xorbitsai/inference

Pattern Findings

The scanner identified 13573 distinct pattern matches across 26 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers5049 hits · 4843 pts

Severity	File	Line	Snippet	Context
LOW	build_backend.py	46	def _validate_builtin_model_specs(root=None):	CODE
LOW	benchmark/utils.py	169	def _num_special_tokens_to_add(tokenizer: "PreTrainedTokenizerBase") -> int:	CODE
LOW	benchmark/utils.py	234	def _gen_prompt_decode_to_target_len(	CODE
LOW	benchmark/utils.py	300	def _generate_prompt_with_target_len(	CODE
LOW	benchmark/benchmark_serving.py	30	def _validate_random_range_ratio(value: float, name: str) -> float:	CODE
LOW	benchmark/tests/test_benchmark_pd.py	15	def test_goodput_excludes_errors_and_missing_token_timing():	CODE
LOW	benchmark/tests/test_benchmark_pd.py	32	def test_rss_sampling_recovers_from_process_races(monkeypatch, stage, error):	CODE
LOW	benchmark/tests/test_benchmark_pd.py	59	async def test_gpu_sampler_records_failure_and_continues(monkeypatch, error):	CODE
LOW	benchmark/tests/test_benchmark_pd.py	109	def test_native_sglang_benchmark_does_not_launch_or_terminate_models(	CODE
LOW	benchmark/tests/test_benchmark_pd.py	161	async def test_completion_workload_uses_completion_stream_and_token_usage(monkeypatch):	CODE
LOW	benchmark/tests/test_analyze_pd_profile.py	16	def test_nested_profile_stages_are_not_added_and_failures_are_separate():	CODE
LOW	benchmark/tests/test_analyze_pd_profile.py	56	def test_invalid_events_do_not_discard_valid_measurements(payload):	CODE
LOW	benchmark/tests/test_benchmark_sglang_pd.py	25	def test_isolation_rejects_unrelated_allocations_but_accepts_owned_children(	CODE
LOW	benchmark/tests/test_benchmark_sglang_pd.py	37	def test_gpu_monitor_error_cannot_produce_an_accepted_sample(benchmark, monkeypatch):	CODE
LOW	benchmark/tests/test_benchmark_sglang_pd.py	51	def test_client_readiness_and_failed_launch_always_clean_up_owned_server(	CODE
LOW	benchmark/tests/test_benchmark_sglang_pd.py	75	def test_completed_trial_keeps_telemetry_when_next_trial_resets_guard(	CODE
LOW	benchmark/tests/test_benchmark_sglang_pd.py	120	def test_source_manifest_is_independent_of_working_directory(	CODE
LOW	benchmark/tests/test_benchmark_embedding.py	48	async def test_exact_requests_concurrency_and_connection_reuse(	CODE
LOW	benchmark/tests/test_benchmark_embedding.py	100	async def test_failures_are_counted_and_excluded_from_throughput(runner_class, capsys):	CODE
LOW	benchmark/tests/test_benchmark_embedding.py	140	async def test_cancellation_closes_session_and_workers(runner_class):	CODE
LOW	…register-model/[modelType]/[modelName]/page-client.tsx	9	export default function RegisterModelEditPageClient() {	CODE
LOW	…ntend/src/app/running-model/[modelUid]/page-client.tsx	7	export default function RunningModelDetailPageClient() {	CODE
LOW	…d/src/components/pages/log-center/runtime-log-utils.ts	24	export function normalizeRuntimeLogSource(source: RuntimeLogSource): NormalizedRuntimeLogSource {	CODE
LOW	…d/src/components/pages/log-center/runtime-log-utils.ts	39	export function runtimeLogSourceSearchText(	CODE
LOW	…d/src/components/pages/log-center/runtime-log-utils.ts	74	export function buildHistoricalHandoffQueryState(	CODE
LOW	…d/src/components/pages/log-center/runtime-log-utils.ts	148	export function getRuntimeHistoricalSearch(entry: RuntimeLogEntry): {	CODE
LOW	…d/src/components/pages/log-center/runtime-log-utils.ts	315	export function getRuntimeLogSourceColorIndex(source: string, colorCount: number): number {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	234	export function getLaunchModelEndpointType(type: RequestModelType) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	288	function restoreNestedFormListObject(values: FormValues, parent: string, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	303	function transformOnlyValueFormListToArray(values: FormValues, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	327	function transformArrayToOnlyValueFormList(values: FormValues, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	377	function applyNestedFormListObject(values: FormValues, parent: string, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	399	function deleteNestedEmptyArrayField(values: FormValues, parent: string, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	733	function parseReplicaConfigCommandValue(value: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	799	export function generateCommandLineStatement(params: FormValues) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	1144	export function isVisibleRequiredLaunchField(field: LaunchFieldConfig) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	1189	export function reconcileWorkerSelectionForDevice(	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	1209	export function reconcileGpuIndexesForDevice(	CODE
LOW	…nts/pages/launch-model/launch-dialog/recommendation.ts	19	export function recommendationUnavailable(values: FormValues) {	CODE
LOW	…nts/pages/launch-model/launch-dialog/recommendation.ts	128	export function recommendationWarningKeys(response: RecommendationResponse) {	CODE
LOW	…/launch-model/launch-dialog/use-launch-history-form.ts	9	export function replaceLaunchHistoryFormSnapshot(	CODE
LOW	…nents/pages/running-model-detail/capability-config.tsx	145	function appendCommonMediaFormData(formData: FormData, context: TransformContext) {	CODE
LOW	…nents/pages/running-model-detail/capability-config.tsx	175	function appendCommonVideoFormData(formData: FormData, context: TransformContext) {	CODE
LOW	…end/src/components/pages/running-model-detail/utils.ts	202	export function transformFileInfoForResult(message?: ChatChoicesMessage) {	CODE
LOW	…nts/pages/running-model-detail/emotion-vector-utils.ts	28	export function parseIndexTTSEmotionVector(value: unknown): number[] \| undefined {	CODE
LOW	…ts/pages/running-model-detail/panels/result-panels.tsx	456	function SpeakerEmbeddingResultPanel({ result }: { result: unknown }) {	CODE
LOW	…ts/pages/token-router/router-runtime-detail-drawer.tsx	61	export function RouterRuntimeDetailDrawer({ router, open, onOpenChange }: Props) {	CODE
LOW	…ponents/pages/token-router/router-config-normalizer.ts	224	export function normalizeTokenRouterRuntimeInstances(value: unknown): TokenRouterRuntimeInstance[] {	CODE
LOW	…ponents/pages/token-router/router-config-normalizer.ts	230	export function normalizeTokenRouterRuntimeInstance(	CODE
LOW	…ponents/pages/token-router/router-config-normalizer.ts	271	export function normalizeTokenRouterAssignments(value: unknown): TokenRouterAssignment[] {	CODE
LOW	…s/pages/token-router/tokenizer-asset-binding-status.ts	13	export function getBindingDesiredStateLabel(t: TFunc, state: BindingDesiredState): string {	CODE
LOW	…s/pages/token-router/tokenizer-asset-binding-status.ts	17	export function getBindingObservedStateLabel(t: TFunc, state: string): string {	CODE
LOW	…s/pages/token-router/tokenizer-asset-binding-status.ts	43	export function getBindingObservedStateBadgeVariant(state: string): BadgeVariant {	CODE
LOW	xinference/engine_hooks.py	95	def _validate_preserved_engines(before: EngineTable, candidate: EngineTable) -> None:	CODE
LOW	xinference/engine_hooks.py	115	def register_engine_registration_hook(	CODE
LOW	xinference/engine_hooks.py	141	def _run_engine_registration_hooks(model_type: str, target: EngineTable) -> None:	CODE
LOW	xinference/conftest.py	178	def run_test_cluster_in_subprocess(	CODE
LOW	xinference/constants.py	124	def _parse_virtual_env_find_links_allowed_roots(	CODE
LOW	xinference/constants.py	188	def _get_or_create_persisted_secret(env_name: str, file_name: str) -> str:	CODE
LOW	xinference/types.py	382	def get_pydantic_model_from_method(	CODE
4989 more matches not shown…

Cross-File Repetition483 hits · 2415 pts

Severity	File	Line	Snippet	Context
HIGH	xinference/model/video/__init__.py	0	load downloaded json configurations from the builtin directory.	STRING
HIGH	xinference/model/llm/__init__.py	0	load downloaded json configurations from the builtin directory.	STRING
HIGH	xinference/model/embedding/__init__.py	0	load downloaded json configurations from the builtin directory.	STRING
HIGH	xinference/model/image/__init__.py	0	load downloaded json configurations from the builtin directory.	STRING
HIGH	xinference/model/audio/__init__.py	0	load downloaded json configurations from the builtin directory.	STRING
HIGH	xinference/model/rerank/__init__.py	0	load downloaded json configurations from the builtin directory.	STRING
HIGH	xinference/model/video/engine_family.py	0	whether the engine implements the model, ignoring host constraints.	STRING
HIGH	xinference/model/audio/engine_family.py	0	whether the engine implements the model, ignoring host constraints.	STRING
HIGH	xinference/model/world/engine_family.py	0	whether the engine implements the model, ignoring host constraints.	STRING
HIGH	…ence/model/llm/tool_parsers/deepseek_v3_tool_parser.py	0	extract tool calls from complete model output. parses the model output to find json code blocks containing tool calls an	STRING
HIGH	xinference/model/llm/tool_parsers/glm5_tool_parser.py	0	extract tool calls from complete model output. parses the model output to find json code blocks containing tool calls an	STRING
HIGH	…ce/model/llm/tool_parsers/deepseek_v3_1_tool_parser.py	0	extract tool calls from complete model output. parses the model output to find json code blocks containing tool calls an	STRING
HIGH	xinference/model/llm/tool_parsers/glm4_tool_parser.py	0	extract tool calls from complete model output. parses the model output to find json code blocks containing tool calls an	STRING
HIGH	…/thirdparty/fish_speech_s2/fish_speech/conversation.py	0	visualize the encoded sequence with color-coded tokens. blue/cyan tokens contribute to loss, green tokens do not.	STRING
HIGH	…rdparty/fish_speech_s2/fish_speech/content_sequence.py	0	visualize the encoded sequence with color-coded tokens. blue/cyan tokens contribute to loss, green tokens do not.	STRING
HIGH	…rdparty/fish_speech_s1/fish_speech/content_sequence.py	0	visualize the encoded sequence with color-coded tokens. blue/cyan tokens contribute to loss, green tokens do not.	STRING
HIGH	…ce/thirdparty/fish_speech_s2/fish_speech/utils/file.py	0	list files in a directory. args: path (path): path to the directory. extensions (set, optional): extensions to filter. d	STRING
HIGH	xinference/thirdparty/fish_speech/tools/file.py	0	list files in a directory. args: path (path): path to the directory. extensions (set, optional): extensions to filter. d	STRING
HIGH	…ce/thirdparty/fish_speech_s1/fish_speech/utils/file.py	0	list files in a directory. args: path (path): path to the directory. extensions (set, optional): extensions to filter. d	STRING
HIGH	…ty/fish_speech_s2/fish_speech/models/dac/modded_dac.py	0	remove padding from x, handling properly zero padding. only for 1d!	STRING
HIGH	…hirdparty/fish_speech_s2/fish_speech/models/dac/rvq.py	0	remove padding from x, handling properly zero padding. only for 1d!	STRING
HIGH	…ish_speech/fish_speech/models/vqgan/modules/firefly.py	0	remove padding from x, handling properly zero padding. only for 1d!	STRING
HIGH	…ty/fish_speech_s1/fish_speech/models/dac/modded_dac.py	0	remove padding from x, handling properly zero padding. only for 1d!	STRING
HIGH	…hirdparty/fish_speech_s1/fish_speech/models/dac/rvq.py	0	remove padding from x, handling properly zero padding. only for 1d!	STRING
HIGH	…s/maskgct/models/codec/speechtokenizer/modules/conv.py	0	remove padding from x, handling properly zero padding. only for 1d!	STRING
HIGH	…ference/thirdparty/indextts/s2mel/dac/model/encodec.py	0	remove padding from x, handling properly zero padding. only for 1d!	STRING
HIGH	xinference/thirdparty/indextts/s2mel/modules/encodec.py	0	remove padding from x, handling properly zero padding. only for 1d!	STRING
HIGH	…ty/fish_speech_s2/fish_speech/models/dac/modded_dac.py	0	tiny wrapper around f.pad, just to allow for reflect padding on small input. if this is the case, we insert extra 0 padd	STRING
HIGH	…hirdparty/fish_speech_s2/fish_speech/models/dac/rvq.py	0	tiny wrapper around f.pad, just to allow for reflect padding on small input. if this is the case, we insert extra 0 padd	STRING
HIGH	…ish_speech/fish_speech/models/vqgan/modules/firefly.py	0	tiny wrapper around f.pad, just to allow for reflect padding on small input. if this is the case, we insert extra 0 padd	STRING
HIGH	…ty/fish_speech_s1/fish_speech/models/dac/modded_dac.py	0	tiny wrapper around f.pad, just to allow for reflect padding on small input. if this is the case, we insert extra 0 padd	STRING
HIGH	…hirdparty/fish_speech_s1/fish_speech/models/dac/rvq.py	0	tiny wrapper around f.pad, just to allow for reflect padding on small input. if this is the case, we insert extra 0 padd	STRING
HIGH	…s/maskgct/models/codec/speechtokenizer/modules/conv.py	0	tiny wrapper around f.pad, just to allow for reflect padding on small input. if this is the case, we insert extra 0 padd	STRING
HIGH	…ference/thirdparty/indextts/s2mel/dac/model/encodec.py	0	tiny wrapper around f.pad, just to allow for reflect padding on small input. if this is the case, we insert extra 0 padd	STRING
HIGH	xinference/thirdparty/indextts/s2mel/modules/encodec.py	0	tiny wrapper around f.pad, just to allow for reflect padding on small input. if this is the case, we insert extra 0 padd	STRING
HIGH	…ty/fish_speech_s2/fish_speech/models/dac/modded_dac.py	0	encode given audio data and return quantized latent codes parameters ---------- audio_data : tensor[b x 1 x t] audio dat	STRING
HIGH	…ty/fish_speech_s1/fish_speech/models/dac/modded_dac.py	0	encode given audio data and return quantized latent codes parameters ---------- audio_data : tensor[b x 1 x t] audio dat	STRING
HIGH	xinference/thirdparty/dacvae/dacvae/model/dacvae.py	0	encode given audio data and return quantized latent codes parameters ---------- audio_data : tensor[b x 1 x t] audio dat	STRING
HIGH	xinference/thirdparty/indextts/s2mel/dac/model/dac.py	0	encode given audio data and return quantized latent codes parameters ---------- audio_data : tensor[b x 1 x t] audio dat	STRING
HIGH	…ty/fish_speech_s2/fish_speech/models/dac/modded_dac.py	0	decode given latent codes and return audio data parameters ---------- z : tensor[b x d x t] quantized continuous represe	STRING
HIGH	xinference/thirdparty/indextts/s2mel/dac/model/dac.py	0	decode given latent codes and return audio data parameters ---------- z : tensor[b x d x t] quantized continuous represe	STRING
HIGH	xinference/thirdparty/dacvae/dacvae/model/dacvae.py	0	decode given latent codes and return audio data parameters ---------- z : tensor[b x d x t] quantized continuous represe	STRING
HIGH	…ty/fish_speech_s2/fish_speech/models/dac/modded_dac.py	0	model forward pass parameters ---------- audio_data : tensor[b x 1 x t] audio data to encode sample_rate : int, optional	STRING
HIGH	…ty/fish_speech_s1/fish_speech/models/dac/modded_dac.py	0	model forward pass parameters ---------- audio_data : tensor[b x 1 x t] audio data to encode sample_rate : int, optional	STRING
HIGH	xinference/thirdparty/dacvae/dacvae/model/dacvae.py	0	model forward pass parameters ---------- audio_data : tensor[b x 1 x t] audio data to encode sample_rate : int, optional	STRING
HIGH	xinference/thirdparty/indextts/s2mel/dac/model/dac.py	0	model forward pass parameters ---------- audio_data : tensor[b x 1 x t] audio data to encode sample_rate : int, optional	STRING
HIGH	…hirdparty/fish_speech_s2/fish_speech/models/dac/rvq.py	0	convnext block. there are two equivalent implementations: (1) dwconv -> layernorm (channels_first) -> 1x1 conv -> gelu -	STRING
HIGH	…ish_speech/fish_speech/models/vqgan/modules/firefly.py	0	convnext block. there are two equivalent implementations: (1) dwconv -> layernorm (channels_first) -> 1x1 conv -> gelu -	STRING
HIGH	…hirdparty/fish_speech_s1/fish_speech/models/dac/rvq.py	0	convnext block. there are two equivalent implementations: (1) dwconv -> layernorm (channels_first) -> 1x1 conv -> gelu -	STRING
HIGH	…peech_s2/fish_speech/models/text2semantic/inference.py	0	takes a conditioning sequence (prompt) as input and continues to generate as many tokens as requested.	STRING
HIGH	…ference/thirdparty/fish_speech/tools/llama/generate.py	0	takes a conditioning sequence (prompt) as input and continues to generate as many tokens as requested.	STRING
HIGH	…peech_s1/fish_speech/models/text2semantic/inference.py	0	takes a conditioning sequence (prompt) as input and continues to generate as many tokens as requested.	STRING
HIGH	…thirdparty/indextts/s2mel/modules/gpt_fast/generate.py	0	takes a conditioning sequence (prompt) as input and continues to generate as many tokens as requested.	STRING
HIGH	…ch_s2/fish_speech/inference_engine/reference_loader.py	0	component of the ttsinferenceengine class. loads and manages the cache for the reference audio and text.	STRING
HIGH	…fish_speech/tools/inference_engine/reference_loader.py	0	component of the ttsinferenceengine class. loads and manages the cache for the reference audio and text.	STRING
HIGH	…ch_s1/fish_speech/inference_engine/reference_loader.py	0	component of the ttsinferenceengine class. loads and manages the cache for the reference audio and text.	STRING
HIGH	…ish_speech_s2/fish_speech/inference_engine/__init__.py	0	main inference function: - loads the reference audio and text. - calls the llama model for inference. - decodes the vq t	STRING
HIGH	…rdparty/fish_speech/tools/inference_engine/__init__.py	0	main inference function: - loads the reference audio and text. - calls the llama model for inference. - decodes the vq t	STRING
HIGH	…ish_speech_s1/fish_speech/inference_engine/__init__.py	0	main inference function: - loads the reference audio and text. - calls the llama model for inference. - decodes the vq t	STRING
HIGH	…ish_speech_s2/fish_speech/inference_engine/__init__.py	0	send a request to the llama model to generate the symbolic tokens.	STRING
423 more matches not shown…

Unused Imports2598 hits · 2366 pts

Severity	File	Line	Context
LOW	build_backend.py	38	CODE
LOW	benchmark/utils.py	29	CODE
LOW	xinference/__init__.py	37	CODE
LOW	xinference/extensions.py	28	CODE
LOW	xinference/device_utils.py	134	CODE
LOW	xinference/device_utils.py	143	CODE
LOW	xinference/device_utils.py	152	CODE
LOW	xinference/device_utils.py	161	CODE
LOW	xinference/device_utils.py	162	CODE
LOW	xinference/device_utils.py	171	CODE
LOW	xinference/_compat.py	22	CODE
LOW	xinference/_compat.py	22	CODE
LOW	xinference/_compat.py	22	CODE
LOW	xinference/_compat.py	22	CODE
LOW	xinference/_compat.py	22	CODE
LOW	xinference/_compat.py	22	CODE
LOW	xinference/_compat.py	22	CODE
LOW	xinference/_compat.py	34	CODE
LOW	xinference/_compat.py	35	CODE
LOW	xinference/_compat.py	36	CODE
LOW	xinference/_compat.py	37	CODE
LOW	xinference/_compat.py	39	CODE
LOW	xinference/_compat.py	39	CODE
LOW	xinference/_compat.py	39	CODE
LOW	xinference/_compat.py	39	CODE
LOW	xinference/_compat.py	39	CODE
LOW	xinference/_compat.py	39	CODE
LOW	xinference/_compat.py	39	CODE
LOW	xinference/_compat.py	51	CODE
LOW	xinference/_compat.py	52	CODE
LOW	xinference/_compat.py	53	CODE
LOW	xinference/_compat.py	54	CODE
LOW	xinference/core/tokenizer_asset_store.py	4	CODE
LOW	xinference/core/router_orchestration.py	4	CODE
LOW	xinference/core/router_config_store.py	10	CODE
LOW	xinference/core/supervisor.py	66	CODE
LOW	xinference/core/supervisor.py	103	CODE
LOW	xinference/core/supervisor.py	104	CODE
LOW	xinference/core/supervisor.py	106	CODE
LOW	xinference/core/supervisor.py	107	CODE
LOW	xinference/core/supervisor.py	108	CODE
LOW	xinference/core/supervisor.py	109	CODE
LOW	xinference/core/launch_strategy.py	22	CODE
LOW	xinference/core/router_scheduler.py	4	CODE
LOW	xinference/core/router_node_store.py	4	CODE
LOW	xinference/core/http_protocol.py	131	CODE
LOW	xinference/core/router_assignment_store.py	4	CODE
LOW	xinference/core/model.py	49	CODE
LOW	xinference/core/model.py	51	CODE
LOW	xinference/core/tokenizer_asset_registry.py	4	CODE
LOW	xinference/core/pd_model.py	31	CODE
LOW	xinference/core/router_deployment_store.py	4	CODE
LOW	xinference/core/system_settings_store.py	17	CODE
LOW	xinference/core/router_registry.py	4	CODE
LOW	xinference/core/tests/test_monitoring_v2.py	1	CODE
LOW	xinference/core/tests/test_router_orchestration.py	3	CODE
LOW	xinference/core/tests/test_tokenizer_asset_store.py	3	CODE
LOW	xinference/deploy/cmdline.py	58	CODE
LOW	xinference/deploy/router_agent.py	4	CODE
LOW	xinference/deploy/router_agent.py	6	CODE
2538 more matches not shown…

Empty Error Handlers312 hits · 1555 pts

Severity	File	Line	Snippet	Context
HIGH	build_backend.py	123	except OSError:	CODE
HIGH	benchmark/benchmark_cross_engine_pd.py	334	except requests.RequestException:	CODE
HIGH	benchmark/benchmark_mlx_xavier.py	89	except psutil.NoSuchProcess:	CODE
HIGH	benchmark/benchmark_mlx_xavier.py	144	except requests.RequestException:	CODE
HIGH	benchmark/benchmark_mlx_xavier.py	245	except Exception:	CODE
HIGH	benchmark/benchmark_sglang_pd.py	275	except psutil.NoSuchProcess:	CODE
HIGH	benchmark/benchmark_sglang_pd.py	324	except requests.RequestException:	CODE
HIGH	benchmark/benchmark_sglang_pd.py	462	except Exception:	CODE
HIGH	benchmark/benchmark_nvidia_mlx_pd.py	114	except json.JSONDecodeError:	CODE
HIGH	benchmark/benchmark_serving.py	39	except ValueError:	CODE
HIGH	xinference/constants.py	237	except OSError:	CODE
HIGH	xinference/__init__.py	38	except Exception:	CODE
HIGH	xinference/device_utils.py	329	except ImportError:	CODE
HIGH	xinference/device_utils.py	726	except (ValueError, KeyError, AttributeError):	CODE
HIGH	xinference/device_utils.py	314	except Exception:	CODE
HIGH	xinference/core/worker.py	552	except Exception:	CODE
HIGH	xinference/core/worker.py	582	except Exception:	CODE
HIGH	xinference/core/worker.py	725	except Exception:	CODE
HIGH	xinference/core/worker.py	1005	except Exception:	CODE
HIGH	xinference/core/worker.py	356	except OSError:	CODE
HIGH	xinference/core/worker.py	613	except Exception:	CODE
HIGH	xinference/core/worker.py	1354	except Exception:	CODE
HIGH	xinference/core/worker.py	5546	except OSError:	CODE
HIGH	xinference/core/worker.py	5733	except (psutil.NoSuchProcess, psutil.AccessDenied):	CODE
HIGH	xinference/core/worker.py	5800	except (psutil.NoSuchProcess, psutil.AccessDenied):	CODE
HIGH	xinference/core/worker.py	6528	except FileNotFoundError:	CODE
HIGH	xinference/core/worker.py	1059	except Exception:	CODE
HIGH	xinference/core/worker.py	3525	except OSError:	CODE
HIGH	xinference/core/worker.py	3856	except importlib.metadata.PackageNotFoundError:	CODE
HIGH	xinference/core/worker.py	5106	except Exception:	CODE
HIGH	xinference/core/worker.py	5608	except FileNotFoundError:	CODE
HIGH	xinference/core/worker.py	5616	except OSError:	CODE
HIGH	xinference/core/worker.py	1080	except Exception:	CODE
HIGH	xinference/core/worker.py	3370	except (KeyError, ValueError, AssertionError):	CODE
HIGH	xinference/core/worker.py	4205	except ImportError:	CODE
HIGH	xinference/core/worker.py	1078	except Exception:	CODE
HIGH	xinference/core/worker.py	4968	except Exception:	CODE
HIGH	xinference/core/metrics.py	472	except Exception:	CODE
HIGH	xinference/core/metrics.py	1240	except Exception:	CODE
HIGH	xinference/core/metrics.py	1262	except Exception:	CODE
HIGH	xinference/core/supervisor.py	1096	except asyncio.TimeoutError:	CODE
HIGH	xinference/core/supervisor.py	4563	except RuntimeError:	CODE
HIGH	xinference/core/supervisor.py	6180	except RuntimeError:	CODE
HIGH	xinference/core/supervisor.py	537	except Exception:	CODE
HIGH	xinference/core/supervisor.py	585	except Exception:	CODE
HIGH	xinference/core/supervisor.py	2952	except asyncio.CancelledError:	CODE
HIGH	xinference/core/supervisor.py	4246	except asyncio.CancelledError:	CODE
HIGH	xinference/core/supervisor.py	5326	except Exception:	CODE
HIGH	xinference/core/supervisor.py	4358	except asyncio.CancelledError:	CODE
HIGH	xinference/core/supervisor.py	4914	except Exception:	CODE
HIGH	xinference/core/virtual_env_manager.py	289	except metadata.PackageNotFoundError:	CODE
HIGH	xinference/core/virtual_env_manager.py	1535	except Exception:	CODE
HIGH	xinference/core/virtual_env_manager.py	1876	except Exception:	CODE
HIGH	xinference/core/virtual_env_manager.py	1226	except Exception:	CODE
HIGH	xinference/core/virtual_env_manager.py	1757	except Exception:	CODE
HIGH	xinference/core/virtual_env_manager.py	895	except OSError:	CODE
HIGH	xinference/core/virtual_env_manager.py	935	except OSError:	CODE
HIGH	xinference/core/virtual_env_manager.py	927	except OSError:	CODE
HIGH	xinference/core/model_recommendation.py	130	except Exception:	CODE
HIGH	xinference/core/model_recommendation.py	142	except Exception:	CODE
252 more matches not shown…

Decorative Section Separators397 hits · 1322 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	xinference/device_utils.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	273	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	275	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	93	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	180	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	456	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	458	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	565	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	567	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/metrics.py	37	# ===========================================================================	COMMENT
MEDIUM⚡	xinference/core/metrics.py	39	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	58	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	60	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	102	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	104	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	338	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	340	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	367	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	369	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	434	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	436	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	450	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	452	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/otel.py	161	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/otel.py	163	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/otel.py	316	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/otel.py	318	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/tests/test_model.py	304	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/tests/test_model.py	310	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_utils.py	840	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_utils.py	842	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	155	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	187	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	189	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	211	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	213	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	253	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	258	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	356	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	358	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	417	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	419	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	505	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	507	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…nference/deploy/docker/pypiserver/download_packages.py	357	# ------------------------------------------------------------------	COMMENT
MEDIUM	…nference/deploy/docker/pypiserver/download_packages.py	359	# ------------------------------------------------------------------	COMMENT
MEDIUM	…nference/deploy/docker/pypiserver/download_packages.py	394	# ------------------------------------------------------------------	COMMENT
MEDIUM	…nference/deploy/docker/pypiserver/download_packages.py	396	# ------------------------------------------------------------------	COMMENT
MEDIUM	…nference/deploy/docker/pypiserver/download_packages.py	458	# ------------------------------------------------------------------	COMMENT
MEDIUM	…nference/deploy/docker/pypiserver/download_packages.py	460	# ------------------------------------------------------------------	COMMENT
MEDIUM	…nference/deploy/docker/pypiserver/download_packages.py	498	# ------------------------------------------------------------------	COMMENT
MEDIUM	…nference/deploy/docker/pypiserver/download_packages.py	502	# ------------------------------------------------------------------	COMMENT
337 more matches not shown…

Deep Nesting1158 hits · 1027 pts

Severity	File	Line	Context
LOW	build_backend.py	111	CODE
LOW	benchmark/benchmark_cross_engine_pd.py	82	CODE
LOW	benchmark/benchmark_cross_engine_pd.py	288	CODE
LOW	benchmark/benchmark_mlx_xavier.py	106	CODE
LOW	benchmark/benchmark_sglang_pd.py	284	CODE
LOW	benchmark/benchmark_sglang_pd.py	467	CODE
LOW	benchmark/benchmark_sglang_pd.py	134	CODE
LOW	benchmark/benchmark_runner.py	88	CODE
LOW	benchmark/benchmark_runner.py	206	CODE
LOW	benchmark/benchmark_nvidia_mlx_pd.py	160	CODE
LOW	xinference/engine_hooks.py	71	CODE
LOW	xinference/constants.py	188	CODE
LOW	xinference/_model_catalog.py	147	CODE
LOW	xinference/utils.py	42	CODE
LOW	xinference/device_utils.py	278	CODE
LOW	xinference/device_utils.py	390	CODE
LOW	xinference/device_utils.py	649	CODE
LOW	xinference/core/runtime_logs.py	26	CODE
LOW	xinference/core/worker.py	527	CODE
LOW	xinference/core/worker.py	557	CODE
LOW	xinference/core/worker.py	600	CODE
LOW	xinference/core/worker.py	680	CODE
LOW	xinference/core/worker.py	1000	CODE
LOW	xinference/core/worker.py	1309	CODE
LOW	xinference/core/worker.py	1684	CODE
LOW	xinference/core/worker.py	1955	CODE
LOW	xinference/core/worker.py	2016	CODE
LOW	xinference/core/worker.py	2319	CODE
LOW	xinference/core/worker.py	2444	CODE
LOW	xinference/core/worker.py	2647	CODE
LOW	xinference/core/worker.py	2785	CODE
LOW	xinference/core/worker.py	3178	CODE
LOW	xinference/core/worker.py	3296	CODE
LOW	xinference/core/worker.py	3444	CODE
LOW	xinference/core/worker.py	3634	CODE
LOW	xinference/core/worker.py	3717	CODE
LOW	xinference/core/worker.py	4312	CODE
LOW	xinference/core/worker.py	4428	CODE
LOW	xinference/core/worker.py	4542	CODE
LOW	xinference/core/worker.py	5297	CODE
LOW	xinference/core/worker.py	5551	CODE
LOW	xinference/core/worker.py	5657	CODE
LOW	xinference/core/worker.py	6057	CODE
LOW	xinference/core/worker.py	6170	CODE
LOW	xinference/core/worker.py	6252	CODE
LOW	xinference/core/worker.py	6515	CODE
LOW	xinference/core/worker.py	6545	CODE
LOW	xinference/core/worker.py	6659	CODE
LOW	xinference/core/worker.py	6804	CODE
LOW	xinference/core/metrics.py	550	CODE
LOW	xinference/core/metrics.py	1213	CODE
LOW	xinference/core/monitor_config_store.py	156	CODE
LOW	xinference/core/supervisor.py	123	CODE
LOW	xinference/core/supervisor.py	182	CODE
LOW	xinference/core/supervisor.py	652	CODE
LOW	xinference/core/supervisor.py	1427	CODE
LOW	xinference/core/supervisor.py	2414	CODE
LOW	xinference/core/supervisor.py	2569	CODE
LOW	xinference/core/supervisor.py	2965	CODE
LOW	xinference/core/supervisor.py	3871	CODE
1098 more matches not shown…

Excessive Try-Catch Wrapping992 hits · 912 pts

Severity	File	Line	Snippet	Context
LOW	build_backend.py	106	except Exception:	CODE
LOW	benchmark/benchmark_mlx_xavier.py	245	except Exception:	CODE
LOW	benchmark/benchmark_sglang_pd.py	166	except Exception as error:	CODE
LOW	benchmark/benchmark_sglang_pd.py	462	except Exception:	CODE
LOW	benchmark/benchmark_runner.py	198	except Exception:	CODE
LOW	benchmark/benchmark_pd.py	133	except Exception as exc:	CODE
LOW	xinference/engine_hooks.py	168	except Exception:	CODE
MEDIUM	xinference/conftest.py	121	print(f"Error while checking endpoint: {e}")	CODE
LOW	xinference/__init__.py	31	except Exception:	CODE
LOW	xinference/__init__.py	38	except Exception:	CODE
LOW	xinference/extensions.py	71	except Exception as error:	CODE
MEDIUM	xinference/device_utils.py	64	def _mps_empty_cache():	CODE
MEDIUM	xinference/device_utils.py	318	def get_nvidia_gpu_info() -> Dict[str, Any]:	CODE
MEDIUM	xinference/device_utils.py	350	def get_metax_gpu_info() -> Dict:	CODE
MEDIUM	xinference/device_utils.py	365	def get_rocm_gpu_info() -> Dict:	CODE
LOW	xinference/device_utils.py	307	except Exception as e:	CODE
LOW	xinference/device_utils.py	314	except Exception:	CODE
LOW	xinference/device_utils.py	331	except Exception as e:	CODE
LOW	xinference/device_utils.py	345	except Exception as e:	CODE
LOW	xinference/device_utils.py	360	except Exception as e:	CODE
LOW	xinference/device_utils.py	374	except Exception:	CODE
LOW	xinference/device_utils.py	693	except Exception:	CODE
LOW	xinference/device_utils.py	700	except Exception:	CODE
LOW	xinference/device_utils.py	733	except Exception:	CODE
MEDIUM	xinference/core/worker.py	1556	def signal_handler():	CODE
MEDIUM	xinference/core/worker.py	1573	def trigger_exit(self) -> bool:	CODE
MEDIUM	xinference/core/worker.py	1800	def _record_model_versions_best_effort(self, cache_tracker_ref):	CODE
LOW⚡	xinference/core/worker.py	522	except Exception as e:	CODE
LOW⚡	xinference/core/worker.py	537	except Exception:	CODE
LOW⚡	xinference/core/worker.py	547	except Exception:	CODE
LOW⚡	xinference/core/worker.py	552	except Exception:	CODE
LOW⚡	xinference/core/worker.py	1998	except Exception:	CODE
LOW⚡	xinference/core/worker.py	2009	except Exception:	CODE
LOW	xinference/core/worker.py	566	except Exception:	CODE
LOW	xinference/core/worker.py	577	except Exception:	CODE
LOW	xinference/core/worker.py	582	except Exception:	CODE
LOW	xinference/core/worker.py	613	except Exception:	CODE
LOW	xinference/core/worker.py	675	except Exception:	CODE
LOW	xinference/core/worker.py	725	except Exception:	CODE
LOW	xinference/core/worker.py	754	except Exception:	CODE
LOW	xinference/core/worker.py	769	except Exception:	CODE
LOW	xinference/core/worker.py	851	except Exception:	CODE
LOW	xinference/core/worker.py	1005	except Exception:	CODE
LOW	xinference/core/worker.py	1034	except Exception as e:	CODE
LOW	xinference/core/worker.py	1059	except Exception:	CODE
LOW	xinference/core/worker.py	1078	except Exception:	CODE
LOW	xinference/core/worker.py	1080	except Exception:	CODE
LOW	xinference/core/worker.py	1121	except Exception:	CODE
LOW	xinference/core/worker.py	1146	except Exception as e:	CODE
LOW	xinference/core/worker.py	1164	except Exception:	CODE
LOW	xinference/core/worker.py	1188	except Exception:	CODE
LOW	xinference/core/worker.py	1220	except Exception:	CODE
LOW	xinference/core/worker.py	1354	except Exception:	CODE
LOW	xinference/core/worker.py	1356	except Exception:	CODE
LOW	xinference/core/worker.py	1397	except Exception:	CODE
LOW	xinference/core/worker.py	1512	except Exception:	CODE
LOW	xinference/core/worker.py	1520	except Exception:	CODE
LOW	xinference/core/worker.py	1560	except Exception as e:	CODE
LOW	xinference/core/worker.py	1576	except Exception as e:	CODE
LOW	xinference/core/worker.py	1662	except Exception:	CODE
932 more matches not shown…

Over-Commented Block902 hits · 864 pts

Severity	File	Line	Snippet	Context
LOW	build_backend.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	build_web.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	benchmark/benchmark_long.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	benchmark/utils.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	benchmark/benchmark_embedding.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	benchmark/benchmark_runner.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	benchmark/benchmark_latency.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	benchmark/benchmark_rerank.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	benchmark/benchmark_serving.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	benchmark/tests/test_benchmark_embedding.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	frontend/next.config.ts	1	// Output mode (build only):	COMMENT
LOW	frontend/src/i18n/locales/zh-TW.ts	1	// Taiwan Traditional Chinese (zh-TW) locale	COMMENT
LOW	xinference/engine_hooks.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/isolation.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/conftest.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/fields.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/constants.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/constants.py	161		COMMENT
LOW	xinference/__init__.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/types.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/extensions.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/utils.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/device_utils.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/_compat.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/ui/__init__.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/worker.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/worker.py	3901	# is detected, install from the matching GPU index so the GPU build is	COMMENT
LOW	xinference/core/worker.py	4801	# the virtualenv is populated: the subprocess boots on	COMMENT
LOW	xinference/core/worker.py	6601	from ..model.llm.transformers.tensorizer_utils import get_tensorizer_dir	COMMENT
LOW	xinference/core/worker.py	6941	async def recover_model(self, launch_args: Dict[str, Any]):	COMMENT
LOW	xinference/core/metrics.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/event.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/progress_tracker.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/log.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/monitor_config_store.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/supervisor.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/supervisor.py	5981	# Keep worker-returned specs in _list_models_cache pristine. The	COMMENT
LOW	xinference/core/virtual_env_manager.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/virtual_env_manager.py	181	],	COMMENT
LOW	xinference/core/launch_strategy.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/resource.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/__init__.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/cache_tracker.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/autostart.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/http_protocol.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/replica_config.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/model.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/download_task_store.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/utils.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/status_guard.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/exceptions.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/rpc_context.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/launch_history_store.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/pd_model.py	1	# Copyright 2022-2026 XProbe Inc.	COMMENT
LOW	xinference/core/otel.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/system_settings_store.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_virtual_env_manager.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_model.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_continuous_batching.py	1	# Copyright 2022-2026 XProbe Inc.	COMMENT
LOW	xinference/core/tests/test_engine_discovery.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
842 more matches not shown…

AI Structural Patterns641 hits · 617 pts

Severity	File	Line	Context
LOW	xinference/core/worker.py	3717	CODE
LOW	xinference/core/worker.py	4542	CODE
LOW	xinference/core/worker.py	6880	CODE
LOW	xinference/core/metrics.py	1279	CODE
LOW	xinference/core/supervisor.py	2804	CODE
LOW	xinference/core/supervisor.py	2965	CODE
LOW	xinference/core/supervisor.py	3871	CODE
LOW	xinference/core/supervisor.py	8046	CODE
LOW	xinference/core/supervisor.py	8062	CODE
LOW	xinference/core/tests/test_model_recommendation.py	14	CODE
LOW	xinference/deploy/utils.py	385	CODE
LOW	xinference/model/video/core.py	172	CODE
LOW	xinference/model/llm/memory.py	349	CODE
LOW	xinference/model/llm/lmdeploy/core.py	308	CODE
LOW	xinference/model/llm/vllm/distributed_executor_v1.py	338	CODE
LOW	…model/llm/vllm/xavier/xavier_remote_kvcache_manager.py	150	CODE
LOW	…model/llm/vllm/xavier/xavier_remote_kvcache_manager.py	180	CODE
LOW	xinference/model/llm/mlx/core.py	424	CODE
LOW	xinference/model/llm/mlx/core.py	619	CODE
LOW	…nference/model/embedding/sentence_transformers/core.py	564	CODE
LOW	xinference/model/embedding/vllm/core.py	371	CODE
LOW	xinference/model/embedding/vllm/core.py	533	CODE
LOW	xinference/model/image/controlnet.py	228	CODE
LOW	xinference/model/image/rng.py	84	CODE
LOW	xinference/model/image/core.py	291	CODE
LOW	xinference/model/image/tests/test_joyai_image.py	137	CODE
LOW	xinference/model/image/tests/test_qwen_image21.py	72	CODE
LOW	xinference/model/image/ocr/paddleocr_vl.py	222	CODE
LOW	xinference/model/image/vllm/core.py	82	CODE
LOW	xinference/model/image/stable_diffusion/core.py	155	CODE
LOW	xinference/model/image/sglang/core.py	69	CODE
LOW	xinference/model/rerank/sentence_transformers/core.py	526	CODE
LOW	xinference/api/restful_api.py	3324	CODE
LOW	xinference/api/restful_api.py	3383	CODE
LOW	xinference/api/restful_api.py	3623	CODE
LOW	xinference/api/restful_api.py	1179	CODE
LOW	xinference/api/routers/admin.py	874	CODE
LOW	xinference/api/routers/admin.py	1985	CODE
LOW	xinference/api/oauth2/advanced/audit.py	148	CODE
LOW	xinference/client/restful/restful_client.py	1271	CODE
LOW	xinference/client/restful/async_restful_client.py	1407	CODE
LOW	…ty/fish_speech_s2/fish_speech/models/dac/modded_dac.py	195	CODE
LOW	…ty/fish_speech_s2/fish_speech/models/dac/modded_dac.py	805	CODE
LOW	…hirdparty/fish_speech_s2/fish_speech/models/dac/rvq.py	205	CODE
LOW	…sh_speech_s2/fish_speech/models/text2semantic/llama.py	844	CODE
LOW	…peech_s2/fish_speech/models/text2semantic/inference.py	523	CODE
LOW	xinference/thirdparty/cosyvoice/dataset/dataset.py	104	CODE
LOW	xinference/thirdparty/cosyvoice/hifigan/generator.py	397	CODE
LOW	xinference/thirdparty/cosyvoice/transformer/decoder.py	58	CODE
LOW	xinference/thirdparty/cosyvoice/transformer/decoder.py	276	CODE
LOW	…e/thirdparty/cosyvoice/transformer/upsample_encoder.py	107	CODE
LOW	xinference/thirdparty/cosyvoice/transformer/encoder.py	39	CODE
LOW	xinference/thirdparty/cosyvoice/transformer/encoder.py	341	CODE
LOW	xinference/thirdparty/cosyvoice/transformer/encoder.py	390	CODE
LOW	xinference/thirdparty/cosyvoice/utils/mask.py	158	CODE
LOW	xinference/thirdparty/cosyvoice/cli/model.py	170	CODE
LOW	xinference/thirdparty/cosyvoice/cli/model.py	321	CODE
LOW	xinference/thirdparty/cosyvoice/flow/decoder.py	295	CODE
LOW	xinference/thirdparty/cosyvoice/flow/flow.py	25	CODE
LOW	xinference/thirdparty/cosyvoice/flow/flow.py	152	CODE
581 more matches not shown…

Modern Structural Boilerplate498 hits · 498 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/benchmark_long.py	27	logger = logging.getLogger(__name__)	CODE
LOW	benchmark/utils.py	25	logger = logging.getLogger(__name__)	CODE
LOW	benchmark/benchmark_embedding.py	27	logger = logging.getLogger(__name__)	CODE
LOW	benchmark/benchmark_runner.py	28	logger = logging.getLogger(__name__)	CODE
LOW	benchmark/benchmark_latency.py	26	logger = logging.getLogger(__name__)	CODE
LOW	benchmark/benchmark_rerank.py	28	logger = logging.getLogger(__name__)	CODE
LOW	benchmark/benchmark_serving.py	27	logger = logging.getLogger(__name__)	CODE
LOW	xinference/engine_hooks.py	37	logger = logging.getLogger(__name__)	CODE
LOW	xinference/engine_hooks.py	39	__all__ = [	CODE
LOW	xinference/constants.py	20	logger = logging.getLogger(__name__)	CODE
LOW⚡	xinference/device_utils.py	25	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/worker.py	1231	def update_system_settings(self, settings: Dict[str, Any]) -> None:	CODE
LOW⚡	xinference/core/metrics.py	33	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/metrics.py	849	def _update_token_router_gauges(cluster_data: Dict[str, Any]) -> None:	CODE
LOW	xinference/core/metrics.py	1213	def update_security_gauges(auth_service) -> None:	CODE
LOW	xinference/core/router_orchestration.py	22	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/progress_tracker.py	37	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/monitor_config_store.py	22	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/supervisor.py	6443	async def update_system_settings(self, settings: Dict[str, Any]) -> None:	CODE
LOW	xinference/core/virtual_env_manager.py	34	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/http_protocol.py	19	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/model.py	55	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/utils.py	43	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/tokenizer_asset_registry.py	22	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/launch_history_store.py	28	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/pd_model.py	33	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/otel.py	44	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/system_settings_store.py	30	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/system_settings_store.py	137	def set_optional(name: str, value: str) -> None:	CODE
LOW	xinference/deploy/worker.py	27	logger = logging.getLogger(__name__)	CODE
LOW	xinference/deploy/supervisor.py	32	logger = logging.getLogger(__name__)	CODE
LOW	xinference/deploy/local.py	37	logger = logging.getLogger(__name__)	CODE
LOW	xinference/deploy/router_agent.py	8	__all__ = ["main"]	CODE
LOW	xinference/deploy/utils.py	48	logger = logging.getLogger(__name__)	CODE
LOW	xinference/deploy/utils.py	984	def set_process_log_identity(role: str, address: str) -> None:	CODE
LOW	xinference/deploy/router.py	8	__all__ = ["main"]	CODE
LOW	xinference/model/custom.py	26	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/oci_utils.py	30	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/cache_manager.py	9	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/batch.py	24	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llmman.py	42	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/utils.py	69	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/video/mlx_video.py	42	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/video/core.py	23	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/video/engine_family.py	22	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/video/diffusers.py	49	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/video/tests/test_diffusers_video.py	23	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/reasoning_parser.py	12	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/custom.py	24	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/cache_manager.py	26	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/llm_family.py	44	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/core.py	35	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/utils.py	63	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/weight_cache.py	34	logger = logging.getLogger(__name__)	CODE
LOW	…ence/model/llm/tool_parsers/deepseek_v4_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…rence/model/llm/tool_parsers/minimax_m3_tool_parser.py	10	logger = logging.getLogger(__name__)	CODE
LOW	…ence/model/llm/tool_parsers/deepseek_v3_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/tool_parsers/gemma_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…nference/model/llm/tool_parsers/minimax_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…nference/model/llm/tool_parsers/kimi_k3_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
438 more matches not shown…

Docstring Block Structure66 hits · 330 pts

Severity	File	Line	Snippet	Context
HIGH	xinference/utils.py	87	Recursively convert an object into a hashable form. This function is useful for creating deterministic cache k	STRING
HIGH	xinference/deploy/utils.py	1266	Convert CLI string arguments to appropriate Python types. Handles type conversion for Click command arguments with	STRING
HIGH	…ence/model/llm/tool_parsers/deepseek_v4_tool_parser.py	102	Extract tool calls from complete model output. Args: model_output: The complete output str	STRING
HIGH	…ce/model/llm/tool_parsers/deepseek_v3_2_tool_parser.py	102	Extract tool calls from complete model output. Args: model_output: The complete output str	STRING
HIGH	xinference/model/embedding/core.py	382	Extract the 'sentences' argument and remaining kwargs from (args, *kwargs) for a given function.	STRING
HIGH	xinference/model/rerank/sentence_transformers/core.py	817	Extract the 'documents' and 'query' argument and remaining kwargs from (args, *kwargs) for a given fu	STRING
HIGH	xinference/model/rerank/vllm/core.py	520	Extract the 'documents' and 'query' argument and remaining kwargs from (args, *kwargs) for a given fu	STRING
HIGH	xinference/api/utils.py	103	Get a model with standardized error handling. Replaces the repeated pattern: ```python try: mo	STRING
HIGH	xinference/thirdparty/cosyvoice/utils/mask.py	18	def subsequent_mask( size: int, device: torch.device = torch.device("cpu"), ) -> torch.Tensor: """C	STRING
HIGH	xinference/thirdparty/cosyvoice/utils/mask.py	57	Create mask for subsequent steps (size, size). This mask is used only in decoder which works in an auto-regressive	STRING
HIGH	xinference/thirdparty/cosyvoice/utils/mask.py	95	Create mask for subsequent steps (size, size) with chunk size, this is for streaming encoder Args: s	STRING
HIGH	xinference/thirdparty/cosyvoice/utils/mask.py	133	Create mask for subsequent steps (size, size) with chunk size, this is for streaming encoder Args: s	STRING
HIGH	xinference/thirdparty/cosyvoice/utils/mask.py	240	Make mask tensor containing indices of padded part. See description of make_non_pad_mask. Args: length	STRING
HIGH	xinference/thirdparty/cosyvoice/utils/common.py	30	Perform padding for the list of tensors. Args: xs (List): List of Tensors [(T_1, ``), (T_2, ``), ..., (T_	STRING
HIGH	xinference/thirdparty/cosyvoice/flow/decoder.py	211	Forward pass of the UNet1DConditional model. Args: x (torch.Tensor): shape (batch_size, in_channels	STRING
HIGH	xinference/thirdparty/cosyvoice/flow/decoder.py	406	Forward pass of the UNet1DConditional model. Args: x (torch.Tensor): shape (batch_size, in_channels	STRING
HIGH	…hirdparty/controlnet/annotator/mmpkg/mmcv/fileio/io.py	19	Load data from json/yaml/pickle files. This method provides a unified api for loading data from serialized files.	STRING
HIGH	…hirdparty/controlnet/annotator/mmpkg/mmcv/fileio/io.py	70	Dump data to json/yaml/pickle strings or files. This method provides a unified api for dumping data as strings or t	STRING
HIGH	…/controlnet/annotator/mmpkg/mmcv/fileio/file_client.py	312	Download a file from ``filepath`` and return a temporary path. ``get_local_path`` is decorated by :meth:`contxt	STRING
HIGH	…/controlnet/annotator/mmpkg/mmcv/fileio/file_client.py	732	A general file client to access files in different backends. The client loads a file or text in a specified backend	STRING
HIGH	…/controlnet/annotator/mmpkg/mmcv/fileio/file_client.py	838	Parse the prefix of a uri. Args: uri (str \| Path): Uri to be parsed that contains the file prefix.	STRING
HIGH	…/controlnet/annotator/mmpkg/mmcv/fileio/file_client.py	869	Infer a suitable file client based on the URI and arguments. Args: file_client_args (dict, optional	STRING
HIGH	…/controlnet/annotator/mmpkg/mmcv/fileio/file_client.py	1106	Download data from ``filepath`` and write the data to local path. ``get_local_path`` is decorated by :meth:`con	STRING
HIGH	…dparty/controlnet/annotator/mmpkg/mmcv/fileio/parse.py	11	Load a text file and parse the content as a list of strings. Note: In v1.3.16 and later, ``list_from_file``	STRING
HIGH	…dparty/controlnet/annotator/mmpkg/mmcv/fileio/parse.py	53	Load a text file and parse the content as a dict. Each line of the text file will be two or more columns split by	STRING
HIGH	…irdparty/controlnet/annotator/mmpkg/mmcv/utils/misc.py	39	Import modules from the given list of strings. Args: imports (list \| str \| None): The given module names to	STRING
HIGH	…dparty/controlnet/annotator/mmpkg/mmcv/utils/config.py	283	merge dict ``a`` into dict ``b`` (non-inplace). Values in ``a`` will overwrite ``b``. ``b`` is copied first to	STRING
HIGH	…dparty/controlnet/annotator/mmpkg/mmcv/utils/config.py	627	Parse iterable values in the string. All elements inside '()' or '[]' are treated as iterable values.	STRING
HIGH	…rolnet/annotator/mmpkg/mmcv/cnn/utils/flops_counter.py	122	Convert FLOPs number into a string. Note that Here we take a multiply-add counts as one FLOP. Args: fl	STRING
HIGH	…rolnet/annotator/mmpkg/mmcv/cnn/utils/flops_counter.py	165	Convert parameter number into a string. Args: num_params (float): Parameter number to be converted.	STRING
HIGH	…rence/thirdparty/controlnet/annotator/openpose/util.py	301	Detect hands in the input body pose keypoints and calculate the bounding box for each hand. Args: body	STRING
HIGH	…rence/thirdparty/controlnet/annotator/openpose/util.py	413	Detect the face in the input body pose keypoints and calculate the bounding box for the face. Args: bo	STRING
HIGH	…controlnet/annotator/oneformer/oneformer/data/build.py	63	Similar to `build_detection_train_loader`, with default batch size = 1, and sampler = :class:`InferenceSampler`	STRING
HIGH	…trolnet/annotator/oneformer/detectron2/utils/memory.py	28	Makes a function retry itself after encountering pytorch's CUDA OOM error. It will first retry after callin	STRING
HIGH	…tator/oneformer/detectron2/modeling/backbone/resnet.py	501	Create a list of blocks of the same type that forms one ResNet stage. Args: block_class (t	STRING
HIGH	…ontrolnet/annotator/oneformer/detectron2/data/build.py	516	Similar to `build_detection_train_loader`, with default batch size = 1, and sampler = :class:`InferenceSampler`	STRING
HIGH	…t/annotator/oneformer/detectron2/data/datasets/coco.py	43	Load a json file with COCO's instances annotation format. Currently supports instance detection, instance segme	STRING
HIGH	…t/annotator/oneformer/detectron2/data/datasets/coco.py	253	Load semantic segmentation datasets. All files under "gt_root" with "gt_ext" extension are treated as ground tr	STRING
HIGH	…t/annotator/oneformer/detectron2/data/datasets/lvis.py	46	Load a json file in LVIS's annotation format. Args: json_file (str): full path to the LVIS json annota	STRING
HIGH	…r/oneformer/detectron2/data/transforms/augmentation.py	117	Execute the policy based on input data, and decide what transform to apply to inputs. Args:	STRING
HIGH	…ules/efficientnet_repo/geffnet/efficientnet_builder.py	613	Decode block definition string Gets a list of block arg (dicts) through a string notation of arguments. E.g. ir	STRING
HIGH	…u1/prompt_enhance/adapters/chat_completions_adapter.py	154	Extract the assistant message text from a chat/completions response. Handles both plain-string and list-of-cont	STRING
HIGH	…u1/prompt_enhance/adapters/chat_completions_adapter.py	191	Call the ``/chat/completions`` endpoint with vision content. Args: user_prompt: User-facing text in	STRING
HIGH	…irdparty/sensenova_u1/prompt_enhance/adapters/utils.py	13	Read raw image bytes from a path or return bytes unchanged. Args: image: File path to an image, or raw imag	STRING
HIGH	…senova_u1/prompt_enhance/adapters/anthropic_adapter.py	160	Extract the assistant message text from Anthropic Messages response. Handles responses with or without content	STRING
HIGH	…senova_u1/prompt_enhance/adapters/anthropic_adapter.py	193	Call the ``/v1/messages`` endpoint with vision content. Args: user_prompt: User-facing text instruc	STRING
HIGH	…ce/thirdparty/ace_step_1_5/acestep/model_downloader.py	711	Resolve a VAE variant id (or absolute path) to its on-disk directory. Args: checkpoint_dir: Root checkpoint	STRING
HIGH	…/third_parts/nano-vllm/nanovllm/engine/model_runner.py	30	Encode IPC arguments to UTF-8 JSON bytes for shared-memory transport. Replaces ``pickle`` to avoid arbitrary code e	STRING
HIGH	…/third_parts/nano-vllm/nanovllm/engine/model_runner.py	84	Find an available port starting from start_port. Args: start_port: The starting port number to check	STRING
HIGH	…1_5/acestep/core/generation/handler/lyric_timestamp.py	28	Generate LRC timestamps by aligning decoder cross-attention to lyric tokens. Args: pred_latent (tor	STRING
HIGH	…estep/core/generation/handler/generate_music_decode.py	27	Collect decode inputs and validate raw diffusion latents. Args: outputs: ``service_generate`` outpu	STRING
HIGH	…e/generation/handler/init_service_loader_components.py	27	Load the VAE checkpoint and return its resolved path. Args: checkpoint_dir: Root checkpoint directo	STRING
HIGH	…e/generation/handler/init_service_loader_components.py	69	Load the text tokenizer and embedding model, then return its path. Args: checkpoint_dir: Root check	STRING
HIGH	…tep_1_5/acestep/core/generation/handler/lyric_score.py	27	Calculate lyric alignment scores for pure-noise and regressed-latent inputs. Args: pred_latent (tor	STRING
HIGH	…e_step_1_5/acestep/core/generation/handler/io_audio.py	14	Read an audio file, with torchaudio fallback for formats unsupported by soundfile. soundfile (libsndfile) supports	STRING
HIGH	…_1_5/acestep/core/generation/handler/generate_music.py	252	Generate audio from text/reference inputs and return response payload. Args: captions: Text prompt	STRING
HIGH	…pytorch/pytorchocr/modeling/backbones/rec_pphgnetv2.py	545	use 'handle_func' to modify the sub-layer(s) specified by 'layer_name_pattern'. Args: layer_name_pa	STRING
HIGH	…party/megatts3/tts/modules/ar_dur/commons/seq_utils.py	113	Make mask tensor containing indices of padded part. Args: lengths (LongTensor or List): Batch of lengths (B,	STRING
HIGH	…party/megatts3/tts/modules/ar_dur/commons/seq_utils.py	219	Make mask tensor containing indices of non-padded part. Args: lengths (LongTensor or List): Batch of lengths	STRING
HIGH	…arty/diffusers_community/stable_diffusion_reference.py	282	Check the validity of the input arguments for the diffusion model. Args: prompt (Optional[	STRING
6 more matches not shown…

Dead Code131 hits · 191 pts

Severity	File	Line	Context
MEDIUM	…ference/model/llm/vllm/xavier/xavier_scheduler_hook.py	368	CODE
MEDIUM	xinference/model/image/ocr/deepdoc.py	338	CODE
MEDIUM	xinference/api/tests/test_streaming_outcome.py	139	CODE
MEDIUM	…thirdparty/controlnet/annotator/manga_line/__init__.py	36	CODE
MEDIUM	…thirdparty/controlnet/annotator/manga_line/__init__.py	44	CODE
MEDIUM	…thirdparty/controlnet/annotator/manga_line/__init__.py	59	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	296	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	298	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	299	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	303	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	307	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	309	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	322	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	324	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	326	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	327	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	337	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	342	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	343	CODE
MEDIUM	…ty/sensenova_u1/models/neo_unify/modeling_qwen3_moe.py	344	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	273	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	275	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	276	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	278	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	279	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	281	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	282	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	287	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	288	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	289	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	298	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	300	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	310	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	312	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	313	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	325	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	329	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	353	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	357	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	361	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	362	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	364	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	368	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	369	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	383	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	384	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	385	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	386	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	387	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	388	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	389	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	395	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	396	CODE
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	397	CODE
MEDIUM	…dparty/sensenova_u1/models/neo_unify/modeling_qwen3.py	775	CODE
MEDIUM	…dparty/sensenova_u1/models/neo_unify/modeling_qwen3.py	776	CODE
MEDIUM	…dparty/sensenova_u1/models/neo_unify/modeling_qwen3.py	777	CODE
MEDIUM	…dparty/sensenova_u1/models/neo_unify/modeling_qwen3.py	779	CODE
MEDIUM	…dparty/sensenova_u1/models/neo_unify/modeling_qwen3.py	780	CODE
MEDIUM	…dparty/sensenova_u1/models/neo_unify/modeling_qwen3.py	782	CODE
71 more matches not shown…

Self-Referential Comments64 hits · 180 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	xinference/core/tests/test_restful_api.py	1684	# Create a mock handler with the conversion method	COMMENT
MEDIUM⚡	xinference/core/tests/test_restful_api.py	1691	# Create a temporary RESTfulAPI instance to access the method	COMMENT
MEDIUM⚡	xinference/deploy/test/test_log_rotation.py	214	# Create a file dated 100 days ago	COMMENT
MEDIUM	xinference/model/utils.py	3209	# Create a mapping of updated_at to model for comparison	COMMENT
MEDIUM	xinference/model/llm/vllm/distributed_executor_v1.py	150	# Create the parallel GPU workers.	COMMENT
MEDIUM	xinference/model/llm/vllm/distributed_executor.py	146	# Create the parallel GPU workers.	COMMENT
MEDIUM	…el/llm/vllm/xavier/test/test_remote_kvcache_manager.py	44	# Create a XavierRemoteKVCacheManager instance and inject mocked dependencies	COMMENT
MEDIUM	xinference/model/llm/transformers/chatglm.py	126	# This method is adapted from https://github.com/THUDM/GLM-4/blob/main/basic_demo/openai_api_server.py	COMMENT
MEDIUM⚡	xinference/model/llm/transformers/core.py	69	# Define the decorator to support multiple names registration	COMMENT
MEDIUM⚡	…erence/model/llm/transformers/tests/test_tensorizer.py	100	# Create a dummy cache file to simulate cache existence	COMMENT
MEDIUM	…ence/model/embedding/vllm/tests/test_vllm_embedding.py	104	# Create a long text that exceeds 512 tokens	COMMENT
MEDIUM	xinference/model/audio/utils.py	298	# Create the file, close our handle immediately, and clean it up	COMMENT
MEDIUM	xinference/model/rerank/sentence_transformers/core.py	330	# Create a simple wrapper for return value conversion only.	COMMENT
MEDIUM	…nce/thirdparty/fish_speech_s2/fish_speech/tokenizer.py	81	# Create a lookup tensor to handle potential gaps in token IDs safely	COMMENT
MEDIUM	…ch_s2/fish_speech/inference_engine/reference_loader.py	36	# Define the torchaudio backend	COMMENT
MEDIUM	…ish_speech_s2/fish_speech/inference_engine/__init__.py	166	# Create a queue to get the response	COMMENT
MEDIUM	…ator/zoe/zoedepth/models/zoedepth_nk/zoedepth_nk_v1.py	146	# Create a map (ModuleDict) of 'name' -> seed_bin_regressor	COMMENT
MEDIUM	…ator/zoe/zoedepth/models/zoedepth_nk/zoedepth_nk_v1.py	170	# Create a map (ModuleDict) of 'name' -> attractors (ModuleList)	COMMENT
MEDIUM	…net/annotator/mmpkg/mmcv/runner/default_constructor.py	13	>>> # Define a new RunnerReconstructor	STRING
MEDIUM	…/thirdparty/controlnet/annotator/mmpkg/mmcv/ops/nms.py	12	# This function is modified from: https://github.com/pytorch/vision/	COMMENT
MEDIUM	…rolnet/annotator/mmpkg/mmcv/ops/deprecated_wrappers.py	2	# This file is for backward compatibility.	COMMENT
MEDIUM	…/controlnet/annotator/leres/pix2pix/util/image_pool.py	7	"""This class implements an image buffer that stores previously generated images.	STRING
MEDIUM	…/annotator/leres/pix2pix/models/pix2pix4depth_model.py	8	"""This class implements the pix2pix model, for learning a mapping from input images to output images given paired d	STRING
MEDIUM	…ontrolnet/annotator/leres/pix2pix/models/base_model.py	13	"""This class is an abstract base class (ABC) for models.	STRING
MEDIUM	…trolnet/annotator/oneformer/detectron2/utils/events.py	398	# Create a histogram with PyTorch	COMMENT
MEDIUM	xinference/thirdparty/audiotools/ml/accelerator.py	14	"""This class is used to prepare models and dataloaders for	STRING
MEDIUM	xinference/thirdparty/fish_speech/tools/run_webui.py	73	# Create the inference engine	COMMENT
MEDIUM	…rence/thirdparty/fish_speech/tools/vqgan/extract_vq.py	24	# This file is used to convert the audio files to text files using the Whisper model.	COMMENT
MEDIUM	…fish_speech/tools/server/agent/pre_generation_utils.py	39	# Create a conversation object and encode it for inference	COMMENT
MEDIUM	…fish_speech/tools/inference_engine/reference_loader.py	29	# Define the torchaudio backend	COMMENT
MEDIUM	…rdparty/fish_speech/tools/inference_engine/__init__.py	166	# Create a queue to get the response	COMMENT
MEDIUM	…erence/thirdparty/fish_speech/fish_speech/i18n/scan.py	55	# Define the standard file name	COMMENT
MEDIUM	…erence/thirdparty/fish_speech/fish_speech/i18n/scan.py	78	# Define the standard file name	COMMENT
MEDIUM	…arty/sensenova_u1/models/neo_unify/modeling_neo_vit.py	38	# Create the batch index for each patch (B x patch count)	COMMENT
MEDIUM	…rty/sensenova_u1/models/neo_unify/modeling_neo_chat.py	134	# Create the batch index for each patch (B x patch count)	COMMENT
MEDIUM	…dparty/sensenova_u1/models/neo_unify/modeling_qwen3.py	1147	# Create the masks	COMMENT
MEDIUM	xinference/thirdparty/melo/text/japanese.py	540	# Initialize kakasi object	COMMENT
MEDIUM	xinference/thirdparty/melo/text/japanese.py	636	# # Initialize kakasi object	COMMENT
MEDIUM	xinference/thirdparty/melo/text/korean.py	181	# # Initialize kakasi object	COMMENT
MEDIUM	…ference/thirdparty/ace_step_1_5/acestep/audio_utils.py	83	# Create a copy to avoid modifying original in-place	COMMENT
MEDIUM	xinference/thirdparty/ace_step_1_5/acestep/inference.py	960	# Create a copy of params dict for this audio	COMMENT
MEDIUM	xinference/thirdparty/f5_tts/infer/utils_infer.py	509	# Create a combined spectrogram	COMMENT
MEDIUM	xinference/thirdparty/magika/magika.py	561	# The following code checks whether the score is "high enough", where	COMMENT
MEDIUM	xinference/thirdparty/deepseek_vl/serve/app_deepseek.py	96	# Create a copy of the conversation to avoid history truncation in the UI	COMMENT
MEDIUM	…ish_speech_s1/fish_speech/inference_engine/__init__.py	166	# Create a queue to get the response	COMMENT
MEDIUM	xinference/thirdparty/mineru/utils/model_utils.py	28	# Create a white background array	COMMENT
MEDIUM	xinference/thirdparty/mineru/utils/model_utils.py	38	# Create a white background array	COMMENT
MEDIUM	xinference/thirdparty/mineru/utils/draw_bbox.py	65	rect = cal_canvas_rect(page, bbox) # Define the rectangle	CODE
MEDIUM	xinference/thirdparty/mineru/utils/draw_bbox.py	84	rect = cal_canvas_rect(page, bbox) # Define the rectangle	CODE
MEDIUM⚡	xinference/thirdparty/megatts3/tts/infer_cli.py	49	# Define the output path with a .wav extension	COMMENT
MEDIUM⚡	…erence/thirdparty/megatts3/tts/utils/audio_utils/io.py	63	# Define the output path with a .wav extension	COMMENT
MEDIUM	…party/ming_image/diffusion/autoencoder_kl_qwenimage.py	354	# Create the components	STRING
MEDIUM	xinference/thirdparty/mlx/flux/flux.py	142	# Create the latent variables	COMMENT
MEDIUM	xinference/thirdparty/matcha/onnx/export.py	164	# Create the output directory (if not exists)	COMMENT
MEDIUM	xinference/thirdparty/indextts/infer_v2.py	1134	# Create a temporary file for the complete audio	COMMENT
MEDIUM	…irdparty/indextts/gpt/transformers_generation_utils.py	431	# Create the causal mask with fixed shape in advance, to reduce recompilations. If the function to create	COMMENT
MEDIUM	xinference/thirdparty/indextts/BigVGAN/ECAPA_TDNN.py	246	"""This class implements an attentive statistic pooling layer for each channel.	STRING
MEDIUM	xinference/thirdparty/indextts/BigVGAN/ECAPA_TDNN.py	585	"""This class implements the cosine similarity on the top of features.	STRING
MEDIUM	xinference/thirdparty/indextts/BigVGAN/nnet/CNN.py	24	"""This function implements SincConv (SincNet).	STRING
MEDIUM	xinference/thirdparty/indextts/BigVGAN/nnet/CNN.py	306	"""This function implements 1d convolution.	STRING
4 more matches not shown…

Cross-Language Confusion31 hits · 171 pts

Severity	File	Line	Snippet	Context
HIGH	benchmark/benchmark_runner.py	142	# "finish_reason": null,	COMMENT
HIGH	benchmark/tests/test_analyze_pd_profile.py	53	'{"stage": "load_rpc", "succeeded": true, "elapsed_s": 1, "nbytes": null}',	CODE
HIGH	xinference/deploy/docker/pypiserver/selfcheck.py	90	# live in a writable directory (not /dev/null).	COMMENT
HIGH⚡	xinference/deploy/test/test_utils.py	276	arg = '{"int_val": 10, "float_val": 1.5, "bool_val": false, "null_val": null}'	CODE
HIGH	xinference/deploy/test/test_utils.py	382	result = handle_click_args_type('[1, "two", null, true, {"key": "value"}]')	CODE
HIGH	xinference/model/llm/tool_parsers/llama3_tool_parser.py	53	# (e.g., True/False/None instead of true/false/null).	COMMENT
HIGH⚡	…odel/llm/tool_parsers/tests/test_llama3_tool_parser.py	41	model_output = '{"name": "test_func", "parameters": {"value": null}}'	CODE
HIGH	…lm/tool_parsers/tests/test_deepseek_v41_tool_parser.py	13	'<｜DSML｜ parameter name="data" string="false">{"a": [1, null]}</｜DSML｜ parameter>\n'	CODE
HIGH	xinference/model/llm/tests/test_utils.py	2962	"arguments": None, # null, left as-is	CODE
HIGH	xinference/model/llm/tests/test_utils.py	2980	"arguments": "null", # valid JSON null, left as-is	CODE
HIGH⚡	xinference/model/image/ocr/tests/test_deepdoc_parse.py	167	# The field is omitted rather than set to null, so clients can rely	COMMENT
HIGH	xinference/model/audio/minimax_music3.py	172	"MiniMax-Music3 only accepts `voice` as null, an empty string, "	CODE
HIGH	xinference/model/audio/ace_step.py	350	"ACE-Step 1.5 only accepts `voice` as null, an empty string, "	CODE
HIGH	xinference/model/audio/yue2.py	173	"YuE2 only accepts `voice` as null, an empty string, or 'default'."	CODE
HIGH	xinference/api/restful_api.py	1322	"npm ci && npm run build" (this stages the export at the directory	CODE
HIGH	…nference/api/tests/test_frontend_static_real_export.py	18	(``cd frontend && npm run build``) and runs this module against	STRING
HIGH	xinference/api/tests/test_anthropic_messages.py	146	'"finish_reason":null}]}\n\n'	CODE
HIGH	xinference/api/tests/test_token_router_dispatch.py	1272	yield b'data: {"choices":[{"delta":{"content":"hello"},"finish_reason":null}]}\n\n'	CODE
HIGH	…rty/controlnet/annotator/oneformer/pycocotools/coco.py	18	# captions not all functions are defined (e.g. categories are undefined).	COMMENT
HIGH	xinference/thirdparty/audiotools/preference.py	179	if (region != null) {	CODE
HIGH	…ference/thirdparty/fish_speech/tools/webui/__init__.py	18	js="() => {const params = new URLSearchParams(window.location.search);if (!params.has('__theme')) {params.se	CODE
HIGH	…ference/thirdparty/irodori_tts/gradio_emoji_palette.py	113	"const input=root?document.querySelector(root.dataset.target):null;"	STRING
HIGH	…rence/thirdparty/ace_step_1_5/acestep/llm_inference.py	800	logger.error("nano-vllm is not installed. Please install it using 'cd acestep/third_parts/nano-vllm && pip i	CODE
HIGH	…rence/thirdparty/ace_step_1_5/acestep/llm_inference.py	801	return "❌ nano-vllm is not installed. Please install it using 'cd acestep/third_parts/nano-vllm && pip insta	CODE
HIGH	…ce_step_1_5/acestep/models/common/flow_edit_helpers.py	50	"""Reduce a ``(cond, null)``-packed prediction to a guided velocity.	STRING
HIGH	…ce_step_1_5/acestep/models/common/flow_edit_helpers.py	184	torch.cat([enc_hs, null], dim=0),	CODE
HIGH	…model/mfr/unimernet/unimernet_hf/modeling_unimernet.py	337	r'\\(?:lefteqn\|boldmath\|ensuremath\|centering\|textsubscript\|sides\|textsl\|textcent\|emph\|protect\|null)')	CODE
HIGH	…odels/codec/speechtokenizer/modules/quantization/ac.py	138	self.packer.push(b1)	CODE
HIGH	…odels/codec/speechtokenizer/modules/quantization/ac.py	185	self.packer.push(b1)	CODE
HIGH	…odels/codec/speechtokenizer/modules/quantization/ac.py	304	encoder.push(symbol, q_cdf)	CODE
HIGH	…nce/thirdparty/indextts/s2mel/modules/flow_matching.py	88	# Stack original and CFG (null) inputs for batched processing	COMMENT

Redundant / Tautological Comments120 hits · 159 pts

Severity	File	Line	Snippet	Context
LOW	xinference/core/worker.py	3818	# Check if packages contain PyTorch system markers (#system_torch#, etc.)	COMMENT
LOW	xinference/core/worker.py	4718	# Check if cancelled while waiting in queue	COMMENT
LOW	xinference/model/utils.py	3050	# Check if flash_attn is installed	COMMENT
LOW	xinference/model/utils.py	3058	# Check if CUDA is available	COMMENT
LOW	xinference/model/llm/reasoning_parser.py	55	# Check if <think> is present in previous or delta.	COMMENT
LOW	xinference/model/llm/llm_family.py	422	# Append the class to the list of transformer classes	COMMENT
LOW	xinference/model/llm/harmony.py	60	# Check if buffer ends with partial 'assistantfinal'	COMMENT
LOW	xinference/model/llm/harmony.py	76	# Check if this is actually a new message starting with 'analysis'	COMMENT
LOW	xinference/model/llm/harmony.py	102	# Check if buffer ends with partial 'assistantfinal'	COMMENT
LOW	xinference/model/llm/tool_parsers/qwen_tool_parser.py	365	# Check if current output contains tool_call start token	COMMENT
LOW	…ence/model/llm/tool_parsers/deepseek_r1_tool_parser.py	86	# Check if this block is a tool call	COMMENT
LOW	xinference/model/llm/tests/test_llm_model.py	311	# Check if tool_calls is present and is a list	COMMENT
LOW	xinference/model/llm/tests/test_llm_model.py	325	# Check if arguments is a valid JSON string	COMMENT
LOW	xinference/model/llm/vllm/xavier/legacy_engine.py	125	# Check if we have a cached last_output from the previous iteration.	COMMENT
LOW	…ce/model/llm/vllm/patches/hybrid_kv_cache_page_size.py	107	# Check if the original problematic code exists	COMMENT
LOW	…ce/model/llm/vllm/patches/hybrid_kv_cache_page_size.py	119	# Check if all smaller pages divide max evenly	COMMENT
LOW	xinference/model/llm/transformers/core.py	474	# Check if streaming	COMMENT
LOW	xinference/model/llm/transformers/core.py	1112	# Check if streaming	COMMENT
LOW⚡	…erence/model/llm/transformers/tests/test_tensorizer.py	118	# Check if the logger.info was called with the expected message, indicating early return due to cache existence	COMMENT
LOW	xinference/model/llm/mlx/core.py	184	# Check if next_generated method exists (new API)	COMMENT
LOW	xinference/model/llm/mlx/core.py	494	# Check if there are any pending results (early results that arrived before queue was ready)	COMMENT
LOW	xinference/model/llm/mlx/core.py	546	# Check if generation is finished	COMMENT
LOW	xinference/model/llm/mlx/core.py	571	# Check if request is still in active set	COMMENT
LOW	xinference/model/llm/mlx/core.py	2282	# Check if processor supports audio to avoid feature_extractor errors	COMMENT
LOW	xinference/model/embedding/core.py	236	# Check if sentences is a two-dimensional list of integers	COMMENT
LOW	xinference/model/image/stable_diffusion/core.py	1081	# Check if we have a cancel callback for this request	COMMENT
LOW	…/thirdparty/fish_speech_s2/fish_speech/utils/schema.py	69	): # Check if audio is a string (Base64)	CODE
LOW	…ch_s2/fish_speech/inference_engine/reference_loader.py	170	# Check if directory contains at least one audio file and corresponding .lab file	COMMENT
LOW	…ch_s2/fish_speech/inference_engine/reference_loader.py	177	# Check if corresponding .lab file exists for at least one audio file	COMMENT
LOW	…ch_s2/fish_speech/inference_engine/reference_loader.py	206	# Check if reference already exists	COMMENT
LOW	…ch_s2/fish_speech/inference_engine/reference_loader.py	211	# Check if audio file exists	COMMENT
LOW	…hirdparty/controlnet/annotator/leres/leres/depthmap.py	288	# Check if patching is beneficial by comparing the gradient density of the patch to	COMMENT
LOW	…hirdparty/controlnet/annotator/leres/leres/depthmap.py	303	# Check if we are still within the image	COMMENT
LOW	…hirdparty/controlnet/annotator/leres/leres/depthmap.py	512	# Check if Local boosting is beneficial.	COMMENT
LOW	…lnet/annotator/oneformer/detectron2/config/defaults.py	244	# Set this to -1 to use the same number of output channels as input channels.	COMMENT
LOW	…lnet/annotator/oneformer/detectron2/config/defaults.py	631	# Set seed to negative to fully randomize everything.	COMMENT
LOW	…lnet/annotator/oneformer/detectron2/config/defaults.py	632	# Set seed to positive to use a fixed seed. Note that a fixed seed increases	COMMENT
LOW	…e/thirdparty/mineru_vl_utils/post_process/otsl2html.py	25	# Check if this is a native BoundingBox or a bbox from docling-ibm-models	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/run_webui.py	48	# Check if MPS or CUDA is available	COMMENT
LOW	…e/thirdparty/fish_speech/tools/server/model_manager.py	37	# Check if MPS or CUDA is available	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/server/views.py	159	# Check if the text is too long	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/server/views.py	166	# Check if streaming is enabled	COMMENT
LOW	…/thirdparty/fish_speech/tools/server/agent/generate.py	64	# Check if all samples are finished	COMMENT
LOW	…rty/fish_speech/tools/server/agent/generation_utils.py	102	# Check if the token is semantic	COMMENT
LOW	…nference/thirdparty/ace_step_1_5/acestep/gpu_config.py	1217	# Check if a per-process memory fraction has been set	COMMENT
LOW	…nference/thirdparty/ace_step_1_5/acestep/gpu_config.py	1400	# Check if model size is in available models	COMMENT
LOW	…rence/thirdparty/ace_step_1_5/acestep/llm_inference.py	1688	# Check if user provided a meaningful negative prompt (not the default)	COMMENT
LOW	…rence/thirdparty/ace_step_1_5/acestep/llm_inference.py	2889	# Check if this is a new field (no leading spaces and contains ':')	COMMENT
LOW	…rence/thirdparty/ace_step_1_5/acestep/llm_inference.py	2979	# Check if keys need "model." prefix by inspecting first key	COMMENT
LOW	…rence/thirdparty/ace_step_1_5/acestep/llm_inference.py	3287	# Check if all items are done	COMMENT
LOW	…ce/thirdparty/ace_step_1_5/acestep/model_downloader.py	646	# Check if this is a known LM model	COMMENT
LOW	…ce/thirdparty/ace_step_1_5/acestep/model_downloader.py	648	# Check if it might be a variant name	COMMENT
LOW	…ce/thirdparty/ace_step_1_5/acestep/model_downloader.py	689	# Check if this is the default turbo model (part of main)	COMMENT
LOW	…ce/thirdparty/ace_step_1_5/acestep/model_downloader.py	693	# Check if it's a known sub-model	COMMENT
LOW	xinference/thirdparty/ace_step_1_5/acestep/inference.py	742	# Check if LM generation failed	COMMENT
LOW	xinference/thirdparty/ace_step_1_5/acestep/inference.py	913	# Check if generation failed	COMMENT
LOW	xinference/thirdparty/ace_step_1_5/acestep/inference.py	1154	# Check if LLM is initialized	COMMENT
LOW	xinference/thirdparty/ace_step_1_5/acestep/inference.py	1178	# Check if LLM returned empty metadata (error case)	COMMENT
LOW	xinference/thirdparty/ace_step_1_5/acestep/inference.py	1331	# Check if LLM is initialized	COMMENT
LOW	xinference/thirdparty/ace_step_1_5/acestep/inference.py	1353	# Check if LLM returned empty metadata (error case)	COMMENT
60 more matches not shown…

Modern AI Meta-Vocabulary18 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM	xinference/core/tests/test_model.py	278	# rerank/embedding model must run del + empty_cache so its VRAM is	COMMENT
MEDIUM	xinference/core/tests/test_worker.py	2606	# test terminate LLM model, then launch embedding model	COMMENT
MEDIUM	…erence/model/llm/vllm/xavier/test/test_gpu_transfer.py	17	# Run transport orchestration on CPU; real CUDA IPC/NIXL is covered by the	COMMENT
MEDIUM	xinference/model/llm/models/gpt-oss.json	145	"chat_template": "{#-\n In addition to the normal inputs of `messages` and `tools`, this template also accepts the\	CODE
MEDIUM⚡	xinference/model/embedding/embed_family.py	115	# { embedding model name -> { engine name -> engine params } }	COMMENT
MEDIUM	xinference/model/embedding/core.py	97	# this class define the basic info of embedding model	COMMENT
MEDIUM	xinference/model/embedding/core.py	104	# Extra accepted input modalities. Text is implicit for every embedding model.	COMMENT
MEDIUM	…nference/model/embedding/sentence_transformers/core.py	752	# seems already support prompt in embedding model	COMMENT
MEDIUM⚡	xinference/api/restful_api.py	1206	# Attach API instance for dependency injection (Depends(get_api), etc.)	COMMENT
MEDIUM	xinference/api/schemas/requests.py	39	# <0 = cap at the model's max_tokens. Honored by the embedding model base	COMMENT
MEDIUM	…ference/thirdparty/deepseek_vl2/models/conversation.py	33	# The number of few shot examples	COMMENT
MEDIUM	…irdparty/sensenova_u1/models/neo_unify/conversation.py	52	# The number of few shot examples	COMMENT
MEDIUM	xinference/thirdparty/deepseek_vl/utils/conversation.py	65	# The number of few shot examples	COMMENT
MEDIUM	xinference/thirdparty/internvl/conversation.py	50	# The number of few shot examples	COMMENT
MEDIUM	xinference/thirdparty/whisper/transcribe.py	402	# skip silence before possible hallucinations	COMMENT
MEDIUM⚡	xinference/thirdparty/whisper/transcribe.py	414	# if first segment might be a hallucination, skip leading silence	COMMENT
MEDIUM⚡	xinference/thirdparty/whisper/transcribe.py	422	# skip silence before any possible hallucination that is surrounded	COMMENT
MEDIUM⚡	xinference/thirdparty/whisper/transcribe.py	423	# by silence or more hallucinations	COMMENT

AI Slop Vocabulary29 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	xinference/model/utils.py	3203	# New model from user, just add it	COMMENT
LOW⚡	xinference/model/llm/llm_family.py	648	# TODO: If user does not specify quantization, just use the first one	COMMENT
MEDIUM	xinference/model/llm/core.py	252	# Use model_specs from huggingface, as HuggingFace is the most comprehensive.	COMMENT
LOW⚡	xinference/model/embedding/embed_family.py	105	# TODO: If user does not specify quantization, just use the first one	COMMENT
LOW	xinference/model/rerank/rerank_family.py	104	# TODO: If user does not specify quantization, just use the first one	COMMENT
LOW	…erence/thirdparty/cosyvoice/transformer/convolution.py	124	# It's better we just return None if no cache is required,	COMMENT
MEDIUM	xinference/thirdparty/cosyvoice/utils/executor.py	45	# A context manager to be used in conjunction with an instance of	COMMENT
MEDIUM	xinference/thirdparty/cosyvoice/utils/executor.py	97	# A context manager to be used in conjunction with an instance of	COMMENT
LOW	…tor/mmpkg/mmcv/runner/optimizer/default_constructor.py	249	# if no paramwise option is specified, just use the global setting	COMMENT
MEDIUM	…hirdparty/controlnet/annotator/leres/leres/depthmap.py	656	# We use a simple Gaussian mask to blend the merged patch region with the base estimate to ensure seamless	COMMENT
LOW	…ontrolnet/annotator/oneformer/detectron2/layers/nms.py	18	# just call it directly.	COMMENT
LOW⚡	…lnet/annotator/oneformer/detectron2/config/defaults.py	40	# To train on images of different number of channels, just set different mean & std.	COMMENT
LOW	…r/oneformer/detectron2/modeling/roi_heads/fast_rcnn.py	360	# Here we just use proposal_boxes as an arbitrary placeholder because its	COMMENT
LOW	…ontrolnet/annotator/oneformer/detectron2/export/c10.py	563	# just return the keypoint heatmap for now,	COMMENT
LOW	…notator/oneformer/detectron2/export/caffe2_modeling.py	79	# used anyway when batch size is 0, so just set them to 0.	COMMENT
MEDIUM	xinference/thirdparty/sensenova_u1/utils/param_count.py	166	# parameter, which is robust to mixed-dtype checkpoints (e.g. norms	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	1793	# Avoid infinite recursion: if we're still in a fixed_strings state, just return scores	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	1795	# This shouldn't happen, but if it does, just return scores to avoid recursion	COMMENT
LOW	…ep/third_parts/nano-vllm/nanovllm/engine/llm_engine.py	65	# For now, just use the same prompt (user should provide unconditional_prompt)	COMMENT
MEDIUM	…irdparty/ace_step_1_5/acestep/core/scoring/lm_score.py	339	# Calculate recall using the robust logic	COMMENT
LOW	xinference/thirdparty/f5_tts/model/cfm.py	136	duration = torch.maximum(lens + 1, duration) # just add one token so something is generated	CODE
LOW	xinference/thirdparty/f5_tts/model/dataset.py	214	# if want to have different batches between epochs, may just set a seed and log it in ckpt	COMMENT
MEDIUM	xinference/thirdparty/f5_tts/infer/speech_edit.py	54	# [leverage https://github.com/MahmoudAshraf97/ctc-forced-aligner to get char level alignment]	COMMENT
MEDIUM	…eocr2pytorch/pytorchocr/postprocess/rec_postprocess.py	111	): # grouping word with '-', such as 'state-of-the-art'	CODE
MEDIUM	…irdparty/indextts/gpt/transformers_generation_utils.py	372	# (this alternative is not as robust as calling `generate` and letting it create `cache_position`)	COMMENT
MEDIUM	…irdparty/indextts/gpt/transformers_generation_utils.py	648	# 1. Check whether the user has defined `decoder_input_ids` manually. To facilitate in terms of input naming,	COMMENT
LOW	…ce/thirdparty/indextts/gpt/transformers_beam_search.py	854	# generation. In these cases we simply return the highest scoring outputs.	STRING
LOW	…thirdparty/indextts/gpt/transformers_modeling_utils.py	5402	# We can probably just use the multi-head attention module of PyTorch >=1.1.0	STRING
LOW	xinference/thirdparty/indextts/gpt/conformer_encoder.py	146	# It's better we just return None if no cache is required,	COMMENT

Verbosity Indicators30 hits · 49 pts

Severity	File	Line	Snippet	Context
LOW⚡	…m/tool_parsers/tests/test_deepseek_v3_1_tool_parser.py	301	# Step 1: Part 1 of end token	COMMENT
LOW⚡	…m/tool_parsers/tests/test_deepseek_v3_1_tool_parser.py	308	# Step 2: Part 2 of end token	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1015	# Step 1: Get the initial response with stream=True	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1033	# Step 2: Get the final response after tool calls with stream=True	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1051	# Step 3: Get the initial response with stream=False	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1068	# Step 4: Get the final response after tool calls with stream=False	COMMENT
LOW	…n2/layers/csrc/box_iou_rotated/box_iou_rotated_utils.h	174	// Step 1:	COMMENT
LOW	…n2/layers/csrc/box_iou_rotated/box_iou_rotated_utils.h	186	// Step 2:	COMMENT
LOW	…n2/layers/csrc/box_iou_rotated/box_iou_rotated_utils.h	197	// Step 3:	COMMENT
LOW	…n2/layers/csrc/box_iou_rotated/box_iou_rotated_utils.h	243	// Step 4:	COMMENT
LOW	…n2/layers/csrc/box_iou_rotated/box_iou_rotated_utils.h	259	// Step 5:	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/fish_e2e.py	106	# Step 1: Encode audio using VQGAN	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/fish_e2e.py	135	# Step 2: Prepare LLM request	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/fish_e2e.py	182	# Step 3: Stream LLM response and decode audio	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	719	# Step 1: Encode full string "keyscale: {keyscale}" (with space, as tokenizer sees it)	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	723	# Step 2: Find where context ends in full_token_ids	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	738	# Step 3: Extract keyscale value tokens (everything after context)	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	741	# Step 4: Verify we extracted some tokens (sanity check)	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	747	# Step 5: Verify first token is a note (A-G)	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	759	# Step 6: Build prefix mappings from keyscale value tokens	COMMENT
LOW⚡	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	156	# Step 1: Concatenate hidden states and masks along sequence dimension	COMMENT
LOW⚡	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	162	# Step 2: Sort indices so that mask values of 1 come before 0	COMMENT
LOW⚡	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	165	# Step 3: Reorder hidden states using sorted indices	COMMENT
LOW⚡	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	168	# Step 4: Create new mask based on valid sequence lengths	COMMENT
LOW	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	500	# Step 1: Self-attention with adaptive layer norm (AdaLN)	COMMENT
LOW	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	516	# Step 2: Cross-attention (if enabled) for conditioning on encoder outputs	COMMENT
LOW	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	531	# Step 3: Feed-forward (MLP) with adaptive layer norm	COMMENT
LOW⚡	…hirdparty/ace_step_1_5/acestep/models/mlx/dit_model.py	329	# Step 1: Self-attention with AdaLN	COMMENT
LOW⚡	…hirdparty/ace_step_1_5/acestep/models/mlx/dit_model.py	339	# Step 2: Cross-attention	COMMENT
LOW⚡	…hirdparty/ace_step_1_5/acestep/models/mlx/dit_model.py	350	# Step 3: MLP with AdaLN	COMMENT

Structural Annotation Overuse29 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW⚡	…m/tool_parsers/tests/test_deepseek_v3_1_tool_parser.py	301	# Step 1: Part 1 of end token	COMMENT
LOW⚡	…m/tool_parsers/tests/test_deepseek_v3_1_tool_parser.py	308	# Step 2: Part 2 of end token	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1015	# Step 1: Get the initial response with stream=True	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1033	# Step 2: Get the final response after tool calls with stream=True	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1051	# Step 3: Get the initial response with stream=False	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1068	# Step 4: Get the final response after tool calls with stream=False	COMMENT
LOW	…rolnet/annotator/oneformer/detectron2/export/shared.py	87	# NOTE: The input dimensions are interpreted in the form:	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/fish_e2e.py	106	# Step 1: Encode audio using VQGAN	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/fish_e2e.py	135	# Step 2: Prepare LLM request	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/fish_e2e.py	182	# Step 3: Stream LLM response and decode audio	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	719	# Step 1: Encode full string "keyscale: {keyscale}" (with space, as tokenizer sees it)	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	723	# Step 2: Find where context ends in full_token_ids	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	738	# Step 3: Extract keyscale value tokens (everything after context)	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	741	# Step 4: Verify we extracted some tokens (sanity check)	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	747	# Step 5: Verify first token is a note (A-G)	COMMENT
LOW⚡	…y/ace_step_1_5/acestep/constrained_logits_processor.py	759	# Step 6: Build prefix mappings from keyscale value tokens	COMMENT
LOW⚡	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	156	# Step 1: Concatenate hidden states and masks along sequence dimension	COMMENT
LOW⚡	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	162	# Step 2: Sort indices so that mask values of 1 come before 0	COMMENT
LOW⚡	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	165	# Step 3: Reorder hidden states using sorted indices	COMMENT
LOW⚡	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	168	# Step 4: Create new mask based on valid sequence lengths	COMMENT
LOW	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	500	# Step 1: Self-attention with adaptive layer norm (AdaLN)	COMMENT
LOW	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	516	# Step 2: Cross-attention (if enabled) for conditioning on encoder outputs	COMMENT
LOW	…1_5/acestep/models/turbo/modeling_acestep_v15_turbo.py	531	# Step 3: Feed-forward (MLP) with adaptive layer norm	COMMENT
LOW⚡	…hirdparty/ace_step_1_5/acestep/models/mlx/dit_model.py	329	# Step 1: Self-attention with AdaLN	COMMENT
LOW⚡	…hirdparty/ace_step_1_5/acestep/models/mlx/dit_model.py	339	# Step 2: Cross-attention	COMMENT
LOW⚡	…hirdparty/ace_step_1_5/acestep/models/mlx/dit_model.py	350	# Step 3: MLP with AdaLN	COMMENT
LOW	…irdparty/indextts/gpt/transformers_generation_utils.py	3549	# IMPORTANT: Note that this should appear BEFORE the call to _reorder_cache() to save the maximum memory	STRING
LOW	…irdparty/indextts/gpt/transformers_generation_utils.py	3842	# IMPORTANT: Note that this should appear BEFORE the call to _reorder_cache() to save the maximum memory	STRING
LOW	…irdparty/indextts/gpt/transformers_generation_utils.py	4080	# IMPORTANT: Note that this should appear BEFORE the call to _reorder_cache() to save the maximum memory	STRING

Hallucination Indicators3 hits · 35 pts

Severity	File	Line	Snippet	Context
CRITICAL	…nference/model/embedding/tests/test_embeddinggemma2.py	186	model._model.register_forward_pre_hook.return_value.remove.assert_called_once()	CODE
CRITICAL⚡	…nference/model/embedding/tests/test_embeddinggemma2.py	206	model._model.register_forward_pre_hook.return_value.remove.assert_called_once()	CODE
CRITICAL	xinference/thirdparty/audiotools/core/util.py	475	batch[k] = torch.utils.data._utils.collate.default_collate(v)	CODE

Slop Phrases6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…rty/controlnet/annotator/oneformer/oneformer/config.py	146	# you can use this config to override	COMMENT
MEDIUM⚡	…lnet/annotator/oneformer/detectron2/config/defaults.py	45	# Otherwise, you can use [57.375, 57.120, 58.395] (ImageNet std)	COMMENT
MEDIUM	xinference/thirdparty/melo/text/chinese.py	73	assert len(word2ph) == len(text) # Sometimes it will crash,you can add a try-catch.	CODE
MEDIUM	xinference/thirdparty/melo/text/chinese_mix.py	80	# assert len(word2ph) == len(text) # Sometimes it will crash,you can add a try-catch.	COMMENT
LOW⚡	…rence/thirdparty/ace_step_1_5/acestep/llm_inference.py	2907	# Don't forget to save the last field	COMMENT
MEDIUM	…nce/thirdparty/f5_tts/train/datasets/prepare_emilia.py	2	# if use updated new version, i.e. WebDataset, feel free to modify / draft your own script	COMMENT

Synthetic Comment Markers1 hit · 11 pts

Severity	File	Line	Snippet	Context
HIGH⚡	xinference/api/tests/test_ocr_pdf.py	531	# 200 A4 pages at zoomin 3 is only 0.902 G px as requested, so the	COMMENT

Fake / Example Data8 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/components/ui/segmented.tsx	17	'placeholder'	CODE
LOW	…/controlnet/annotator/leres/pix2pix/models/networks.py	365	netD, real_data, fake_data, device, type="mixed", constant=1.0, lambda_gp=10.0	CODE
LOW	…/controlnet/annotator/leres/pix2pix/models/networks.py	372	fake_data (tensor array) -- generated images from the generator	STRING
LOW	…/controlnet/annotator/leres/pix2pix/models/networks.py	386	interpolatesv = fake_data	CODE
LOW	…/controlnet/annotator/leres/pix2pix/models/networks.py	396	interpolatesv = alpha * real_data + ((1 - alpha) * fake_data)	CODE
LOW⚡	doc/source/norm_zh.py	62	... "Lorem ipsum dolor sit amet, consectetur adipisicing elit, "	CODE
LOW⚡	doc/source/norm_zh.py	62	... "Lorem ipsum dolor sit amet, consectetur adipisicing elit, "	CODE
LOW⚡	doc/source/norm_zh.py	66	" \"Lorem ipsum dolor sit "	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	xinference/thirdparty/fish_speech/tools/api_client.py	176	"authorization": "Bearer YOUR_API_KEY",	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…rty/controlnet/annotator/oneformer/pycocotools/mask.py	39	# Usage:	COMMENT
LOW	xinference/thirdparty/fish_speech/tools/fish_e2e.py	263	# Example usage:	COMMENT
LOW	…party/matcha/utils/get_durations_from_trained_model.py	192	# Example usage:	STRING

Overly Generic Function Names3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…y/controlnet/annotator/mmpkg/mmcv/runner/fp16_utils.py	84	>>> def do_something(self, pred, others):	STRING
LOW	…ce/thirdparty/fish_speech/tools/llama/build_dataset.py	65	def run_task(task):	CODE
LOW	xinference/thirdparty/mineru/utils/run_async.py	38	def helper():	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings