly_email.py	211	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	295	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	354	CODE
LOW	tools/nightly/buildkite_testcase_statistics.py	408	CODE
LOW	tools/nightly/generate_nightly_perf_excel.py	727	CODE
LOW	tools/nightly/generate_nightly_perf_html.py	192	CODE
LOW	tests/test_data_entry_keys.py	135	CODE
LOW	tests/comfyui/test_comfyui_integration.py	302	CODE
LOW	tests/comfyui/test_comfyui_integration.py	303	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	39	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	79	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	367	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	604	CODE
LOW	…/omni_connectors/test_mooncake_transfer_engine_rdma.py	637	CODE
LOW	tests/model_executor/models/test_omni_processing.py	162	CODE
LOW	…el_executor/models/qwen2_5_omni/test_weight_loading.py	7	CODE
LOW	tests/model_tests/diffusion/test_common_online.py	32	CODE
LOW	tests/model_tests/diffusion/test_common_offline.py	25	CODE
LOW	tests/diffusion/test_multiproc_engine_concurrency.py	100	CODE
LOW	tests/diffusion/test_multiproc_engine_concurrency.py	105	CODE
LOW	tests/diffusion/test_diffusion_engine_metrics.py	42	CODE
LOW	tests/diffusion/test_diffusion_step_pipeline.py	414	CODE
LOW	tests/diffusion/attention/test_ulysses_uaa.py	40	CODE
LOW	tests/diffusion/quantization/test_fp8_config.py	336	CODE
LOW	tests/diffusion/quantization/test_quantization_fp8.py	191	CODE
LOW	tests/diffusion/batching/test_diffusion_batching.py	284	CODE
LOW	…/diffusion/diffusion_backend/test_diffusers_backend.py	147	CODE
LOW	tests/dfx/conftest.py	296	CODE
LOW	tests/dfx/stability/helpers.py	32	CODE
LOW	tests/dfx/stability/helpers.py	65	CODE
LOW	tests/dfx/stability/helpers.py	145	CODE
LOW	tests/dfx/stability/helpers.py	168	CODE
LOW	tests/dfx/stability/helpers.py	221	CODE
LOW	tests/dfx/reliability/test_reliability_qwen3_omni.py	780	CODE
LOW	tests/dfx/reliability/test_reliability_wan22.py	395	CODE
LOW	tests/dfx/reliability/helpers.py	245	CODE
LOW	…bility/invalid_param_test/test_invalid_audio_speech.py	668	CODE
LOW	…liability/invalid_param_test/test_invalid_omni_chat.py	42	CODE
LOW	tests/dfx/perf/tests/test_runner_metadata.py	10	CODE
LOW	tests/dfx/perf/scripts/run_benchmark.py	158	CODE
LOW	tests/dfx/perf/scripts/run_diffusion_benchmark.py	48	CODE
LOW	tests/dfx/perf/scripts/run_diffusion_benchmark.py	154	CODE
LOW	tests/dfx/perf/scripts/run_diffusion_benchmark.py	226	CODE
LOW	tests/dfx/perf/scripts/run_diffusion_benchmark.py	249	CODE
LOW	tests/dfx/perf/scripts/run_diffusion_benchmark.py	743	CODE
LOW	…sts/entrypoints/openai_api/test_qwen3_tts_websocket.py	36	CODE
LOW	…/e2e/offline_inference/test_mammoth_moda2_expansion.py	110	CODE
LOW	…sts/e2e/offline_inference/test_dynin_omni_expansion.py	207	CODE
LOW	…/e2e/offline_inference/rlhf_test/test_verl_omni_e2e.py	150	CODE
LOW	…ce/custom_pipeline/qwen_image_pipeline_with_logprob.py	113	CODE
LOW	tests/e2e/accuracy/test_hunyuan_image3.py	283	CODE
LOW	…2e/online_serving/test_qwen_image_layered_expansion.py	126	CODE
LOW	tests/engine/test_async_omni_engine_abort.py	68	CODE
LOW	tests/helpers/mark.py	106	CODE
LOW	tests/helpers/assertions.py	64	CODE
661 more matches not shown…

Cross-Language Confusion108 hits · 605 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tools/nightly/buildkite_testcase_statistics.py	848	const fileName = (fileDetail.dataset.testFile \|\| fileDetail.textContent \|\| "").toLowerCase();	CODE
HIGH⚡	tools/nightly/buildkite_testcase_statistics.py	849	const pathOk = !query \|\| fileName.includes(query);	CODE
HIGH⚡	tools/nightly/buildkite_testcase_statistics.py	854	const matched = pathOk && anyRowVisible;	CODE
HIGH	tools/nightly/generate_nightly_perf_excel.py	120	# and max_concurrency (null); leave those as-is. If they become float in the future, they are	COMMENT
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	648	if (value === null \|\| value === undefined) return "";	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	648	if (value === null \|\| value === undefined) return "";	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	658	const items = new Set(arr.filter(v => v !== null && v !== undefined && String(v).trim() !== ""));	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	663	if (v === null \|\| v === undefined) return null;	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	663	if (v === null \|\| v === undefined) return null;	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	664	if (typeof v === "number") return Number.isFinite(v) ? v : null;	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	666	if (!s \|\| s.toLowerCase() === "inf") return null;	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	666	if (!s \|\| s.toLowerCase() === "inf") return null;	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	668	return Number.isFinite(n) ? n : null;	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	1005	if (x < padLeft \|\| x > padLeft + innerW \|\| y < padTop \|\| y > padTop + innerH) {{	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	1012	let best = null;	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	1018	if (!best \|\| dist < best.dist) {{	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	1027	.filter(([, value]) => value !== null && value !== undefined && String(value).trim() !== "")	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	1179	if (filters.model && String(row[filters.modelKey] \|\| "") !== filters.model) return false;	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	1180	if (filters.testName && String(row.test_name \|\| "") !== filters.testName) return false;	CODE
HIGH⚡	tools/nightly/generate_nightly_perf_html.py	1181	if (filters.datasetName && String(row[filters.datasetKey] \|\| "") !== filters.datasetName) return false;	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	704	row.max_concurrency !== undefined && row.max_concurrency !== null ? `c${{row.max_concurrency}}` : "",	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	705	row.num_prompts !== undefined && row.num_prompts !== null ? `p${{row.num_prompts}}` : "",	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	720	row.max_concurrency !== undefined && row.max_concurrency !== null ? `c${{row.max_concurrency}}` : "",	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	721	row.num_prompts !== undefined && row.num_prompts !== null ? `p${{row.num_prompts}}` : "",	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	733	const raw = value === null \|\| value === undefined ? "" : String(value);	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	786	if (previous && values.map((v) => String(v)).includes(String(previous))) {{	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	871	if (display.title && display.title !== display.text) {{	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	890	const dpr = window.devicePixelRatio \|\| 1;	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	912	xLabels.push(p.x);	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1057	.filter((value) => value !== null && value !== undefined && String(value).trim() !== "")	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1062	if (y === null) return;	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1074	seriesByKey.get(key).points.push({{ x: dateStr, y, meta }});	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1100	if (latest && latest.date) {{	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1101	lines.push(`date: <code>${{escapeHtml(formatDate(latest.date))}}</code>`);	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1112	lines.push(`${{escapeHtml(keyName)}}: <code>${{escapeHtml(String(latest[keyName]))}}</code>`);	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1116	if (value) lines.push(`${{escapeHtml(metric)}}: <code>${{value}}</code>`);	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1134	if (!r \|\| r.width < 10 \|\| r.height < 10) return;	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1194	if (filters.backend && String(row[filters.backendKey] \|\| "") !== filters.backend) return false;	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1211	const values = rows.map((row) => toNumber(row[key])).filter((v) => v !== null);	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1400	if (extraKey && extraInput && !extraInput.value.trim()) {{	CODE
HIGH	tools/nightly/generate_nightly_perf_html.py	1412	const latest = filteredAsc[filteredAsc.length - 1] \|\| null;	CODE
HIGH⚡	tests/ar_diffusion/test_slot_mapping.py	58	Every slot for the in-flight chunk must land inside a real (non-null) block	STRING
HIGH	tests/dfx/stability/scripts/generate_report.py	305	charts.push(new Chart(canvas, {{	CODE
HIGH	tests/entrypoints/test_stream_finish_reason.py	235	"""text+audio: text finish sends finish_reason=null, audio sends stop."""	STRING
HIGH	tests/entrypoints/openai_api/test_serving_speech.py	2756	'{"error":{"message":"engine dead","type":"InternalServerError","param":null,'	CODE
HIGH	…s/entrypoints/openai_api/test_serving_speech_stream.py	287	# Real-time audio chunk (timestamps null), then the timestamp frame.	COMMENT
HIGH⚡	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	55	this.buf = null;	CODE
HIGH⚡	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	60	if (e.data && e.data.type === 'clear') {	CODE
HIGH⚡	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	61	this.queue = []; this.buf = null; this.pos = 0; this.played = 0;	CODE
HIGH⚡	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	182	if (mTtfp && st.ttfp != null) mTtfp.textContent = st.ttfp.toFixed(0) + 'ms';	CODE
HIGH⚡	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	182	if (mTtfp && st.ttfp != null) mTtfp.textContent = st.ttfp.toFixed(0) + 'ms';	CODE
HIGH⚡	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	185	if (dur > 0 && elapsed > 0) {{	CODE
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	73	this.queue.push(mono);	CODE
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	79	if (!this.buf \|\| this.pos >= this.buf.length) {	CODE
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	141	let ctx = null, node = null, abort = null, gen = false, st = {{}};	CODE
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	171	const elapsed = (fin && st.streamEnd ? (st.streamEnd - st.t0) : (performance.now() - st.t0)) / 1000;	CODE
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	228	st = {{ t0: null, chunks: 0, samples: 0, ttfp: null }};	CODE
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	274	if (st.ttfp == null) st.ttfp = performance.now() - st.t0;	CODE
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	623	js="(p) => { if (p && p.trim()) { const d = JSON.parse(p); delete d._nonce; window.ttsGenerate(d); } return	STRING
HIGH⚡	…s/online_serving/text_to_speech/voxcpm2/gradio_demo.py	42	this.buf = null;	CODE
48 more matches not shown…

Cross-File Repetition120 hits · 600 pts

Severity	File	Line	Snippet	Context
HIGH	…buted/omni_connectors/test_bagel_mooncake_connector.py	0	validate that image pixels match expected reference values. args: image: the pil image to validate. reference_pixels: li	STRING
HIGH	…/omni_connectors/test_bagel_shared_memory_connector.py	0	validate that image pixels match expected reference values. args: image: the pil image to validate. reference_pixels: li	STRING
HIGH	…line_inference/test_sensenova_u1_text2img_expansion.py	0	validate that image pixels match expected reference values. args: image: the pil image to validate. reference_pixels: li	STRING
HIGH	…fline_inference/test_sensenova_u1_img2img_expansion.py	0	validate that image pixels match expected reference values. args: image: the pil image to validate. reference_pixels: li	STRING
HIGH	…s/e2e/offline_inference/test_qwen2_5_omni_expansion.py	0	test audio and text input processing and text/audio output generation via openai api. deploy setting: default yaml input	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_customvoice.py	0	test audio and text input processing and text/audio output generation via openai api. deploy setting: default yaml input	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_base.py	0	test audio and text input processing and text/audio output generation via openai api. deploy setting: default yaml input	STRING
HIGH	tests/e2e/online_serving/test_qwen2_5_omni_expansion.py	0	test audio and text input processing and text/audio output generation via openai api. deploy setting: default yaml input	STRING
HIGH	tests/e2e/online_serving/test_qwen3_omni.py	0	test audio and text input processing and text/audio output generation via openai api. deploy setting: default yaml input	STRING
HIGH	docs/contributing/ci/CI_5levels.md	0	test audio and text input processing and text/audio output generation via openai api. deploy setting: default yaml input	STRING
HIGH	docs/contributing/ci/tests_style.md	0	test audio and text input processing and text/audio output generation via openai api. deploy setting: default yaml input	STRING
HIGH	tests/e2e/online_serving/test_mimo_audio_expansion.py	0	test audio and text input processing and text/audio output generation via openai api. deploy setting: default yaml input	STRING
HIGH	tests/e2e/online_serving/test_wan22_t2v.py	0	return a single default ``omniserverparams`` row (no extra ``server_args``).	STRING
HIGH	tests/e2e/online_serving/test_qwen_image.py	0	return a single default ``omniserverparams`` row (no extra ``server_args``).	STRING
HIGH	tests/e2e/online_serving/test_qwen_image_layered.py	0	return a single default ``omniserverparams`` row (no extra ``server_args``).	STRING
HIGH	…ts/e2e/online_serving/test_qwen3_tts_base_expansion.py	0	e2e online tests for qwen3-tts model with text input and audio output. these tests verify the /v1/audio/speech endpoint	STRING
HIGH	…online_serving/test_qwen3_tts_customvoice_expansion.py	0	e2e online tests for qwen3-tts model with text input and audio output. these tests verify the /v1/audio/speech endpoint	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_customvoice.py	0	e2e online tests for qwen3-tts model with text input and audio output. these tests verify the /v1/audio/speech endpoint	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_base.py	0	e2e online tests for qwen3-tts model with text input and audio output. these tests verify the /v1/audio/speech endpoint	STRING
HIGH	…ts/e2e/online_serving/test_qwen3_tts_base_expansion.py	0	text prompt for text-to-audio tests (same as test_qwen3_omni - beijing test case).	STRING
HIGH	…online_serving/test_qwen3_tts_customvoice_expansion.py	0	text prompt for text-to-audio tests (same as test_qwen3_omni - beijing test case).	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_customvoice.py	0	text prompt for text-to-audio tests (same as test_qwen3_omni - beijing test case).	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_base.py	0	text prompt for text-to-audio tests (same as test_qwen3_omni - beijing test case).	STRING
HIGH	…ts/e2e/online_serving/test_qwen3_tts_base_expansion.py	0	batch size for concurrent requests (same as test_qwen3_omni).	STRING
HIGH	…online_serving/test_qwen3_tts_customvoice_expansion.py	0	batch size for concurrent requests (same as test_qwen3_omni).	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_customvoice.py	0	batch size for concurrent requests (same as test_qwen3_omni).	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_base.py	0	batch size for concurrent requests (same as test_qwen3_omni).	STRING
HIGH	…ts/e2e/online_serving/test_qwen3_tts_base_expansion.py	0	test text input processing and audio output via openai api. deploy setting: default yaml input modal: text output modal:	STRING
HIGH	…online_serving/test_qwen3_tts_customvoice_expansion.py	0	test text input processing and audio output via openai api. deploy setting: default yaml input modal: text output modal:	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_customvoice.py	0	test text input processing and audio output via openai api. deploy setting: default yaml input modal: text output modal:	STRING
HIGH	tests/e2e/online_serving/test_qwen3_tts_base.py	0	test text input processing and audio output via openai api. deploy setting: default yaml input modal: text output modal:	STRING
HIGH	tests/e2e/online_serving/test_qwen2_5_omni_expansion.py	0	test text input processing and text-only output generation via openai api. deploy setting: default yaml input modal: tex	STRING
HIGH	tests/e2e/online_serving/test_qwen3_omni.py	0	test text input processing and text-only output generation via openai api. deploy setting: default yaml input modal: tex	STRING
HIGH	tests/e2e/online_serving/test_mimo_audio_expansion.py	0	test text input processing and text-only output generation via openai api. deploy setting: default yaml input modal: tex	STRING
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	0	<div id="tts-player"> <div style="display:flex; align-items:center; gap:10px;"> <div id="tts-status-dot" style="width:10	STRING
HIGH	…online_serving/text_to_speech/qwen3_tts/gradio_demo.py	0	<div id="tts-player"> <div style="display:flex; align-items:center; gap:10px;"> <div id="tts-status-dot" style="width:10	STRING
HIGH	…s/online_serving/text_to_speech/voxcpm2/gradio_demo.py	0	<div id="tts-player"> <div style="display:flex; align-items:center; gap:10px;"> <div id="tts-status-dot" style="width:10	STRING
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	0	<script> const sr = {sample_rate}; const wc = {json.dumps(worklet_js)}; let ctx = null, node = null, abort = null, gen =	STRING
HIGH	…s/online_serving/text_to_speech/voxcpm2/gradio_demo.py	0	<script> const sr = {sample_rate}; const wc = {json.dumps(worklet_js)}; let ctx = null, node = null, abort = null, gen =	STRING
HIGH	…online_serving/text_to_speech/qwen3_tts/gradio_demo.py	0	<script> const sr = {sample_rate}; const wc = {json.dumps(worklet_js)}; let ctx = null, node = null, abort = null, gen =	STRING
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	0	encode gradio audio input (sample_rate, numpy_array) to base64 data url.	STRING
HIGH	…s/online_serving/text_to_speech/glm_tts/gradio_demo.py	0	encode gradio audio input (sample_rate, numpy_array) to base64 data url.	STRING
HIGH	…line_serving/text_to_speech/fish_speech/gradio_demo.py	0	encode gradio audio input (sample_rate, numpy_array) to base64 data url.	STRING
HIGH	…/online_serving/text_to_speech/qwen3_tts/tts_common.py	0	encode gradio audio input (sample_rate, numpy_array) to base64 data url.	STRING
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	0	#generate-btn button { width: 100%; } #streaming-player { border: 1px solid var(--border-color-primary) !important; bord	STRING
HIGH	…s/online_serving/text_to_speech/voxcpm2/gradio_demo.py	0	#generate-btn button { width: 100%; } #streaming-player { border: 1px solid var(--border-color-primary) !important; bord	STRING
HIGH	…online_serving/text_to_speech/qwen3_tts/gradio_demo.py	0	#generate-btn button { width: 100%; } #streaming-player { border: 1px solid var(--border-color-primary) !important; bord	STRING
HIGH	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	0	<div style="text-align:center; padding:8px 0; margin-top:4px;"> <a href="https://github.com/vllm-project/vllm-omni" targ	STRING
HIGH	…s/online_serving/text_to_speech/voxcpm2/gradio_demo.py	0	<div style="text-align:center; padding:8px 0; margin-top:4px;"> <a href="https://github.com/vllm-project/vllm-omni" targ	STRING
HIGH	…online_serving/text_to_speech/qwen3_tts/gradio_demo.py	0	<div style="text-align:center; padding:8px 0; margin-top:4px;"> <a href="https://github.com/vllm-project/vllm-omni" targ	STRING
HIGH	benchmarks/glm_image/benchmark_glm_image.py	0	return path to prompt.json, downloading from huggingface if needed.	STRING
HIGH	benchmarks/glm_image/vllm-omni/inference.py	0	return path to prompt.json, downloading from huggingface if needed.	STRING
HIGH	benchmarks/glm_image/huggingface/inference.py	0	return path to prompt.json, downloading from huggingface if needed.	STRING
HIGH	…model_executor/models/hunyuan_image3/hunyuan_image3.py	0	embeds scalar timesteps into vector representations.	STRING
HIGH	…odels/indextts2/s2mel/modules/diffusion_transformer.py	0	embeds scalar timesteps into vector representations.	STRING
HIGH	…on/models/hunyuan_image3/hunyuan_image3_transformer.py	0	embeds scalar timesteps into vector representations.	STRING
HIGH	vllm_omni/diffusion/models/bagel/bagel_transformer.py	0	embeds scalar timesteps into vector representations.	STRING
HIGH	…m_omni/diffusion/models/cosmos3/transformer_cosmos3.py	0	embeds scalar timesteps into vector representations.	STRING
HIGH	…lm_omni/model_executor/models/cosyvoice3/cosyvoice3.py	0	return the language model for upstream moe detection.	STRING
HIGH	…del_executor/models/ming_flash_omni/ming_flash_omni.py	0	return the language model for upstream moe detection.	STRING
60 more matches not shown…

Modern Structural Boilerplate349 hits · 350 pts

Severity	File	Line	Snippet	Context
LOW	tools/nightly/generate_nightly_perf_excel.py	753	def _set_column_width(ws, columns: Sequence[str], col_name: str, width: int) -> None:	CODE
LOW	tests/model_tests/diffusion/utils.py	10	logger = logging.getLogger(__name__)	CODE
LOW⚡	tests/diffusion/test_diffusion_step_pipeline.py	64	def _update_environment_variables(envs_dict: dict[str, str]) -> None:	CODE
LOW	tests/diffusion/test_diffusion_step_pipeline.py	729	def set_active_adapter(self, adapter, scale: float = 1.0) -> None:	CODE
LOW	tests/diffusion/offloader/test_layerwise_backend.py	48	def _set_dist_env(*, rank: int, world_size: int, master_port: int) -> None:	CODE
LOW	tests/diffusion/attention/test_ulysses_uaa.py	32	def _set_dist_env(*, rank: int, world_size: int, master_port: int) -> None:	CODE
LOW	tests/diffusion/distributed/test_ulysses_uaa_perf.py	42	def _set_dist_env(*, rank: int, world_size: int, master_port: int) -> None:	CODE
LOW⚡	tests/diffusion/distributed/test_pipeline_parallel.py	34	def update_environment_variables(envs_dict: dict[str, str]) -> None:	CODE
LOW⚡	tests/diffusion/distributed/test_pipeline_parallel.py	303	def _set_rank(monkeypatch, world_size: int, first_stage: bool) -> None:	CODE
LOW	tests/diffusion/models/wan2_2/conftest.py	36	def set_timesteps(self, num_steps: int, device: torch.device) -> None:	CODE
LOW	…diffusion/models/wan2_2/test_wan22_pipeline_diffuse.py	35	def set_timesteps(self, num_steps: int, device: torch.device) -> None:	CODE
LOW	tests/diffusion/models/cosmos3/test_cosmos3_pipeline.py	50	def set_timesteps(self, num_steps: int, device: torch.device) -> None:	CODE
LOW	tests/dfx/reliability/helpers.py	34	logger = logging.getLogger(__name__)	CODE
LOW	…/entrypoints/openai_api/test_serving_audio_generate.py	26	logger = logging.getLogger(__name__)	CODE
LOW	tests/entrypoints/openai_api/test_serving_speech.py	52	logger = logging.getLogger(__name__)	CODE
LOW	…/e2e/offline_inference/rlhf_test/test_verl_omni_e2e.py	61	logger = logging.getLogger(__name__)	CODE
LOW	tests/e2e/offline_inference/custom_pipeline/__init__.py	11	__all__ = [	CODE
LOW⚡	…/offline_inference/custom_pipeline/worker_extension.py	35	logger = logging.getLogger(__name__)	CODE
LOW⚡	…/offline_inference/custom_pipeline/worker_extension.py	43	def set_death_signal() -> None:	CODE
LOW	tests/engine/test_orchestrator_stage_input_bridge.py	58	def set_engine_outputs(self, _outputs) -> None:	CODE
LOW	tests/engine/test_orchestrator.py	99	def set_engine_outputs(self, outputs) -> None:	CODE
LOW	tests/engine/test_orchestrator.py	195	def update_scheduler_stats(self, _scheduler_stats) -> None:	CODE
LOW	tests/helpers/media.py	26	logger = logging.getLogger(__name__)	CODE
LOW	tests/helpers/media.py	696	__all__ = [	CODE
LOW	tests/helpers/env.py	264	__all__ = [	CODE
LOW	tests/helpers/assertions.py	880	__all__ = [	CODE
LOW	tests/helpers/runtime.py	585	def _set_stage_device_env(self, stage_id: int, env: dict[str, str], devices: str, replica_id: int = 0) -> None:	CODE
LOW	tests/helpers/runtime.py	2930	__all__ = [	CODE
LOW	tests/helpers/stage_config.py	720	__all__ = [	CODE
LOW	…ence/custom_pipeline/image_to_image/custom_pipeline.py	12	logger = logging.getLogger(__name__)	CODE
LOW⚡	…es/offline_inference/qwen3_omni/end2end_async_chunk.py	46	logger = logging.getLogger(__name__)	CODE
LOW	…es/offline_inference/text_to_speech/glm_tts/end2end.py	48	logger = logging.getLogger(__name__)	CODE
LOW	…ffline_inference/text_to_speech/fish_speech/end2end.py	38	logger = logging.getLogger(__name__)	CODE
LOW	…/offline_inference/text_to_speech/qwen3_tts/end2end.py	21	logger = logging.getLogger(__name__)	CODE
LOW	…ffline_inference/text_to_speech/voxtral_tts/end2end.py	35	logger = logging.getLogger(__name__)	CODE
LOW	…e_serving/step_audio2/openai_chat_completion_client.py	34	logger = logging.getLogger(__name__)	CODE
LOW⚡	…ne_serving/text_to_speech/moss_tts_nano/gradio_demo.py	38	logger = logging.getLogger(__name__)	CODE
LOW⚡	…s/online_serving/text_to_speech/voxcpm2/gradio_demo.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…rving/text_to_speech/qwen3_tts/word_timestamps_demo.py	47	logger = logging.getLogger(__name__)	CODE
LOW⚡	…online_serving/text_to_speech/qwen3_tts/gradio_demo.py	45	logger = logging.getLogger(__name__)	CODE
LOW⚡	benchmarks/kernels/mot_linear_benchmarks.py	56	logger = logging.getLogger(__name__)	CODE
LOW	benchmarks/diffusion/diffusion_benchmark_serving.py	112	logger = logging.getLogger(__name__)	CODE
LOW	benchmarks/accuracy/image_to_image/gedit_bench.py	41	logger = logging.getLogger(__name__)	CODE
LOW	vllm_omni/version.py	51	__all__ = ["__version__", "__version_tuple__"]	CODE
LOW	vllm_omni/__init__.py	53	__all__ = [	CODE
LOW⚡	vllm_omni/metrics/definitions.py	21	logger = logging.getLogger(__name__)	CODE
LOW	vllm_omni/metrics/__init__.py	5	__all__ = [	CODE
LOW	vllm_omni/metrics/prometheus.py	58	def set_running(self, n: int) -> None:	CODE
LOW	vllm_omni/metrics/prometheus.py	63	def set_waiting(self, n: int) -> None:	CODE
LOW	vllm_omni/experimental/fullduplex/__init__.py	8	__all__ = [	CODE
LOW	vllm_omni/experimental/fullduplex/joyvl/__init__.py	12	__all__ = [	CODE
LOW	vllm_omni/experimental/ar_diffusion/__init__.py	12	__all__ = ["ARDiffusionEngine"]	CODE
LOW	…lm_omni/experimental/ar_diffusion/kv_cache/__init__.py	38	__all__ = [	CODE
LOW	…/experimental/ar_diffusion/kv_cache/paged_attention.py	21	def set_current_paged_kv_cache(kv_cache: Any) -> None:	CODE
LOW⚡	vllm_omni/platforms/interface.py	194	def set_device_control_env_var(cls, devices: str \| int \| None) -> None:	CODE
LOW	vllm_omni/platforms/__init__.py	17	logger = logging.getLogger(__name__)	CODE
LOW	vllm_omni/platforms/__init__.py	200	__all__ = [	CODE
LOW	vllm_omni/platforms/cuda/__init__.py	6	__all__ = ["CudaOmniPlatform"]	CODE
LOW	vllm_omni/platforms/xpu/__init__.py	6	__all__ = ["XPUOmniPlatform"]	CODE
LOW	vllm_omni/platforms/npu/__init__.py	6	__all__ = ["NPUOmniPlatform"]	CODE
289 more matches not shown…

Over-Commented Block281 hits · 266 pts

Severity	File	Line	Snippet	Context
LOW	tools/nightly/run_nightly_jobs.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/nightly/run_nightly_jobs.sh	21	# function — label has neither "Perf Test" nor "Accuracy Test" (incl. Doc, Multi-Replica, etc.)	COMMENT
LOW	tools/nightly/run_nightly_jobs.sh	41	# From repo root: pytest -s -v tests/dfx/stability/scripts/test_stability_*.py	COMMENT
LOW	tools/pre_commit/check_pickle_imports.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/attention/test_fish_kvcache_attn.py	261		COMMENT
LOW	tests/model_executor/models/voxcpm2/__init__.py	1	# SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	tests/model_executor/models/minicpmo_4_5/__init__.py	1	# SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	tests/model_tests/diffusion/model_settings.py	1	from tests.model_tests.diffusion import diff_model_builders	COMMENT
LOW	…s/hunyuan_image3/test_hunyuan_image3_it2i_ar_format.py	61	# it kept skipping because instantiating	COMMENT
LOW	tests/diffusion/models/hunyuan_video/__init__.py	1	# SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	tests/diffusion/models/cosmos3/__init__.py	1	# SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	tests/diffusion/quantization/__init__.py	1	# SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	tests/diffusion/quantization/test_mxfp4_config.py	361	# Row-parallel (to_out, ffn.net_2): input is sharded (K/TP), output is full (N).	COMMENT
LOW	tests/gr00t/__init__.py	1	# SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	tests/dfx/stability/scripts/resource_monitor.sh	1	#!/bin/bash	COMMENT
LOW	tests/e2e/offline_inference/run_quantization_e2e.sh	1	#!/bin/bash	COMMENT
LOW	requirements/common.txt	1	# Common dependencies for all platforms	COMMENT
LOW	docs/contributing/ci/tests_style.md	301		COMMENT
LOW	docs/contributing/ci/tests_style.md	321	Test multi-modal input processing and text/audio output generation via OpenAI API.	COMMENT
LOW	docs/contributing/ci/tests_style.md	341	# IMAGE DATA - Generate synthetic image for testing	COMMENT
LOW	examples/offline_inference/lance/gradio_demo.py	41	# canonical (W, H) via:	COMMENT
LOW	examples/offline_inference/lance/gradio_demo.py	1021	)	COMMENT
LOW	…_inference/qwen3_omni/run_single_prompt_async_chunk.sh	1	#!/bin/bash	COMMENT
LOW	…ine_inference/qwen2_5_omni/strategy_stage_replica.yaml	1	# Composable-parallel strategy for Qwen2.5-Omni.	COMMENT
LOW	…mples/offline_inference/qwen2_5_omni/strategy_tp2.yaml	1	# Composable-parallel strategy for Qwen2.5-Omni: tensor-parallel the thinker.	COMMENT
LOW	…s/offline_inference/text_to_speech/moss_tts/end2end.py	161	gc.collect()	COMMENT
LOW	…ples/online_serving/dreamzero/droid_sim_eval_client.py	61	except ImportError as exc: # pragma: no cover - runtime dependency guard	COMMENT
LOW	…/online_serving/joyvl_interaction/scripts/start_all.sh	1	#!/bin/bash	COMMENT
LOW	…amples/online_serving/text_to_video/run_server_ltx2.sh	1	#!/bin/bash	COMMENT
LOW	…ne_serving/text_to_speech/higgs_audio_v2/run_server.sh	1	#!/bin/bash	COMMENT
LOW	…ne_serving/text_to_speech/qwen3_tts/run_gradio_demo.sh	1	#!/bin/bash	COMMENT
LOW	benchmarks/kernels/mot_linear_benchmarks.py	321	# Mask predicate calculation, TMA state machine, etc.	COMMENT
LOW	.buildkite/pipeline-npu-a3.yaml	1	# steps:	COMMENT
LOW	.buildkite/pipeline-npu-a3.yaml	21	# vault.hashicorp.com/agent-inject-template-ca.pem: "{{- with secret \"internal/data/ascend/buildkitd\" -}	COMMENT
LOW	.buildkite/pipeline-npu-a3.yaml	41	# path: token	COMMENT
LOW	.buildkite/pipeline-npu-a3.yaml	61	# tar -xzf /tmp/buildkit.tar.gz -C /tmp/buildkit	COMMENT
LOW	.buildkite/pipeline-npu-a3.yaml	81	# echo "$${IMAGE_REGISTRY}/$${IMAGE_NAME}:$${VLLM_IMAGE_TAG}"	COMMENT
LOW	.buildkite/pipeline-npu-a3.yaml	101	# build.pull_request.labels includes "omni-test" \|\|	COMMENT
LOW	.buildkite/test-nightly.yml	401	# commands:	COMMENT
LOW	.buildkite/test-nightly.yml	421	# value: /root/.cache/huggingface	COMMENT
LOW	.buildkite/test-amd-merge.yml	121		COMMENT
LOW	.buildkite/test-amd-merge.yml	201	# mirror_hardwares: [amdproduction]	COMMENT
LOW	.buildkite/test-amd-merge.yml	221		COMMENT
LOW	.buildkite/test-amd-ready.yaml	121	timeout 40m bash -c "	COMMENT
LOW	.buildkite/test-amd-ready.yaml	181	- \|	COMMENT
LOW	.buildkite/test-amd-ready.yaml	201	# agent_pool: mi325_1	COMMENT
LOW	.buildkite/test-amd-ready.yaml	221	# - export VLLM_WORKER_MULTIPROC_METHOD=spawn	COMMENT
LOW	.buildkite/scripts/docker_login_ecr_public.sh	1	#!/bin/bash	COMMENT
LOW	.buildkite/scripts/hardware_ci/run-amd-test.sh	41		COMMENT
LOW	vllm_omni/patch.py	21	from vllm_omni.engine import OmniEngineCoreOutput, OmniEngineCoreOutputs, OmniEngineCoreRequest	COMMENT
LOW	vllm_omni/patch.py	41	# original vLLM implementation unchanged.	COMMENT
LOW	vllm_omni/patch.py	81	# =============================================================================	COMMENT
LOW	vllm_omni/patch.py	101	# vLLM's own PWAL contains an in-place `masked_fill_` against `weight_scale`	COMMENT
LOW	vllm_omni/patch.py	141	# weight_scale may have been cast to bf16/fp16 by the Marlin path, in	COMMENT
LOW	vllm_omni/patch.py	181	# without guarding for the import-failure / escape-hatch branches below.	COMMENT
LOW	vllm_omni/patch.py	221	# collisions aside, future PWALs may legitimately reference `weight_scale`	COMMENT
LOW	vllm_omni/patch.py	421		COMMENT
LOW	vllm_omni/metrics/stat_logger.py	101	self._engine_label_index = -1	COMMENT
LOW	vllm_omni/metrics/stat_logger.py	141		COMMENT
LOW	vllm_omni/tokenizers/mammoth_moda2_tokenizer.py	1	# Copyright (c) 2025 Bytedance Ltd. and/or its affiliates	COMMENT
221 more matches not shown…

AI Structural Patterns283 hits · 262 pts

Severity	File	Line	Context
LOW	tests/distributed/omni_connectors/test_tp_rank_aware.py	41	CODE
LOW	…stage_input_processors/test_fish_speech_async_chunk.py	14	CODE
LOW	tests/diffusion/attention/test_attention_sp.py	115	CODE
LOW	…ffusion/models/hunyuan_image3/test_multi_resolution.py	564	CODE
LOW	tests/diffusion/quantization/test_quantization_fp8.py	112	CODE
LOW	…/diffusion/diffusion_backend/test_diffusers_backend.py	379	CODE
LOW	tests/profile/test_omni_torch_profiler.py	40	CODE
LOW	…ce/custom_pipeline/qwen_image_pipeline_with_logprob.py	214	CODE
LOW	…_inference/custom_pipeline/flow_match_sde_scheduler.py	45	CODE
LOW	tests/engine/test_orchestrator.py	51	CODE
LOW	…les/offline_inference/mimo_audio/process_speechdata.py	131	CODE
LOW	…line_inference/text_to_speech/moss_tts_nano/end2end.py	52	CODE
LOW	examples/online_serving/lance/openai_chat_client.py	17	CODE
LOW	…es/online_serving/image_to_image/openai_chat_client.py	31	CODE
LOW	…les/online_serving/text_to_image/openai_chat_client.py	17	CODE
LOW	benchmarks/accuracy/common.py	141	CODE
LOW	benchmarks/accuracy/image_to_image/gedit_bench.py	419	CODE
LOW	vllm_omni/tokenizers/mammoth_moda2_tokenizer.py	103	CODE
LOW	vllm_omni/experimental/fullduplex/joyvl/memory/brain.py	21	CODE
LOW	…_omni/experimental/fullduplex/joyvl/decision/policy.py	26	CODE
LOW	vllm_omni/platforms/npu/worker/npu_model_runner.py	51	CODE
LOW	…ni/platforms/npu/worker/npu_generation_model_runner.py	591	CODE
LOW	…m_omni/model_executor/models/voxcpm2/minicpm4_paged.py	123	CODE
LOW	…model_executor/models/hunyuan_image3/hunyuan_image3.py	2189	CODE
LOW	vllm_omni/model_executor/models/cosyvoice3/utils.py	23	CODE
LOW	…/model_executor/models/cosyvoice3/code2wav_core/cfm.py	228	CODE
LOW	…el_executor/models/cosyvoice3/code2wav_core/hifigan.py	378	CODE
LOW	…el_executor/models/cosyvoice3/code2wav_core/hifigan.py	578	CODE
LOW	…el_executor/models/cosyvoice3/code2wav_core/hifigan.py	821	CODE
LOW	vllm_omni/model_executor/models/glm_tts/glm_tts_dit.py	436	CODE
LOW	vllm_omni/model_executor/models/glm_tts/glm_tts_dit.py	646	CODE
LOW	…i/model_executor/models/glm_tts/glm_tts_dit_wrapper.py	565	CODE
LOW	…m_omni/model_executor/models/glm_image/glm_image_ar.py	1800	CODE
LOW	…ecutor/models/fish_speech/configuration_fish_speech.py	23	CODE
LOW	…ecutor/models/fish_speech/configuration_fish_speech.py	77	CODE
LOW	…odel_executor/models/mimo_audio/mimo_audio_code2wav.py	997	CODE
LOW	…executor/models/mimo_audio/modeling_audio_tokenizer.py	1135	CODE
LOW	…executor/models/mimo_audio/modeling_audio_tokenizer.py	1176	CODE
LOW	…lm_omni/model_executor/models/mimo_audio/mimo_audio.py	766	CODE
LOW	…/model_executor/models/mimo_audio/config_mimo_audio.py	17	CODE
LOW	…/model_executor/models/mimo_audio/config_mimo_audio.py	122	CODE
LOW	…omni/model_executor/models/ming_tts/config_ming_tts.py	110	CODE
LOW	…omni/model_executor/models/ming_tts/prompt_assembly.py	257	CODE
LOW	…/model_executor/models/dynin_omni/dynin_omni_common.py	1139	CODE
LOW	…/models/higgs_audio_v2/configuration_higgs_audio_v2.py	42	CODE
LOW	…lm_omni/model_executor/models/common/ming/audio_vae.py	19	CODE
LOW	vllm_omni/model_executor/models/covo_audio/token2wav.py	160	CODE
LOW	vllm_omni/model_executor/models/covo_audio/token2wav.py	219	CODE
LOW	vllm_omni/model_executor/models/covo_audio/token2wav.py	326	CODE
LOW	vllm_omni/model_executor/models/covo_audio/token2wav.py	410	CODE
LOW	…del_executor/models/indextts2/gpt/conformer_encoder.py	277	CODE
LOW	…del_executor/models/indextts2/gpt/conformer_encoder.py	351	CODE
LOW	…cutor/models/indextts2/utils/maskgct/repcodec_model.py	26	CODE
LOW	…odel_executor/models/indextts2/utils/campplus/dtdnn.py	54	CODE
LOW	…del_executor/models/indextts2/utils/campplus/layers.py	221	CODE
LOW	…del_executor/models/indextts2/s2mel/modules/encodec.py	72	CODE
LOW	…tor/models/indextts2/s2mel/modules/length_regulator.py	32	CODE
LOW	…cutor/models/indextts2/s2mel/modules/gpt_fast/model.py	178	CODE
LOW	…l_executor/models/qwen3_tts/configuration_qwen3_tts.py	49	CODE
LOW	…l_executor/models/qwen3_tts/configuration_qwen3_tts.py	192	CODE
223 more matches not shown…

Docstring Block Structure52 hits · 260 pts

Severity	File	Line	Snippet	Context
HIGH	…buted/omni_connectors/test_bagel_mooncake_connector.py	130	Generate an image using Bagel model with configured parameters. Args: omni: The Omni instance to use for ge	STRING
HIGH	…/omni_connectors/test_bagel_shared_memory_connector.py	158	Generate an image using Bagel model with img2img pipeline. Args: omni: The Omni instance to use for generat	STRING
HIGH	…line_inference/test_sensenova_u1_text2img_expansion.py	118	Generate an image using SenseNova-U1 model with configured parameters. Args: omni: The Omni instance to use	STRING
HIGH	…fline_inference/test_sensenova_u1_img2img_expansion.py	123	Generate an edited image using SenseNova-U1 model with img2img pipeline. Args: omni: The Omni instance to u	STRING
HIGH	vllm_omni/distributed/omni_coordinator/load_balancer.py	47	Route a task to one of the available replicas. Args: task: The task to route. Not used by the rando	STRING
HIGH	vllm_omni/config/composable_parallel/apply.py	220	Overlay per-role strategy specs onto a merged stage list. Args: stages: the ``list[StageConfig]`` returned	STRING
HIGH	vllm_omni/model_executor/models/cosyvoice3/utils.py	253	Make mask tensor containing indices of padded part. See description of make_non_pad_mask. Args: length	STRING
HIGH	…m_omni/model_executor/models/indextts2/utils/common.py	66	Make mask tensor containing indices of padded part. See description of make_non_pad_mask. Args: length	STRING
HIGH	…model_executor/models/qwen3_tts/qwen3_tts_tokenizer.py	68	Initialize tokenizer with HuggingFace `from_pretrained` style. Args: pretrained_model_name	STRING
HIGH	vllm_omni/utils/forced_aligner.py	120	Run one forced-alignment pass. Args: audio: Signed-int16 little-endian mono PCM bytes. text: Ground	STRING
HIGH	vllm_omni/diffusion/registry.py	353	Initialize a diffusion model from the registry. This function: 1. Loads the model class from the registry 2	STRING
HIGH	vllm_omni/diffusion/data.py	830	Find an available port with retry logic. Args: port: Initial port to check por	STRING
HIGH	vllm_omni/diffusion/attention/backends/registry.py	121	Register or override a diffusion backend implementation. Args: backend: The DiffusionAttentionBackendEnum m	STRING
HIGH	vllm_omni/diffusion/cache/selector.py	12	Get cache backend instance based on cache_backend string. This is a selector function that routes to the appropriat	STRING
HIGH	vllm_omni/diffusion/cache/teacache/extractors.py	1307	Get extractor function for given transformer class. This function looks up the extractor based on the exact tr	STRING
HIGH	…omni/diffusion/cache/teacache/coefficient_estimator.py	221	Estimate polynomial coefficients from collected data. Args: poly_order: Order of polynomial fit (de	STRING
HIGH	vllm_omni/diffusion/cache/magcache/strategy.py	473	Get strategy function for given transformer class. This function looks up the strategy based on the exact transform	STRING
HIGH	vllm_omni/diffusion/distributed/sp_sharding.py	32	Shard a tensor along the specified dimension for sequence parallelism. The tensor is split into world_size chunks a	STRING
HIGH	vllm_omni/diffusion/distributed/parallel_state.py	552	Initialize sequence-parallel Ulysses and Ring process groups. This builds sequence-parallel (SP) subgroups ins	STRING
HIGH	…on/models/hunyuan_image3/hunyuan_image3_transformer.py	2980	The call function to the pipeline for generation. Args: prompt (`str` or `List[str]`):	STRING
HIGH	…ni/diffusion/models/glm_image/glm_image_transformer.py	64	Validate GLM-Image TP constraints without requiring a distributed context. Args: dim: Model hidden dimensio	STRING
HIGH	…ni/diffusion/models/glm_image/glm_image_transformer.py	428	Get cache for a specific layer. Args: layer_idx: Index of the layer (0-indexed). Returns:	STRING
HIGH	…lm_omni/diffusion/models/omnigen2/pipeline_omnigen2.py	817	Get prompt embeddings from the Qwen2 text encoder. Args: prompt: The prompt or list of pro	STRING
HIGH	…on/models/gr00t/dataio/state_action/action_chunking.py	131	Convert a relative action chunking to an absolute action chunking by applying the relative poses on top	STRING
HIGH	…on/models/gr00t/dataio/state_action/action_chunking.py	168	Convert action chunking to the specified action format. Must be implemented by subclasses. Arg	STRING
HIGH	…on/models/gr00t/dataio/state_action/action_chunking.py	259	Interpolate the joint action chunking to generate intermediate configurations. Uses linear interpolati	STRING
HIGH	…on/models/gr00t/dataio/state_action/action_chunking.py	338	Convert a relative joint action chunking to an absolute action chunking by adding the relative joint po	STRING
HIGH	…on/models/gr00t/dataio/state_action/action_chunking.py	373	Convert trajectory to the desired format. Args: action_format: The desired output format	STRING
HIGH	…on/models/gr00t/dataio/state_action/action_chunking.py	479	Interpolate the action chunking to generate intermediate poses. Uses linear interpolation for translat	STRING
HIGH	…on/models/gr00t/dataio/state_action/action_chunking.py	635	Convert trajectory to the desired format. Args: action_format: The desired output format	STRING
HIGH	…mni/diffusion/models/gr00t/dataio/state_action/pose.py	101	Compute relative transformation between two poses. For EndEffectorPose: Computes the relative transfor	STRING
HIGH	…mni/diffusion/models/gr00t/dataio/state_action/pose.py	243	Compute relative joint displacement. Args: other: Reference joint pose Returns:	STRING
HIGH	…ls/gr00t/dataio/state_action/state_action_processor.py	227	Reverse state processing (denormalization). Args: state: Dict mapping joint_group -> proce	STRING
HIGH	…ls/gr00t/dataio/state_action/state_action_processor.py	286	Apply action processing (absolute->relative conversion, normalization). Processing order: 1. C	STRING
HIGH	…ls/gr00t/dataio/state_action/state_action_processor.py	373	Reverse action processing (denormalization, relative->absolute conversion). Processing order:	STRING
HIGH	…iffusion/models/ernie_image/ernie_image_transformer.py	60	Validate ErnieImage TP constraints without requiring a distributed context. Args: heads: Number of attentio	STRING
HIGH	vllm_omni/diffusion/hooks/sequence_parallel.py	80	Get a parameter value from args or kwargs by name. Args: identifier: The parameter name to look up.	STRING
HIGH	vllm_omni/diffusion/hooks/sequence_parallel.py	538	Get a submodule by dotted name, supporting wildcards. Args: model: The root module. name: Dotted pa	STRING
HIGH	vllm_omni/diffusion/worker/diffusion_worker.py	1227	Execute a method on the worker. Args: method: Method name (str) or serialized callable (by	STRING
HIGH	vllm_omni/entrypoints/async_omni.py	277	Generate outputs for the given prompt(s) asynchronously. Coordinates multi-stage pipeline execution. Processes	STRING
HIGH	vllm_omni/entrypoints/utils.py	84	Filter dict-like object by removing callables and recursively converting values. Converts dict-like objects to regu	STRING
HIGH	vllm_omni/entrypoints/utils.py	235	Resolve the stage config file path from the model name. Resolves stage configuration path based on the model type a	STRING
HIGH	vllm_omni/entrypoints/openai/image_api_utils.py	21	Parse size string to width and height tuple. Args: size_str: Size in format "WIDTHxHEIGHT" (e.g., "1024x102	STRING
HIGH	vllm_omni/entrypoints/openai/api_server.py	1239	Generate speech audio from text using the loaded TTS model. Args: request: Speech synthesis request in Open	STRING
HIGH	vllm_omni/entrypoints/openai/api_server.py	1713	Generate images from text prompts using diffusion models. OpenAI DALL-E compatible endpoint for text-to-image gener	STRING
HIGH	vllm_omni/entrypoints/openai/api_server.py	3197	Retrieve metadata for a previously created video job. Args: video_id: Identifier returned by ``POST /v1/vid	STRING
HIGH	vllm_omni/entrypoints/openai/api_server.py	3225	Delete a stored video job and any generated output. If the job is still queued or running, this endpoint first atte	STRING
HIGH	vllm_omni/entrypoints/openai/api_server.py	3277	Download the generated file for a completed video job. Args: video_id: Identifier of the video job whose ou	STRING
HIGH	vllm_omni/outputs/__init__.py	355	Unwrap result from omni.generate() to get the final OmniRequestOutput. This static helper handles the full unwr	STRING
HIGH	…ps/ComfyUI-vLLM-Omni/comfyui_vllm_omni/utils/format.py	29	Convert base64-encoded image to ComfyUI image tensor. Args: base64_str: Base64-encoded image string	STRING
HIGH	…ps/ComfyUI-vLLM-Omni/comfyui_vllm_omni/utils/format.py	67	Convert ComfyUI image tensor to PNG BytesIO for multipart upload. This function converts a ComfyUI IMAGE tenso	STRING
HIGH	…ps/ComfyUI-vLLM-Omni/comfyui_vllm_omni/utils/format.py	107	Convert ComfyUI image tensor to base64-encoded image string. Args: tensor: ComfyUI IMAGE tensor with s	STRING

Structural Annotation Overuse133 hits · 218 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/core/sched/test_generation_scheduler_restore.py	52	# Step 1: process_pending_chunks moves req-B out	COMMENT
LOW⚡	tests/core/sched/test_generation_scheduler_restore.py	57	# Step 2: simulate the try/except/finally pattern	COMMENT
LOW⚡	tests/core/sched/test_generation_scheduler_restore.py	66	# Step 3: verify request is restored	COMMENT
LOW	tests/diffusion/attention/test_attention_sp.py	208	# Step 1: Run without SP (baseline with ulysses_degree=1, ring_degree=1)	COMMENT
LOW	tests/diffusion/attention/test_attention_sp.py	235	# Step 2: Run with SP enabled	COMMENT
LOW	tests/diffusion/attention/test_attention_sp.py	262	# Step 3: Verify input consistency and compare outputs	COMMENT
LOW	tests/dreamzero/upstream/openpi_test_client_ar.py	305	# Step 0: initial single frame	COMMENT
LOW⚡	tests/e2e/offline_inference/test_moss_tts_realtime.py	162	# Step 1: locate the realtime processor module in the snapshot.	COMMENT
LOW⚡	tests/e2e/offline_inference/test_moss_tts_realtime.py	187	# Step 2: encode the reference audio clip via MOSS-Audio-Tokenizer.	COMMENT
LOW	tests/e2e/offline_inference/test_moss_tts_realtime.py	205	# Step 3: build the (L, 17) prefill grid.	COMMENT
LOW⚡	…ence/custom_pipeline/test_async_omni_collective_rpc.py	130	# Step 1: list_loras (the call that was crashing)	COMMENT
LOW⚡	…ence/custom_pipeline/test_async_omni_collective_rpc.py	134	# Step 2: generate (should still work after list_loras)	COMMENT
LOW⚡	.claude/skills/vllm-omni-test/SKILL.md	31	### Step 1: Classify Test Goal	COMMENT
LOW⚡	.claude/skills/vllm-omni-test/SKILL.md	37	### Step 2: Select Test Level	COMMENT
LOW⚡	.claude/skills/vllm-omni-test/SKILL.md	45	### Step 3: Pick Markers	COMMENT
LOW	.claude/skills/vllm-omni-test/SKILL.md	91	### Step 4: Generate Test Case Skeleton	COMMENT
LOW	.claude/skills/vllm-omni-test/SKILL.md	622	### Step 5: Wire Buildkite (when CI must run the new test)	COMMENT
LOW	.claude/skills/vllm-omni-test/SKILL.md	824	### Step 6: Run Tests	COMMENT
LOW	.claude/skills/vllm-omni-test/SKILL.md	851	### Step 7: Validate Result Quality	COMMENT
LOW	.claude/skills/precheck-pr/SKILL.md	21	### Step 1: Detect Base Branch	COMMENT
LOW	.claude/skills/precheck-pr/SKILL.md	31	### Step 2: Validate PR Title	COMMENT
LOW	.claude/skills/precheck-pr/SKILL.md	50	### Step 3: Categorize the PR	COMMENT
LOW	.claude/skills/precheck-pr/SKILL.md	62	### Step 4: Run Checklist	COMMENT
LOW	.claude/skills/precheck-pr/SKILL.md	68	### Step 5: Print Report	COMMENT
LOW	.claude/skills/add-diffusion-model/SKILL.md	21	## Step 0: Classify the Migration Path	COMMENT
LOW	.claude/skills/add-diffusion-model/SKILL.md	263	### Step 4: Register Model in registry.py	COMMENT
LOW	.claude/skills/add-diffusion-model/SKILL.md	283	### Step 5: Run, Test, Debug	COMMENT
LOW⚡	.claude/skills/add-diffusion-model/SKILL.md	301	### Step 6: Add Example Scripts	COMMENT
LOW⚡	.claude/skills/add-diffusion-model/SKILL.md	308	### Step 7: Update Documentation	COMMENT
LOW⚡	.claude/skills/add-diffusion-model/SKILL.md	318	### Step 8: Add E2E Tests	COMMENT
LOW	.claude/skills/add-diffusion-model/SKILL.md	349	### Step 9: Add Cache-DiT Acceleration	COMMENT
LOW	.claude/skills/add-diffusion-model/SKILL.md	452	### Step 10: Add Parallelism Support	COMMENT
LOW	.claude/skills/add-diffusion-model/SKILL.md	570	### Step 11: Add CPU Offload Support	COMMENT
LOW	.claude/skills/add-diffusion-model/SKILL.md	601	### Step 12: Performance Profiling	COMMENT
LOW	…add-diffusion-model/references/parallelism-patterns.md	186	#### Step 1: Identify module boundaries	COMMENT
LOW	…add-diffusion-model/references/parallelism-patterns.md	208	#### Step 2: Handle inline operations	COMMENT
LOW	…add-diffusion-model/references/parallelism-patterns.md	227	#### Step 3: Write `_sp_plan`	COMMENT
LOW	.claude/skills/vllm-omni-npu-upgrade/SKILL.md	120	### Step 1: Preparation	COMMENT
LOW	.claude/skills/vllm-omni-npu-upgrade/SKILL.md	137	### Step 2: Analyze Omni-Specific Logic	COMMENT
LOW	.claude/skills/vllm-omni-npu-upgrade/SKILL.md	151	### Step 3: Update Base Class (OmniNPUModelRunner)	COMMENT
LOW	.claude/skills/vllm-omni-npu-upgrade/SKILL.md	173	### Step 4: Update AR Model Runner	COMMENT
LOW	.claude/skills/vllm-omni-npu-upgrade/SKILL.md	188	### Step 5: Update Generation Model Runner	COMMENT
LOW	.claude/skills/vllm-omni-npu-upgrade/SKILL.md	205	### Step 6: Update Imports	COMMENT
LOW	.claude/skills/vllm-omni-npu-upgrade/SKILL.md	226	### Step 7: Sync GPU-Side Omni Changes	COMMENT
LOW	.claude/skills/vllm-omni-npu-upgrade/SKILL.md	238	### Step 8: Validation	COMMENT
LOW	docs/design/feature/cfg_parallel.md	84	### Step 1: Inherit `CFGParallelMixin`	COMMENT
LOW	docs/design/feature/cfg_parallel.md	123	### Step 2: Call `diffuse`	COMMENT
LOW	docs/design/feature/tensor_parallel.md	46	### Step 1: Identify Linear Layers	COMMENT
LOW	docs/design/feature/tensor_parallel.md	54	### Step 2: Replace Linear Layers with Parallel Equivalents	COMMENT
LOW	docs/design/feature/tensor_parallel.md	148	### Step 3: Validate TP Constraints	COMMENT
LOW	docs/design/feature/pipeline_parallel.md	97	### Step 1: Inherit `PipelineParallelMixin` and `CFGParallelMixin`	COMMENT
LOW	docs/design/feature/pipeline_parallel.md	123	### Step 2: Make model forward and `predict_noise()` PP-aware	COMMENT
LOW	docs/design/feature/pipeline_parallel.md	159	### Step 3: Partition the transformer layers	COMMENT
LOW	docs/design/feature/pipeline_parallel.md	235	### Step 4: Use the standard denoising contract	COMMENT
LOW	docs/design/feature/hsdp.md	44	### Step 1: Identify Modules to Shard	COMMENT
LOW	docs/design/feature/hsdp.md	55	### Step 2: Define Shard Conditions	COMMENT
LOW	docs/design/feature/sequence_parallel.md	122	### Step 1: Understand Module Boundaries	COMMENT
LOW	docs/design/feature/sequence_parallel.md	145	### Step 2: Handle Inline Operations	COMMENT
LOW	docs/design/feature/sequence_parallel.md	191	### Step 3: Write `_sp_plan` for Your Model	COMMENT
LOW	docs/design/feature/expert_parallel.md	59	### Step 1: Configure Expert Parallelism Settings	COMMENT
73 more matches not shown…

Self-Referential Comments51 hits · 145 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_config_factory.py	624	# Create the model	COMMENT
MEDIUM	tests/test_config_factory.py	657	# Create the model	COMMENT
MEDIUM	tests/test_config_factory.py	693	# Create a config with the autodetected type, and write the	COMMENT
MEDIUM	…ributed/omni_connectors/test_omni_connector_configs.py	18	# This file is 4 levels deep from root if we count from tests?	COMMENT
MEDIUM	…s/model_executor/models/glm_image/test_glm_image_ar.py	133	# Create a mock for the parent parse_mm_data	COMMENT
MEDIUM	tests/diffusion/test_worker_wrapper_base.py	469	# Create a mock worker class with re_init_pipeline	COMMENT
MEDIUM	tests/diffusion/cache/test_cache_backends.py	247	# Create a cache config with an scm policy & enable it	COMMENT
MEDIUM	…iffusion/distributed/test_autoencoder_kl_wan_encode.py	220	# Create a simple task with 2 temporal chunks	COMMENT
MEDIUM⚡	tests/diffusion/distributed/test_sp_plan_hooks.py	517	# Create a test tensor	COMMENT
MEDIUM	tests/diffusion/distributed/test_sp_plan_hooks.py	534	# Create a test tensor with [text, image] concatenated	COMMENT
MEDIUM⚡	…n/models/wan2_2/test_wan22_quant_config_propagation.py	202	# Create a fake module that has WanRMS_norm	COMMENT
MEDIUM	tests/diffusion/models/ltx2/test_ltx2_3_pipeline.py	515	# Create a minimal od_config mock	COMMENT
MEDIUM	…fusion/models/glm_image/test_glm_image_quantization.py	544	# Create a minimal mock od_config	COMMENT
MEDIUM	tests/diffusion/quantization/test_hsdp_fp8.py	45	# Create the quant-method instance without calling __init__ (avoids	COMMENT
MEDIUM⚡	tests/entrypoints/openai_api/test_serving_speech.py	744	# Create a TTS stage	COMMENT
MEDIUM	tests/entrypoints/openai_api/test_serving_speech.py	488	# Create a file larger than 10MB	COMMENT
MEDIUM	tests/entrypoints/openai_api/test_image_server.py	97	# Create a simple test image	COMMENT
MEDIUM	tests/worker/test_omni_gpu_model_runner.py	140	# Create an instance without calling OmniGPUModelRunner.__init__	COMMENT
MEDIUM	tests/engine/test_arg_utils.py	111	# Create a vLLM ModelConfig	COMMENT
MEDIUM	tests/engine/test_arg_utils.py	114	# Create a mock talking config with a dummy value for position_id_per_seconds	COMMENT
MEDIUM	docs/mkdocs/hooks/generate_examples.py	376	# Create the EXAMPLE_DOC_DIR if it doesn't exist	COMMENT
MEDIUM	.buildkite/scripts/hardware_ci/run-amd-test.sh	28	# Define the threshold	COMMENT
MEDIUM⚡	…ctors/connectors/mooncake_transfer_engine_connector.py	303	# Create a socket to determine the local IP used for external communication	COMMENT
MEDIUM	…del_executor/models/fish_speech/fish_speech_fast_ar.py	532	# Create a seeded generator for deterministic residual codebook sampling.	COMMENT
MEDIUM	…odel_executor/models/mimo_audio/mimo_audio_code2wav.py	1019	# Create an all-zero logits tensor (sampler will choose the first token, usually pad token)	COMMENT
MEDIUM	…_tts/tokenizer_25hz/modeling_qwen3_tts_tokenizer_v1.py	210	"""This class implements an attentive statistic pooling layer for each channel.	STRING
MEDIUM	…_tts/tokenizer_12hz/modeling_qwen3_tts_tokenizer_v2.py	591	# Create the masks	STRING
MEDIUM	…lm_omni/model_executor/models/qwen3_omni/qwen3_omni.py	136	# Create a new vllm_config with thinker_config as the hf_config	COMMENT
MEDIUM	…lm_omni/model_executor/models/qwen3_omni/qwen3_omni.py	169	# Create a new vllm_config with talker_config as the hf_config	COMMENT
MEDIUM	…lm_omni/model_executor/models/qwen3_omni/qwen3_omni.py	204	# Create a new vllm_config with code2wav_config as the hf_config	COMMENT
MEDIUM	…el_executor/models/qwen3_omni/qwen3_omni_moe_talker.py	359	# Create a vllm_config for the talker's text model	COMMENT
MEDIUM	…executor/models/qwen2_5_omni/qwen2_5_omni_token2wav.py	168	"""This class implements an attentive statistic pooling layer for each channel.	STRING
MEDIUM	…_executor/models/minicpmo_4_5/minicpmo_4_5_omni_llm.py	4147	# Create a sequence tensor of shape (batch_size, max_seq_len)	COMMENT
MEDIUM	vllm_omni/diffusion/layers/mot/ops/mot_gemm.py	228	# Initialize VAE variables first and overwrite for Text	COMMENT
MEDIUM	vllm_omni/diffusion/cache/cache_dit_backend.py	1054	# Initialize base class with normalized config	COMMENT
MEDIUM	vllm_omni/diffusion/distributed/comm.py	251	# Create a contiguous buffer for receiving	COMMENT
MEDIUM	vllm_omni/diffusion/utils/kv_utils.py	32	# Create the boolean mask for the input sequences	COMMENT
MEDIUM	…on/models/hunyuan_image3/hunyuan_image3_transformer.py	730	# This class is just for type hinting purposes. Attribute `i` should be defined	COMMENT
MEDIUM	…diffusion/models/dreamid_omni/pipeline_dreamid_omni.py	206	# Create a new image with the target size and place the resized image in the center	COMMENT
MEDIUM	…iffusion/models/qwen_image/autoencoder_kl_qwenimage.py	347	# Create the components	STRING
MEDIUM	…mni/diffusion/models/nextstep_1_1/modeling_flux_vae.py	295	# Create a config-like object for compatibility	COMMENT
MEDIUM	…on/models/gr00t/dataio/state_action/action_chunking.py	203	# Create a joint action chunking	STRING
MEDIUM	…on/models/gr00t/dataio/state_action/action_chunking.py	399	# Create an end-effector action chunking	STRING
MEDIUM	…mni/diffusion/models/gr00t/dataio/state_action/pose.py	172	# Create a 6-DOF joint configuration	STRING
MEDIUM	vllm_omni/diffusion/hooks/sequence_parallel.py	5	# This module is adapted from HuggingFace diffusers library:	COMMENT
MEDIUM	vllm_omni/diffusion/worker/diffusion_worker.py	1071	# Create the actual worker instance	COMMENT
MEDIUM	vllm_omni/benchmarks/data_modules/daily_omni_dataset.py	396	# Create an iterator-like wrapper for compatibility	COMMENT
MEDIUM	vllm_omni/entrypoints/utils.py	752	# The following code detects if the process is running in a container and if	COMMENT
MEDIUM	vllm_omni/engine/arg_utils.py	234	# Create a temp dir with a patched config.json	COMMENT
MEDIUM	vllm_omni/inputs/data.py	323	# This class is changed to only represent a single prompt request	COMMENT
MEDIUM	…ps/ComfyUI-vLLM-Omni/comfyui_vllm_omni/utils/logger.py	57	# Create a copy with redacted values	COMMENT

Redundant / Tautological Comments92 hits · 140 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/higgs_audio_v3/test_higgs_audio_v3.py	112	# Set weights to identity-like pattern so we can verify offsets	COMMENT
LOW	tests/distributed/omni_connectors/test_kv_flow.py	126	# Check if data was put into connector	COMMENT
LOW	…ts/diffusion/models/flux2/test_flux2_transformer_tp.py	243	# Check if to_out related weights are loaded	COMMENT
LOW⚡	tests/benchmarks/patch/test_patch.py	312	# Check if attribute exists and has a value (should be 0.0 or similar default)	COMMENT
LOW	tests/e2e/offline_inference/compute_lpips.py	95	# Print results table	COMMENT
LOW	…ce/custom_pipeline/qwen_image_pipeline_with_logprob.py	42	# Check if model is a local path	COMMENT
LOW	tests/helpers/stage_config.py	85	# Check if next key is a digit (list index) or string (dict key)	COMMENT
LOW	tests/helpers/stage_config.py	227	# Check if this is a simple key (not dot-separated)	COMMENT
LOW	examples/offline_inference/step_audio2/end2end.py	203	# Check if it's a local path	COMMENT
LOW	examples/offline_inference/image_to_image/image_edit.py	640	# Check if this is a layered output (list of images)	COMMENT
LOW	examples/offline_inference/image_to_image/image_edit.py	651	# Check if this is a layered output (list of images)	COMMENT
LOW	…ai_chat_completion_client_for_multimodal_generation.py	57	# Check if it's a URL (starts with http:// or https://)	COMMENT
LOW	…ai_chat_completion_client_for_multimodal_generation.py	96	# Check if it's a URL (starts with http:// or https://)	COMMENT
LOW	…ai_chat_completion_client_for_multimodal_generation.py	133	# Check if it's a URL (starts with http:// or https://)	COMMENT
LOW	…ai_chat_completion_client_for_multimodal_generation.py	64	# Check if it's a URL (starts with http:// or https://)	COMMENT
LOW	…ai_chat_completion_client_for_multimodal_generation.py	103	# Check if it's a URL (starts with http:// or https://)	COMMENT
LOW	…ai_chat_completion_client_for_multimodal_generation.py	141	# Check if it's already a base64 data URL	COMMENT
LOW	…ai_chat_completion_client_for_multimodal_generation.py	145	# Check if it's a URL (starts with http:// or https://)	COMMENT
LOW	examples/online_serving/lance/openai_chat_client.py	49	# Check if local file	COMMENT
LOW	examples/online_serving/qwen3_omni/run_gradio_demo.sh	154	# Check if startup flag file exists (startup complete)	COMMENT
LOW	examples/online_serving/qwen3_omni/run_gradio_demo.sh	163	# Check if server process is still running	COMMENT
LOW	examples/online_serving/qwen2_5_omni/run_gradio_demo.sh	154	# Check if startup flag file exists (startup complete)	COMMENT
LOW	examples/online_serving/qwen2_5_omni/run_gradio_demo.sh	163	# Check if server process is still running	COMMENT
LOW	…online_serving/text_to_speech/qwen3_tts/gradio_demo.py	365	# Check if this is a request ID referencing a stored payload	COMMENT
LOW	benchmarks/build_dataset/extract_tts_prompts.py	45	# Print result stats	COMMENT
LOW	benchmarks/build_dataset/extract_tts_prompts.py	64	# Check if input file exists	COMMENT
LOW⚡	.buildkite/scripts/docker_login_ecr_public.sh	31	# Check if already authenticated to the given registry	COMMENT
LOW⚡	.buildkite/scripts/docker_login_ecr_public.sh	35	# Check if credentials exist in the isolated config	COMMENT
LOW⚡	.buildkite/scripts/docker_login_ecr_public.sh	37	# Check if registry is present in config	COMMENT
LOW	.buildkite/scripts/docker_login_ecr_public.sh	52	# Check if already authenticated (within this job)	COMMENT
LOW	vllm_omni/platforms/cuda/platform.py	90	# Check if FA packages are available	COMMENT
LOW	vllm_omni/platforms/musa/platform.py	72	# Check if FA packages are available	COMMENT
LOW⚡	vllm_omni/platforms/rocm/platform.py	81	# Check if aiter is available for Flash Attention support	COMMENT
LOW⚡	…ctors/connectors/mooncake_transfer_engine_connector.py	1051	# Check if this is a query request	COMMENT
LOW⚡	…mni/distributed/omni_connectors/utils/serialization.py	208	# Check if this looks like an OmniRequestOutput (check before RequestOutput	COMMENT
LOW⚡	…mni/distributed/omni_connectors/utils/serialization.py	213	# Check if this looks like a RequestOutput	COMMENT
LOW⚡	…mni/distributed/omni_connectors/utils/serialization.py	217	# Check if this looks like a CompletionOutput	COMMENT
LOW	vllm_omni/plugins/__init__.py	34	# Check if the only discovered plugin is the default one.	COMMENT
LOW	…model_executor/models/hunyuan_image3/hunyuan_image3.py	1813	# Check if T dimension is 1, then squeeze it	COMMENT
LOW	…m_omni/model_executor/models/glm_image/glm_image_ar.py	178	# Check if we're in a subdirectory (vision_language_encoder)	COMMENT
LOW	…m_omni/model_executor/models/glm_image/glm_image_ar.py	891	# Check if we have images (i2i mode)	COMMENT
LOW	…m_omni/model_executor/models/glm_image/glm_image_ar.py	945	# Check if there are any images to process	COMMENT
LOW	…m_omni/model_executor/models/glm_image/glm_image_ar.py	2803	# Check if this is a text-to-image request:	COMMENT
LOW	…m_omni/model_executor/models/glm_image/glm_image_ar.py	2835	# Check if there's a token after this start and it's an image token	COMMENT
LOW	…odel_executor/models/mimo_audio/mimo_audio_code2wav.py	955	# Check if in CUDA graph capture phase	COMMENT
LOW	…lm_omni/model_executor/models/mimo_audio/mimo_audio.py	867	# Check if in CUDA graph capture phase	COMMENT
LOW	…_executor/models/minicpmo_4_5/minicpmo_4_5_omni_llm.py	455	# Check if the args are a device or a dtype	STRING
LOW	…mni/model_executor/stage_input_processors/glm_image.py	338	# Check if elements are tensors or Python lists	COMMENT
LOW	…_omni/model_executor/stage_input_processors/glm_tts.py	340	# Check if enough tokens accumulated for next chunk	COMMENT
LOW	vllm_omni/diffusion/compile.py	56	# Check if we have modules with the specified class names	COMMENT
LOW	vllm_omni/diffusion/attention/parallel/ulysses.py	348	# Check if Ring Attention is also active (Hybrid mode)	COMMENT
LOW	vllm_omni/diffusion/cache/cache_dit_backend.py	225	# Set timesteps to calculate the split	COMMENT
LOW	vllm_omni/diffusion/cache/cache_dit_backend.py	1111	# Check if this model has a custom cache-dit enabler	COMMENT
LOW	vllm_omni/diffusion/distributed/sp_plan.py	403	# Check if it's an output specification (SequenceParallelOutput or list/tuple thereof)	COMMENT
LOW	vllm_omni/diffusion/distributed/cfg_parallel.py	305	# Assign branches to ranks via round-robin	COMMENT
LOW	…lm_omni/diffusion/models/wan2_2/pipeline_wan2_2_i2v.py	192	# Check if this is a two-stage model (MoE with transformer_2)	COMMENT
LOW	vllm_omni/diffusion/models/wan2_2/pipeline_wan2_2.py	298	# Check if this is a two-stage model (MoE with transformer_2)	COMMENT
LOW	vllm_omni/diffusion/models/soulx_singer/utils.py	73	# Check if there is a base configuration specified and merge if necessary	COMMENT
LOW	vllm_omni/diffusion/models/flux/pipeline_flux.py	106	# Check if model is a local path	COMMENT
LOW	…_omni/diffusion/models/glm_image/pipeline_glm_image.py	753	# Check if prior_token_ids are provided externally (from AR stage in multistage mode)	COMMENT
32 more matches not shown…

Modern AI Meta-Vocabulary29 hits · 86 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	24	- [2026/03] [vllm-omni-skills](https://github.com/hsliuustc0106/vllm-omni-skills) is a community-driven collection o	CODE
MEDIUM	…ts/e2e/online_serving/test_cosyvoice3_tts_expansion.py	25	# Official CosyVoice zero-shot prompt audio and its transcript. Vendored under	COMMENT
MEDIUM	tests/helpers/assertions.py	593	# may hallucinate extra context around the short utterance. Use	COMMENT
MEDIUM	docs/contributing/model/adding_tts_model.md	612	# Build context window: left_context + chunk	COMMENT
MEDIUM	docs/user_guide/examples/offline_inference/bagel.md	119	# Think + text2text: chain-of-thought reasoning	COMMENT
MEDIUM	…mples/offline_inference/text_to_image/text_to_image.py	444	# Cosmos3 loads its (gated) guardrail models at build time, so the guardrails	COMMENT
MEDIUM	…mples/offline_inference/text_to_image/text_to_image.py	445	# gate is an engine-level config (offline analog of the server's --no-guardrails).	COMMENT
MEDIUM	…mples/offline_inference/text_to_video/text_to_video.py	389	# Cosmos3 loads its (gated) guardrail models at build time, so the guardrails	COMMENT
MEDIUM	…mples/offline_inference/text_to_video/text_to_video.py	390	# gate is an engine-level config (offline analog of the server's --no-guardrails).	COMMENT
MEDIUM	…offline_inference/text_to_speech/cosyvoice3/end2end.py	18	# Upstream zero-shot reference clip	COMMENT
MEDIUM	…les/offline_inference/image_to_video/image_to_video.py	458	# Cosmos3 loads its (gated) guardrail models at build time, so the guardrails	COMMENT
MEDIUM	…les/offline_inference/image_to_video/image_to_video.py	459	# gate is an engine-level config (offline analog of the server's --no-guardrails).	COMMENT
MEDIUM	…ine_serving/text_to_speech/cosyvoice3/speech_client.py	30	# Official CosyVoice zero-shot prompt and its transcript.	COMMENT
MEDIUM	…ctors/connectors/mooncake_transfer_engine_connector.py	167	# The orchestration layer (get_connectors_config_for_stage /	COMMENT
MEDIUM	vllm_omni/deploy/lance.yaml	6	# stage orchestration.	COMMENT
MEDIUM	…model_executor/models/hunyuan_image3/hunyuan_image3.py	1972	# The <timestep> slot at the head of each per-image scaffold is NOT	COMMENT
MEDIUM	vllm_omni/utils/forced_aligner.py	308	# the generic vLLM orchestration.	COMMENT
MEDIUM	…_omni/diffusion/models/hunyuan_image3/system_prompt.py	195	# Think task: use chain-of-thought recaption prompt	STRING
MEDIUM	vllm_omni/diffusion/models/lance/pipeline_lance.py	1854	# the chat scaffolding.	COMMENT
MEDIUM	…iffusion/models/qwen_image/pipeline_qwen_image_edit.py	444	# The edit template contains fixed multimodal scaffolding around the	COMMENT
MEDIUM	vllm_omni/diffusion/models/cosmos3/guardrails.py	65	# ``model_config["guardrails"]`` is False.	COMMENT
MEDIUM⚡	vllm_omni/diffusion/models/cosmos3/guardrails.py	134	# caller has opted in to guardrails.	COMMENT
MEDIUM	…quantization/tools/merge_mxfp4_dualscale_checkpoint.py	331	# BF16 base: provides the scaffold for non-MXFP4 tensors (norms, embeddings,	COMMENT
MEDIUM	…quantization/tools/merge_mxfp4_dualscale_checkpoint.py	378	# Merge: base_state provides BF16 scaffold; MXFP4 tensors override their BF16 counterparts	COMMENT
MEDIUM	vllm_omni/entrypoints/cli/serve.py	710	# Disable safety guardrails for this server (currently only applicable for Cosmos3)	COMMENT
MEDIUM	vllm_omni/entrypoints/openai/serving_chat.py	508	# scaffold.	COMMENT
MEDIUM	vllm_omni/entrypoints/openai/serving_speech.py	561	# VoxCPM2 has no predefined speaker presets — "default" means zero-shot	COMMENT
MEDIUM	vllm_omni/engine/orchestrator.py	430	# orchestration loop observes _shutdown_event and exits.	COMMENT
MEDIUM	vllm_omni/inputs/preprocess.py	67	# defaults and scaffold).	COMMENT

Verbosity Indicators34 hits · 65 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/core/sched/test_generation_scheduler_restore.py	52	# Step 1: process_pending_chunks moves req-B out	COMMENT
LOW⚡	tests/core/sched/test_generation_scheduler_restore.py	57	# Step 2: simulate the try/except/finally pattern	COMMENT
LOW⚡	tests/core/sched/test_generation_scheduler_restore.py	66	# Step 3: verify request is restored	COMMENT
LOW	tests/diffusion/attention/test_attention_sp.py	208	# Step 1: Run without SP (baseline with ulysses_degree=1, ring_degree=1)	COMMENT
LOW	tests/diffusion/attention/test_attention_sp.py	235	# Step 2: Run with SP enabled	COMMENT
LOW	tests/diffusion/attention/test_attention_sp.py	262	# Step 3: Verify input consistency and compare outputs	COMMENT
LOW	tests/dreamzero/upstream/openpi_test_client_ar.py	305	# Step 0: initial single frame	COMMENT
LOW⚡	tests/e2e/offline_inference/test_moss_tts_realtime.py	162	# Step 1: locate the realtime processor module in the snapshot.	COMMENT
LOW⚡	tests/e2e/offline_inference/test_moss_tts_realtime.py	187	# Step 2: encode the reference audio clip via MOSS-Audio-Tokenizer.	COMMENT
LOW	tests/e2e/offline_inference/test_moss_tts_realtime.py	205	# Step 3: build the (L, 17) prefill grid.	COMMENT
LOW⚡	…ence/custom_pipeline/test_async_omni_collective_rpc.py	130	# Step 1: list_loras (the call that was crashing)	COMMENT
LOW⚡	…ence/custom_pipeline/test_async_omni_collective_rpc.py	134	# Step 2: generate (should still work after list_loras)	COMMENT
LOW⚡	vllm_omni/core/prefix_cache.py	211	# Step 1: consume the previous step's write FIRST. The previous	COMMENT
LOW⚡	vllm_omni/core/prefix_cache.py	220	# Step 2: schedule the D2H on the copy stream. PyTorch implicitly	COMMENT
LOW	vllm_omni/core/prefix_cache.py	243	# Step 3: stash for next step's consume.	COMMENT
LOW	…utor/models/ming_flash_omni/ming_flash_omni_thinker.py	937	# Step 1: if vision/audio features were extracted, merge them into	COMMENT
LOW	…utor/models/ming_flash_omni/ming_flash_omni_thinker.py	948	# Step 2: image-gen query tokens are appended at the tail of the prompt	COMMENT
LOW⚡	…odel_executor/stage_input_processors/higgs_audio_v3.py	139	# Step 1: Revert delay pattern	COMMENT
LOW⚡	…odel_executor/stage_input_processors/higgs_audio_v3.py	147	# Step 2: Replace out-of-range codes (BOC=1024, EOC=1025, -1) with 0.	COMMENT
LOW⚡	…odel_executor/stage_input_processors/higgs_audio_v3.py	157	# Step 3: Trim the last frame. After de-delay, the final frame	COMMENT
LOW	vllm_omni/diffusion/layers/mot/ops/mot_rms_norm.py	25	# Step 0: MoT Routing	COMMENT
LOW	vllm_omni/diffusion/layers/mot/ops/mot_rms_norm.py	45	# Step 1: Compute sum of squares in float32 to avoid overflow	COMMENT
LOW⚡	vllm_omni/diffusion/layers/mot/ops/mot_rms_norm.py	57	# Step 2: Compute RMS (root mean square) in float32	COMMENT
LOW⚡	vllm_omni/diffusion/layers/mot/ops/mot_rms_norm.py	62	# Step 3: Normalize and apply weight	COMMENT
LOW⚡	vllm_omni/diffusion/models/gr00t/policy.py	336	# Step 1: Split batched observation into individual observations	COMMENT
LOW⚡	vllm_omni/diffusion/models/gr00t/policy.py	340	# Step 2: Process each observation through the VLA processor	COMMENT
LOW⚡	vllm_omni/diffusion/models/gr00t/policy.py	348	# Step 3: Collate processed inputs into a single batch for model	COMMENT
LOW⚡	vllm_omni/diffusion/models/gr00t/policy.py	352	# Step 4: Run model inference to predict actions	COMMENT
LOW⚡	vllm_omni/diffusion/models/gr00t/policy.py	357	# Step 5: Decode actions from normalized space back to physical units	COMMENT
LOW	…ls/gr00t/dataio/state_action/state_action_processor.py	310	# Step 1: Convert absolute actions to relative (if needed)	COMMENT
LOW	…ls/gr00t/dataio/state_action/state_action_processor.py	343	# Step 2: Normalize actions	COMMENT
LOW	…ls/gr00t/dataio/state_action/state_action_processor.py	395	# Step 1: Unnormalize actions	COMMENT
LOW	…ls/gr00t/dataio/state_action/state_action_processor.py	418	# Step 2: Convert relative actions to absolute (if needed)	COMMENT
LOW	vllm_omni/quantization/tools/merge_mxfp8_checkpoint.py	231	# Step 1: Copy original model, skipping transformer dirs (will be replaced).	COMMENT

Hallucination Indicators6 hits · 62 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/helpers/runtime.py	1824	with self.client.audio.speech.with_streaming_response.create(	CODE
CRITICAL	tests/helpers/runtime.py	1863	with self.client.audio.speech.with_streaming_response.create(	CODE
CRITICAL	tests/helpers/runtime.py	1903	with self.client.audio.speech.with_streaming_response.create(	CODE
CRITICAL	examples/offline_inference/hunyuan_image3/README.md	154	The shared `vllm_omni.diffusion.models.hunyuan_image3.prompt_utils.build_prompt_tokens()`	CODE
CRITICAL⚡	…executor/models/qwen2_5_omni/qwen2_5_omni_token2wav.py	1231	self.codec_embed_size = self.code2wav_dit_model.text_embed.codec_embed.weight.size(0)	STRING
CRITICAL⚡	vllm_omni/diffusion/models/gr00t/modeling/gr00t_n1d7.py	326	self.model.model.language_model.layers.pop(-1)	CODE

AI Slop Vocabulary24 hits · 57 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/diffusion/kernels/mot/test_mot_linear.py	270	# Cosine similarity is the primary correctness gate: robust to scale	COMMENT
LOW	…iffusion/distributed/test_autoencoder_kl_wan_encode.py	47	# Simple mock: just return the input	COMMENT
MEDIUM⚡	…s/e2e/offline_inference/test_sensenova_u1_expansion.py	48	# regardless of GQA, so this is the robust LoRA target. Verify against config.json.	COMMENT
MEDIUM	…line_serving/text_to_speech/voxtral_tts/gradio_demo.py	43	# Default fallback voices - comprehensive list	COMMENT
MEDIUM	.buildkite/scripts/hardware_ci/run_npu_test.sh	119	# This test checks whether the OOT platform interface is functioning properly in conjunction with	COMMENT
LOW	vllm_omni/metrics/stat_logger.py	114	# rewritten label set already, so just pass through.	COMMENT
LOW	vllm_omni/platforms/cuda/platform.py	257	# users can just use IR op priority directly	COMMENT
MEDIUM	…ni/platforms/npu/worker/npu_generation_model_runner.py	225	# We simply utilize the implementation in vLLM.	COMMENT
MEDIUM	vllm_omni/platforms/npu/worker/npu_ar_model_runner.py	541	# We simply utilize the implementation in vLLM.	COMMENT
LOW⚡	…ctors/connectors/mooncake_transfer_engine_connector.py	304	# We don't actually connect, just use the socket to get routing info	COMMENT
LOW	vllm_omni/config/model.py	64	# would just use itself as prefix — safe but worth	COMMENT
MEDIUM	vllm_omni/model_executor/models/utils.py	10	"""Make ``trust_remote_code`` weight loading robust to the transformers 5.9	STRING
LOW	…m_omni/model_executor/models/glm_image/glm_image_ar.py	3135	# For intermediate tensors (PP), just return hidden states	COMMENT
LOW	…lm_omni/model_executor/models/mimo_audio/mimo_audio.py	475	# If no bos/eos tokens, just use audio tokens	COMMENT
LOW	…del_executor/models/indextts2/gpt/conformer_encoder.py	141	# It's better we just return None if no cache is required,	COMMENT
MEDIUM	vllm_omni/utils/forced_aligner.py	317	# robust against off-by-one chunk boundaries.	COMMENT
MEDIUM	vllm_omni/diffusion/diffusion_engine.py	795	# Keep warmup path minimal and robust across text encoders.	COMMENT
MEDIUM	…m_omni/diffusion/attention/backends/ring/ring_utils.py	107	# Initialize LSE with robust logic (same as _update)	COMMENT
LOW	vllm_omni/diffusion/hooks/base.py	316	# Otherwise just call the original forward.	COMMENT
MEDIUM	vllm_omni/diffusion/lora/layers/base_linear.py	35	# `__dict__` for robust lookups in `__getattr__`.	COMMENT
MEDIUM	vllm_omni/benchmarks/data_modules/daily_omni_eval.py	133	# ``\b`` after the letter avoids "Because"/"Definitely" false positives	COMMENT
MEDIUM	vllm_omni/entrypoints/openai/serving_chat.py	1258	# Always track previous_texts for comprehensive output logging	COMMENT
MEDIUM	vllm_omni/entrypoints/openai/serving_chat.py	1724	# Update for comprehensive logging even in simple case	COMMENT
LOW	vllm_omni/worker/gpu_ar_model_runner.py	1963	# just use zeros for the draft tokens.	COMMENT

Example Usage Blocks27 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	tools/nightly/run_nightly_jobs.sh	47	# Usage:	COMMENT
LOW	tests/e2e/offline_inference/run_quantization_e2e.sh	10	# Usage:	COMMENT
LOW	…_inference/qwen3_omni/run_single_prompt_async_chunk.sh	12	# Usage:	COMMENT
LOW	…ference/qwen3_omni/run_multiple_prompts_async_chunk.sh	8	# Usage:	COMMENT
LOW	…ine_inference/qwen2_5_omni/strategy_stage_replica.yaml	14	# Usage:	COMMENT
LOW	…mples/offline_inference/qwen2_5_omni/strategy_tp2.yaml	12	# Usage:	COMMENT
LOW	…amples/online_serving/text_to_video/run_server_ltx2.sh	7	# Usage:	COMMENT
LOW	examples/online_serving/qwen3_omni/run_gradio_demo.sh	4	# Usage:	COMMENT
LOW	examples/online_serving/qwen2_5_omni/run_gradio_demo.sh	4	# Usage:	COMMENT
LOW	…erving/text_to_speech/moss_tts_nano/run_gradio_demo.sh	4	# Usage:	COMMENT
LOW	…ine_serving/text_to_speech/moss_tts_nano/run_server.sh	4	# Usage:	COMMENT
LOW	…nline_serving/text_to_speech/soulxsinger/run_server.sh	4	# Usage:	COMMENT
LOW	…rving/text_to_speech/ming_flash_omni_tts/run_server.sh	4	# Usage:	COMMENT
LOW	…online_serving/text_to_speech/cosyvoice3/run_server.sh	4	# Usage:	COMMENT
LOW	…line_serving/text_to_speech/glm_tts/run_gradio_demo.sh	4	# Usage:	COMMENT
LOW	…es/online_serving/text_to_speech/glm_tts/run_server.sh	4	# Usage:	COMMENT
LOW	…/online_serving/text_to_speech/omnivoice/run_server.sh	4	# Usage:	COMMENT
LOW	…_serving/text_to_speech/fish_speech/run_gradio_demo.sh	4	# Usage:	COMMENT
LOW	…nline_serving/text_to_speech/fish_speech/run_server.sh	4	# Usage:	COMMENT
LOW	…s/online_serving/text_to_speech/ming_tts/run_server.sh	4	# Usage:	COMMENT
LOW	…ne_serving/text_to_speech/higgs_audio_v2/run_server.sh	8	# Usage:	COMMENT
LOW	…ne_serving/text_to_speech/higgs_audio_v3/run_server.sh	6	# Usage:	COMMENT
LOW	…ne_serving/text_to_speech/qwen3_tts/run_gradio_demo.sh	4	# Usage:	COMMENT
LOW	…/online_serving/text_to_speech/qwen3_tts/run_server.sh	4	# Usage:	COMMENT
LOW	.buildkite/scripts/docker_login_ecr_public.sh	8	# Usage:	COMMENT
LOW	vllm_omni/deploy/qwen3_omni_moe_mori_intranode.yaml	26	# Usage:	COMMENT
LOW	vllm_omni/deploy/indextts2_low_latency.yaml	8	# Usage:	COMMENT

Dead Code7 hits · 14 pts

Severity	File	Line	Context
MEDIUM	…/entrypoints/openai_api/test_serving_audio_generate.py	418	CODE
MEDIUM	…/entrypoints/openai_api/test_serving_audio_generate.py	477	CODE
MEDIUM	…/entrypoints/openai_api/test_serving_audio_generate.py	492	CODE
MEDIUM	tests/entrypoints/openai_api/test_serving_speech.py	2165	CODE
MEDIUM	tests/entrypoints/openai_api/test_serving_speech.py	3696	CODE
MEDIUM	tests/entrypoints/openai_api/test_image_server.py	595	CODE
MEDIUM	tests/entrypoints/openai_api/test_image_server.py	917	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.github/ISSUE_TEMPLATE/400-bug-report.yml	20	Consider redacting or replacing sensitive values with placeholders like `<YOUR_TOKEN_HERE>` when sharing configura	CODE

Overly Generic Function Names3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/diffusion/test_stage_diffusion_proc.py	100	async def run_task(req_data):	CODE
LOW	tests/diffusion/test_diffusion_engine.py	512	async def run_task(rid):	CODE
LOW	examples/offline_inference/lance/gradio_demo.py	794	def run_task(	CODE

Slop Phrases3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…_executor/models/minicpmo_4_5/minicpmo_4_5_omni_llm.py	1806	# When lifting this restriction, don't forget to either	STRING
LOW	…_executor/models/minicpmo_4_5/minicpmo_4_5_omni_llm.py	1806	# When lifting this restriction, don't forget to either	STRING
MEDIUM	vllm_omni/diffusion/models/bagel/bagel_transformer.py	369	although it's worth noting that this is currently only used	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings