xorbitsai/inference

15.7

Adjusted Score

15.7

Raw Score

100%

Time Factor

2026-07-14

Last Push

9.4K

Stars

Python

Language

344.9K

Lines of Code

1.3K

Files

4.3K

Pattern Hits

2026-07-14

Scan Date

0.16

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 1HIGH 202MEDIUM 189LOW 3892

Directory Score Breakdown

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

Pattern Findings

The scanner identified 4284 distinct pattern matches across 24 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers1279 hits · 1324 pts

Severity	File	Line	Snippet	Context
LOW	versioneer.py	652	def git_versions_from_keywords(keywords, tag_prefix, verbose):	CODE
LOW	versioneer.py	1174	def git_versions_from_keywords(keywords, tag_prefix, verbose):	STRING
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	…register-model/[modelType]/[modelName]/page-client.tsx	8	export default function RegisterModelEditPageClient() {	CODE
LOW	…ntend/src/app/running-model/[modelUid]/page-client.tsx	7	export default function RunningModelDetailPageClient() {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	215	export function getLaunchModelEndpointType(type: RequestModelType) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	269	function restoreNestedFormListObject(values: FormValues, parent: string, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	284	function transformOnlyValueFormListToArray(values: FormValues, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	308	function transformArrayToOnlyValueFormList(values: FormValues, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	358	function applyNestedFormListObject(values: FormValues, parent: string, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	380	function deleteNestedEmptyArrayField(values: FormValues, parent: string, field: string) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	602	export function generateCommandLineStatement(params: FormValues) {	CODE
LOW	frontend/src/components/pages/launch-model/utils.tsx	861	export function isVisibleRequiredLaunchField(field: LaunchFieldConfig) {	CODE
LOW	…nents/pages/running-model-detail/capability-config.tsx	124	function appendCommonMediaFormData(formData: FormData, context: TransformContext) {	CODE
LOW	…nents/pages/running-model-detail/capability-config.tsx	153	function appendCommonVideoFormData(formData: FormData, context: TransformContext) {	CODE
LOW	…end/src/components/pages/running-model-detail/utils.ts	142	export function transformFileInfoForResult(message?: ChatChoicesMessage) {	CODE
LOW	xinference/conftest.py	168	def run_test_cluster_in_subprocess(	CODE
LOW	xinference/_version.py	179	def git_versions_from_keywords(keywords, tag_prefix, verbose):	CODE
LOW	xinference/constants.py	114	def _get_or_create_persisted_secret(env_name: str, file_name: str) -> str:	CODE
LOW	xinference/constants.py	207	def get_or_create_setup_token() -> str:	CODE
LOW	xinference/types.py	314	def get_pydantic_model_from_method(	CODE
LOW⚡	xinference/device_utils.py	53	def _count_with_visible_devices(env_name: str, device_count: int) -> int:	CODE
LOW⚡	xinference/device_utils.py	273	def _collect_gpu_info_with_env(	CODE
LOW⚡	xinference/device_utils.py	583	def move_model_to_available_device(model):	CODE
LOW⚡	xinference/device_utils.py	590	def get_device_preferred_dtype(device: str) -> Union[torch.dtype, None]:	CODE
LOW⚡	xinference/device_utils.py	599	def is_hf_accelerate_supported(device: str) -> bool:	CODE
LOW⚡	xinference/device_utils.py	609	def get_available_device_env_name():	CODE
LOW	xinference/device_utils.py	635	def get_per_process_gpu_memory() -> Dict[int, Dict[int, int]]:	CODE
LOW⚡	xinference/core/worker.py	214	def _snapshot_gpu_occupying_pids(device_indices: list) -> set:	CODE
LOW⚡	xinference/core/worker.py	307	def _process_or_ancestor_has_uid(proc: Any, uid_lower: str) -> bool:	CODE
LOW⚡	xinference/core/worker.py	1348	def _load_persisted_launch_args(self) -> dict:	CODE
LOW	xinference/core/worker.py	122	def _exclusive_venv_path_lock(env_path: str):	CODE
LOW	xinference/core/worker.py	418	async def _kill_gpu_orphans_by_ppid(	CODE
LOW	xinference/core/worker.py	822	async def _evict_replica_from_supervisor(self, model_uid: str) -> None:	CODE
LOW	xinference/core/worker.py	855	def _get_spec_dicts_with_cache_status(	CODE
LOW	xinference/core/worker.py	897	async def _cleanup_gpu_orphans_on_startup(self) -> None:	CODE
LOW	xinference/core/worker.py	1241	async def _refresh_supervisor_address(self):	CODE
LOW	xinference/core/worker.py	1258	def _get_running_replica_states(self) -> List[Dict[str, Any]]:	CODE
LOW	xinference/core/worker.py	1331	def _remove_persisted_launch_args(self, model_uid: str):	CODE
LOW	xinference/core/worker.py	1492	async def allocate_devices_with_gpu_idx(	CODE
LOW	xinference/core/worker.py	1530	async def get_gpu_allocation_status(self) -> Dict[str, Any]:	CODE
LOW	xinference/core/worker.py	1572	async def _append_sub_pool_protected(	CODE
LOW	xinference/core/worker.py	1898	async def _store_complete_model_configurations(self, model_type: str, model_data):	CODE
LOW	xinference/core/worker.py	2349	async def query_engines_by_model_name(	CODE
LOW	xinference/core/worker.py	2396	def _create_virtual_env_manager(	CODE
LOW	xinference/core/worker.py	2701	def _upload_download_progress(	CODE
LOW	xinference/core/worker.py	3572	async def _periodical_report_status(self):	CODE
LOW	xinference/core/worker.py	3746	async def list_virtual_env_packages(self, model_name: str) -> Dict[str, Any]:	CODE
LOW	xinference/core/metrics.py	666	def launch_metrics_export_server(q, host=None, port=None):	CODE
LOW⚡	xinference/core/supervisor.py	198	def _refresh_replica_scheduler(replica_info: ReplicaInfo) -> None:	CODE
LOW⚡	xinference/core/supervisor.py	203	def _iter_active_replica_model_uids(self, model_uid: str) -> List[str]:	CODE
LOW⚡	xinference/core/supervisor.py	213	def _get_model_uid_and_replica_index(	CODE
LOW⚡	xinference/core/supervisor.py	428	def _clear_unexpected_down_replicas(self, model_uid: str) -> None:	CODE
LOW⚡	xinference/core/supervisor.py	438	def _rebuild_worker_replica_state(	CODE
LOW	xinference/core/supervisor.py	93	def callback_for_async_launch(model_uid: str):	CODE
LOW	xinference/core/supervisor.py	235	def _normalize_replica_states(	CODE
LOW	xinference/core/supervisor.py	246	def _remove_worker_from_replica_mappings(self, worker_address: str):	CODE
1219 more matches not shown…

Cross-File Repetition165 hits · 825 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	…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	…ference/thirdparty/cosyvoice/transformer/activation.py	0	implementation of a sine-based periodic activation function shape: - input: (b, c, t) - output: (b, c, t), same shape as	STRING
HIGH	xinference/thirdparty/indextts/BigVGAN/activations.py	0	implementation of a sine-based periodic activation function shape: - input: (b, c, t) - output: (b, c, t), same shape as	STRING
HIGH	…thirdparty/indextts/s2mel/modules/hifigan/generator.py	0	implementation of a sine-based periodic activation function shape: - input: (b, c, t) - output: (b, c, t), same shape as	STRING
HIGH	…irdparty/indextts/s2mel/modules/bigvgan/activations.py	0	implementation of a sine-based periodic activation function shape: - input: (b, c, t) - output: (b, c, t), same shape as	STRING
HIGH	…ference/thirdparty/cosyvoice/transformer/activation.py	0	initialization. input: - in_features: shape of the input - alpha: trainable parameter alpha is initialized to 1 by defau	STRING
HIGH	xinference/thirdparty/indextts/BigVGAN/activations.py	0	initialization. input: - in_features: shape of the input - alpha: trainable parameter alpha is initialized to 1 by defau	STRING
HIGH	…thirdparty/indextts/s2mel/modules/hifigan/generator.py	0	initialization. input: - in_features: shape of the input - alpha: trainable parameter alpha is initialized to 1 by defau	STRING
HIGH	…irdparty/indextts/s2mel/modules/bigvgan/activations.py	0	initialization. input: - in_features: shape of the input - alpha: trainable parameter alpha is initialized to 1 by defau	STRING
HIGH	…ference/thirdparty/cosyvoice/transformer/activation.py	0	forward pass of the function. applies the function to the input elementwise. snake ∶= x + 1/a * sin^2 (xa)	STRING
HIGH	xinference/thirdparty/indextts/BigVGAN/activations.py	0	forward pass of the function. applies the function to the input elementwise. snake ∶= x + 1/a * sin^2 (xa)	STRING
HIGH	…thirdparty/indextts/s2mel/modules/hifigan/generator.py	0	forward pass of the function. applies the function to the input elementwise. snake ∶= x + 1/a * sin^2 (xa)	STRING
HIGH	…irdparty/indextts/s2mel/modules/bigvgan/activations.py	0	forward pass of the function. applies the function to the input elementwise. snake ∶= x + 1/a * sin^2 (xa)	STRING
HIGH	xinference/thirdparty/cosyvoice/utils/mask.py	0	make mask tensor containing indices of padded part. see description of make_non_pad_mask. args: lengths (torch.tensor):	STRING
HIGH	xinference/thirdparty/indextts/utils/common.py	0	make mask tensor containing indices of padded part. see description of make_non_pad_mask. args: lengths (torch.tensor):	STRING
HIGH	xinference/thirdparty/indextts/utils/utils.py	0	make mask tensor containing indices of padded part. see description of make_non_pad_mask. args: lengths (torch.tensor):	STRING
HIGH	…ference/thirdparty/deepseek_vl2/models/conversation.py	0	a class that manages prompt templates and keeps all conversation history.	STRING
HIGH	xinference/thirdparty/deepseek_vl/utils/conversation.py	0	a class that manages prompt templates and keeps all conversation history.	STRING
HIGH	xinference/thirdparty/internvl/conversation.py	0	a class that manages prompt templates and keeps all conversation history.	STRING
HIGH	…ference/thirdparty/deepseek_vl2/models/conversation.py	0	update the last output. the last message is typically set to be none when constructing the prompt, so we need to update	STRING
HIGH	xinference/thirdparty/deepseek_vl/utils/conversation.py	0	update the last output. the last message is typically set to be none when constructing the prompt, so we need to update	STRING
HIGH	xinference/thirdparty/internvl/conversation.py	0	update the last output. the last message is typically set to be none when constructing the prompt, so we need to update	STRING
HIGH	…ference/thirdparty/deepseek_vl2/models/conversation.py	0	convert the conversation to openai chat completion format.	STRING
HIGH	xinference/thirdparty/deepseek_vl/utils/conversation.py	0	convert the conversation to openai chat completion format.	STRING
HIGH	xinference/thirdparty/internvl/conversation.py	0	convert the conversation to openai chat completion format.	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	…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	…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	…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	xinference/thirdparty/melo/attentions.py	0	x: [b, h, l, d] y: [h or 1, m, d] ret: [b, h, l, m]	STRING
HIGH	…megatts3/tts/modules/ar_dur/commons/rel_transformer.py	0	x: [b, h, l, d] y: [h or 1, m, d] ret: [b, h, l, m]	STRING
HIGH	…ils/maskgct/models/codec/facodec/modules/attentions.py	0	x: [b, h, l, d] y: [h or 1, m, d] ret: [b, h, l, m]	STRING
HIGH	…rdparty/indextts/s2mel/modules/openvoice/attentions.py	0	x: [b, h, l, d] y: [h or 1, m, d] ret: [b, h, l, m]	STRING
HIGH	xinference/thirdparty/melo/attentions.py	0	bias for self-attention to encourage attention to close positions. args: length: an integer scalar. returns: a tensor wi	STRING
HIGH	…megatts3/tts/modules/ar_dur/commons/rel_transformer.py	0	bias for self-attention to encourage attention to close positions. args: length: an integer scalar. returns: a tensor wi	STRING
HIGH	…ils/maskgct/models/codec/facodec/modules/attentions.py	0	bias for self-attention to encourage attention to close positions. args: length: an integer scalar. returns: a tensor wi	STRING
HIGH	…rdparty/indextts/s2mel/modules/openvoice/attentions.py	0	bias for self-attention to encourage attention to close positions. args: length: an integer scalar. returns: a tensor wi	STRING
HIGH	xinference/thirdparty/melo/commons.py	0	sample from the gumbel distribution, protect from overflows.	STRING
HIGH	…/utils/maskgct/models/codec/facodec/modules/commons.py	0	sample from the gumbel distribution, protect from overflows.	STRING
HIGH	xinference/thirdparty/indextts/s2mel/modules/commons.py	0	sample from the gumbel distribution, protect from overflows.	STRING
HIGH	…thirdparty/indextts/s2mel/modules/openvoice/commons.py	0	sample from the gumbel distribution, protect from overflows.	STRING
HIGH	xinference/thirdparty/melo/text/cleaner_multiling.py	0	replace symbols based on the lenguage tag. args: text: input text. lang: lenguage identifier. ex: "en", "fr", "pt", "ca"	STRING
HIGH	…nference/thirdparty/melo/text/es_phonemizer/cleaner.py	0	replace symbols based on the lenguage tag. args: text: input text. lang: lenguage identifier. ex: "en", "fr", "pt", "ca"	STRING
HIGH	…nference/thirdparty/melo/text/fr_phonemizer/cleaner.py	0	replace symbols based on the lenguage tag. args: text: input text. lang: lenguage identifier. ex: "en", "fr", "pt", "ca"	STRING
HIGH	…ce/thirdparty/melo/text/es_phonemizer/gruut_wrapper.py	0	returns true if `language` is supported by the backend	STRING
HIGH	xinference/thirdparty/melo/text/es_phonemizer/base.py	0	returns true if `language` is supported by the backend	STRING
HIGH	…ce/thirdparty/melo/text/fr_phonemizer/gruut_wrapper.py	0	returns true if `language` is supported by the backend	STRING
105 more matches not shown…

Unused Imports709 hits · 692 pts

Severity	File	Line	Context
LOW	benchmark/utils.py	29	CODE
LOW	xinference/__init__.py	29	CODE
LOW	xinference/device_utils.py	131	CODE
LOW	xinference/device_utils.py	140	CODE
LOW	xinference/device_utils.py	149	CODE
LOW	xinference/device_utils.py	158	CODE
LOW	xinference/device_utils.py	159	CODE
LOW	xinference/device_utils.py	168	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/supervisor.py	53	CODE
LOW	xinference/core/supervisor.py	77	CODE
LOW	xinference/core/supervisor.py	78	CODE
LOW	xinference/core/supervisor.py	80	CODE
LOW	xinference/core/supervisor.py	81	CODE
LOW	xinference/core/supervisor.py	82	CODE
LOW	xinference/core/supervisor.py	83	CODE
LOW	xinference/core/launch_strategy.py	22	CODE
LOW	xinference/core/model.py	48	CODE
LOW	xinference/core/model.py	49	CODE
LOW	xinference/deploy/cmdline.py	54	CODE
LOW	xinference/deploy/utils.py	42	CODE
LOW	xinference/model/custom.py	24	CODE
LOW	xinference/model/cache_manager.py	6	CODE
LOW	xinference/model/utils.py	58	CODE
LOW	xinference/model/utils.py	59	CODE
LOW	xinference/model/video/__init__.py	22	CODE
LOW	xinference/model/video/diffusers.py	36	CODE
LOW	xinference/model/llm/custom.py	21	CODE
LOW	xinference/model/llm/cache_manager.py	22	CODE
LOW	xinference/model/llm/__init__.py	20	CODE
LOW	xinference/model/llm/__init__.py	20	CODE
LOW	xinference/model/llm/__init__.py	26	CODE
LOW	xinference/model/llm/__init__.py	27	CODE
LOW	xinference/model/llm/__init__.py	27	CODE
LOW	xinference/model/llm/__init__.py	27	CODE
LOW	xinference/model/llm/__init__.py	27	CODE
LOW	xinference/model/llm/__init__.py	27	CODE
LOW	xinference/model/llm/core.py	33	CODE
LOW	xinference/model/llm/core.py	33	CODE
649 more matches not shown…

Excessive Try-Catch Wrapping522 hits · 504 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/benchmark_runner.py	198	except Exception:	CODE
MEDIUM	xinference/conftest.py	117	print(f"Error while checking endpoint: {e}")	CODE
LOW	xinference/conftest.py	321	except Exception:	CODE
LOW	xinference/__init__.py	30	except Exception:	CODE
MEDIUM	xinference/device_utils.py	61	def _mps_empty_cache():	CODE
MEDIUM	xinference/device_utils.py	313	def get_nvidia_gpu_info() -> Dict[str, Any]:	CODE
MEDIUM	xinference/device_utils.py	345	def get_metax_gpu_info() -> Dict:	CODE
MEDIUM	xinference/device_utils.py	360	def get_rocm_gpu_info() -> Dict:	CODE
LOW	xinference/device_utils.py	302	except Exception as e:	CODE
LOW	xinference/device_utils.py	309	except Exception:	CODE
LOW	xinference/device_utils.py	326	except Exception as e:	CODE
LOW	xinference/device_utils.py	340	except Exception as e:	CODE
LOW	xinference/device_utils.py	355	except Exception as e:	CODE
LOW	xinference/device_utils.py	369	except Exception:	CODE
LOW	xinference/device_utils.py	655	except Exception:	CODE
LOW	xinference/device_utils.py	678	except Exception:	CODE
MEDIUM	xinference/core/worker.py	1112	def signal_handler():	CODE
MEDIUM	xinference/core/worker.py	1129	def trigger_exit(self) -> bool:	CODE
LOW⚡	xinference/core/worker.py	209	except Exception as e:	CODE
LOW⚡	xinference/core/worker.py	224	except Exception:	CODE
LOW⚡	xinference/core/worker.py	234	except Exception:	CODE
LOW⚡	xinference/core/worker.py	239	except Exception:	CODE
LOW⚡	xinference/core/worker.py	300	except Exception:	CODE
LOW⚡	xinference/core/worker.py	316	except Exception:	CODE
LOW⚡	xinference/core/worker.py	1345	except Exception:	CODE
LOW⚡	xinference/core/worker.py	1356	except Exception:	CODE
LOW⚡	xinference/core/worker.py	3534	except Exception:	CODE
LOW⚡	xinference/core/worker.py	3538	except Exception:	CODE
LOW⚡	xinference/core/worker.py	3543	except Exception:	CODE
LOW	xinference/core/worker.py	253	except Exception:	CODE
LOW	xinference/core/worker.py	264	except Exception:	CODE
LOW	xinference/core/worker.py	269	except Exception:	CODE
LOW	xinference/core/worker.py	366	except Exception:	CODE
LOW	xinference/core/worker.py	395	except Exception:	CODE
LOW	xinference/core/worker.py	410	except Exception:	CODE
LOW	xinference/core/worker.py	492	except Exception:	CODE
LOW	xinference/core/worker.py	629	except Exception:	CODE
LOW	xinference/core/worker.py	658	except Exception as e:	CODE
LOW	xinference/core/worker.py	683	except Exception:	CODE
LOW	xinference/core/worker.py	702	except Exception:	CODE
LOW	xinference/core/worker.py	704	except Exception:	CODE
LOW	xinference/core/worker.py	745	except Exception:	CODE
LOW	xinference/core/worker.py	770	except Exception as e:	CODE
LOW	xinference/core/worker.py	788	except Exception:	CODE
LOW	xinference/core/worker.py	812	except Exception:	CODE
LOW	xinference/core/worker.py	844	except Exception:	CODE
LOW	xinference/core/worker.py	928	except Exception:	CODE
LOW	xinference/core/worker.py	930	except Exception:	CODE
LOW	xinference/core/worker.py	971	except Exception:	CODE
LOW	xinference/core/worker.py	1068	except Exception:	CODE
LOW	xinference/core/worker.py	1076	except Exception:	CODE
LOW	xinference/core/worker.py	1116	except Exception as e:	CODE
LOW	xinference/core/worker.py	1132	except Exception as e:	CODE
LOW	xinference/core/worker.py	1156	except Exception:	CODE
LOW	xinference/core/worker.py	1190	except Exception:	CODE
LOW	xinference/core/worker.py	1222	except Exception:	CODE
LOW	xinference/core/worker.py	1325	except Exception:	CODE
LOW	xinference/core/worker.py	1391	except Exception:	CODE
LOW	xinference/core/worker.py	1420	except Exception:	CODE
LOW	xinference/core/worker.py	1629	except Exception:	CODE
462 more matches not shown…

Over-Commented Block482 hits · 470 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	versioneer.py	1201	if not tags:	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	frontend/next.config.ts	1	// Output mode (build only):	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/__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/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	1661	model_uid, model_type, gpu_idx # type: ignore	COMMENT
LOW	xinference/core/worker.py	3821	@no_type_check	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/virtual_env_manager.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	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/model.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/launch_history_store.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/otel.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_utils.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_launch_orphan_cleanup.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_metrics.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_restful_api.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_subpool_hardening.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/__init__.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_heartbeat.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_worker.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_progressor.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_launch_strategy.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_strip_test_envs.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_autostart.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_monitor_config_store.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_types.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
LOW	xinference/core/tests/test_types.py	101	# messages = [	COMMENT
LOW	xinference/deploy/worker.py	1	# Copyright 2022-2026 Xinference Holdings Pte. Ltd	COMMENT
422 more matches not shown…

Deep Nesting453 hits · 392 pts

Severity	File	Line	Context
LOW	versioneer.py	1146	CODE
LOW	versioneer.py	1385	CODE
LOW	versioneer.py	1712	CODE
LOW	versioneer.py	2160	CODE
LOW	benchmark/benchmark_runner.py	88	CODE
LOW	benchmark/benchmark_runner.py	206	CODE
LOW	xinference/_version.py	151	CODE
LOW	xinference/_version.py	602	CODE
LOW	xinference/constants.py	114	CODE
LOW	xinference/utils.py	42	CODE
LOW	xinference/device_utils.py	273	CODE
LOW	xinference/device_utils.py	385	CODE
LOW	xinference/device_utils.py	635	CODE
LOW	xinference/core/worker.py	214	CODE
LOW	xinference/core/worker.py	244	CODE
LOW	xinference/core/worker.py	287	CODE
LOW	xinference/core/worker.py	321	CODE
LOW	xinference/core/worker.py	515	CODE
LOW	xinference/core/worker.py	624	CODE
LOW	xinference/core/worker.py	897	CODE
LOW	xinference/core/worker.py	1302	CODE
LOW	xinference/core/worker.py	1572	CODE
LOW	xinference/core/worker.py	1636	CODE
LOW	xinference/core/worker.py	1803	CODE
LOW	xinference/core/worker.py	1937	CODE
LOW	xinference/core/worker.py	2258	CODE
LOW	xinference/core/worker.py	2396	CODE
LOW	xinference/core/worker.py	2514	CODE
LOW	xinference/core/worker.py	2712	CODE
LOW	xinference/core/worker.py	3209	CODE
LOW	xinference/core/worker.py	3482	CODE
LOW	xinference/core/worker.py	3694	CODE
LOW	xinference/core/metrics.py	316	CODE
LOW	xinference/core/metrics.py	613	CODE
LOW	xinference/core/monitor_config_store.py	140	CODE
LOW	xinference/core/supervisor.py	438	CODE
LOW	xinference/core/supervisor.py	1157	CODE
LOW	xinference/core/supervisor.py	1818	CODE
LOW	xinference/core/supervisor.py	1914	CODE
LOW	xinference/core/supervisor.py	2393	CODE
LOW	xinference/core/supervisor.py	2654	CODE
LOW	xinference/core/supervisor.py	2165	CODE
LOW	xinference/core/supervisor.py	2468	CODE
LOW	xinference/core/virtual_env_manager.py	228	CODE
LOW	xinference/core/virtual_env_manager.py	285	CODE
LOW	xinference/core/virtual_env_manager.py	475	CODE
LOW	xinference/core/launch_strategy.py	57	CODE
LOW	xinference/core/cache_tracker.py	51	CODE
LOW	xinference/core/cache_tracker.py	79	CODE
LOW	xinference/core/cache_tracker.py	111	CODE
LOW	xinference/core/cache_tracker.py	133	CODE
LOW	xinference/core/cache_tracker.py	147	CODE
LOW	xinference/core/model.py	702	CODE
LOW	xinference/core/model.py	750	CODE
LOW	xinference/core/utils.py	225	CODE
LOW	xinference/core/utils.py	342	CODE
LOW	xinference/core/tests/test_progressor.py	25	CODE
LOW	xinference/deploy/cmdline.py	485	CODE
LOW	xinference/deploy/cmdline.py	903	CODE
LOW	xinference/deploy/cmdline.py	1084	CODE
393 more matches not shown…

Decorative Section Separators66 hits · 246 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	xinference/device_utils.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	48	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	268	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/device_utils.py	270	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	175	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	177	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	449	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	451	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	558	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/device_utils.py	560	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/metrics.py	31	# ===========================================================================	COMMENT
MEDIUM⚡	xinference/core/metrics.py	33	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	52	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	54	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	96	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	98	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	164	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	166	# ===========================================================================	COMMENT
MEDIUM	xinference/core/metrics.py	193	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	219	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	235	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/core/metrics.py	237	# ---------------------------------------------------------------------------	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_subpool_hardening.py	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	185	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	187	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	209	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	211	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	251	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	256	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	354	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	356	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	415	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	417	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	481	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/core/tests/test_subpool_hardening.py	483	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	xinference/deploy/docker/docker-compose.yml	20	# # ── OpenTelemetry (OTEL) ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	…odel/llm/tool_parsers/tests/test_llama3_tool_parser.py	12	# ── Normal parsing (JSON format) ──────────────────────────────────	COMMENT
MEDIUM⚡	…odel/llm/tool_parsers/tests/test_llama3_tool_parser.py	65	# ── Normal parsing (Python literal format) ────────────────────────	COMMENT
MEDIUM⚡	…odel/llm/tool_parsers/tests/test_llama3_tool_parser.py	79	# ── Security: RCE prevention ──────────────────────────────────────	COMMENT
MEDIUM	…odel/llm/tool_parsers/tests/test_llama3_tool_parser.py	123	# ── Edge cases: malformed input ───────────────────────────────────	COMMENT
MEDIUM	…m/tool_parsers/tests/test_deepseek_v3_2_tool_parser.py	296	# ── Tests for plain (non-DSML) format ──────────────────────────────────────	COMMENT
MEDIUM⚡	xinference/model/llm/tests/test_utils.py	2027	# ── Security tests for Llama3ToolParser ────────────────────	COMMENT
MEDIUM	…/sentence_transformers/tests/test_jina_task_mapping.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/sentence_transformers/tests/test_jina_task_mapping.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/sentence_transformers/tests/test_jina_task_mapping.py	146	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/sentence_transformers/tests/test_jina_task_mapping.py	148	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	xinference/api/utils.py	31	# ---------------------------------------------------------------------------	COMMENT
6 more matches not shown…

AI Structural Patterns230 hits · 221 pts

Severity	File	Line	Context
LOW	xinference/core/worker.py	2712	CODE
LOW	xinference/core/worker.py	3766	CODE
LOW	xinference/core/metrics.py	679	CODE
LOW	xinference/core/supervisor.py	1914	CODE
LOW	xinference/core/supervisor.py	2393	CODE
LOW	xinference/core/supervisor.py	3649	CODE
LOW	xinference/core/supervisor.py	3665	CODE
LOW	xinference/deploy/utils.py	217	CODE
LOW	xinference/model/llm/memory.py	299	CODE
LOW	xinference/model/llm/lmdeploy/core.py	306	CODE
LOW	xinference/model/llm/vllm/distributed_executor_v1.py	100	CODE
LOW	…nference/model/embedding/sentence_transformers/core.py	320	CODE
LOW	xinference/model/embedding/vllm/core.py	280	CODE
LOW	xinference/model/image/core.py	208	CODE
LOW	xinference/model/image/ocr/paddleocr_vl.py	222	CODE
LOW	xinference/model/image/stable_diffusion/core.py	88	CODE
LOW	xinference/model/rerank/sentence_transformers/core.py	359	CODE
LOW	xinference/api/restful_api.py	1799	CODE
LOW	xinference/api/restful_api.py	1858	CODE
LOW	xinference/api/restful_api.py	1956	CODE
LOW	xinference/api/restful_api.py	440	CODE
LOW	xinference/api/routers/admin.py	385	CODE
LOW	xinference/api/routers/admin.py	836	CODE
LOW	xinference/client/restful/restful_client.py	1180	CODE
LOW	xinference/client/restful/async_restful_client.py	1294	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
LOW	xinference/thirdparty/deepseek_vl2/models/siglip_vit.py	194	CODE
LOW	xinference/thirdparty/deepseek_vl2/models/siglip_vit.py	249	CODE
LOW	…party/deepseek_vl2/models/processing_deepseek_vl_v2.py	132	CODE
LOW	…ce/thirdparty/deepseek_vl2/models/modeling_deepseek.py	264	CODE
LOW	…ce/thirdparty/deepseek_vl2/models/modeling_deepseek.py	1472	CODE
LOW	…ce/thirdparty/deepseek_vl2/models/modeling_deepseek.py	1657	CODE
LOW	…ce/thirdparty/deepseek_vl2/models/modeling_deepseek.py	1878	CODE
LOW	…irdparty/deepseek_vl2/models/configuration_deepseek.py	117	CODE
LOW	…rdparty/deepseek_vl2/models/modeling_deepseek_vl_v2.py	134	CODE
LOW	…rdparty/deepseek_vl2/models/modeling_deepseek_vl_v2.py	559	CODE
LOW	…rdparty/deepseek_vl2/models/modeling_deepseek_vl_v2.py	642	CODE
LOW	xinference/thirdparty/audiotools/post.py	90	CODE
LOW	xinference/thirdparty/audiotools/metrics/spectral.py	41	CODE
LOW	xinference/thirdparty/audiotools/metrics/spectral.py	124	CODE
LOW	xinference/thirdparty/audiotools/core/loudness.py	100	CODE
LOW	xinference/thirdparty/audiotools/data/transforms.py	755	CODE
LOW	xinference/thirdparty/audiotools/data/transforms.py	892	CODE
LOW	xinference/thirdparty/audiotools/data/transforms.py	1453	CODE
LOW	xinference/thirdparty/audiotools/data/transforms.py	1565	CODE
LOW	xinference/thirdparty/audiotools/data/datasets.py	358	CODE
LOW	…/thirdparty/fish_speech/tools/sensevoice/auto_model.py	279	CODE
170 more matches not shown…

Modern Structural Boilerplate176 hits · 178 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	28	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/device_utils.py	22	logger = logging.getLogger(__name__)	CODE
LOW⚡	xinference/core/metrics.py	27	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/metrics.py	613	def update_security_gauges(auth_service) -> None:	CODE
LOW	xinference/core/progress_tracker.py	35	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/monitor_config_store.py	22	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/virtual_env_manager.py	24	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/model.py	53	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/utils.py	36	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/launch_history_store.py	28	logger = logging.getLogger(__name__)	CODE
LOW	xinference/core/otel.py	44	logger = logging.getLogger(__name__)	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	36	logger = logging.getLogger(__name__)	CODE
LOW	xinference/deploy/utils.py	44	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/custom.py	26	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/utils.py	61	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/video/core.py	22	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/video/diffusers.py	39	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/video/tests/test_diffusers_video.py	22	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	25	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/llm_family.py	43	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/core.py	35	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/utils.py	59	logger = logging.getLogger(__name__)	CODE
LOW	…ence/model/llm/tool_parsers/deepseek_v4_tool_parser.py	8	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	xinference/model/llm/tool_parsers/glm5_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…ce/model/llm/tool_parsers/deepseek_v3_1_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/tool_parsers/qwen_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…ence/model/llm/tool_parsers/deepseek_r1_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/tool_parsers/glm4_tool_parser.py	8	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/tool_parsers/llama3_tool_parser.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…ce/model/llm/tool_parsers/deepseek_v3_2_tool_parser.py	8	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/lmdeploy/core.py	35	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/distributed_executor_v1.py	44	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/distributed_executor.py	40	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/core.py	73	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/core.py	267	def _update_vllm_supported_lists() -> None:	CODE
LOW	xinference/model/llm/vllm/utils.py	19	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/xavier/collective.py	17	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/xavier/block_manager.py	25	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/xavier/transfer.py	28	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/xavier/engine.py	31	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/xavier/scheduler.py	37	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/xavier/block.py	27	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/xavier/collective_manager.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…ce/model/llm/vllm/patches/hybrid_kv_cache_page_size.py	20	logger = logging.getLogger(__name__)	CODE
LOW	xinference/model/llm/vllm/patches/__init__.py	15	logger = logging.getLogger(__name__)	CODE
116 more matches not shown…

Self-Referential Comments43 hits · 130 pts

Severity	File	Line	Snippet	Context
MEDIUM	versioneer.py	491	# This file is released into the public domain.	COMMENT
MEDIUM	xinference/_version.py	7	# This file is released into the public domain.	COMMENT
MEDIUM	xinference/core/virtual_env_manager.py	467	# This method is deprecated and no longer needed	COMMENT
MEDIUM⚡	xinference/core/tests/test_restful_api.py	1467	# Create a mock handler with the conversion method	COMMENT
MEDIUM⚡	xinference/core/tests/test_restful_api.py	1474	# Create a temporary RESTfulAPI instance to access the method	COMMENT
MEDIUM⚡	xinference/deploy/test/test_log_rotation.py	211	# Create a file dated 100 days ago	COMMENT
MEDIUM	xinference/model/utils.py	1975	# Create a mapping of updated_at to model for comparison	COMMENT
MEDIUM	xinference/model/utils.py	2044	# Create a copy of built-in models for merging	COMMENT
MEDIUM	xinference/model/llm/__init__.py	294	# Create a copy of built-in models for merging	COMMENT
MEDIUM	xinference/model/llm/vllm/distributed_executor_v1.py	157	# Create the parallel GPU workers.	COMMENT
MEDIUM	xinference/model/llm/vllm/distributed_executor.py	146	# Create the parallel GPU workers.	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	64	# 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/rerank/sentence_transformers/core.py	230	# Create a simple wrapper for return value conversion only	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	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	xinference/thirdparty/f5_tts/infer/utils_infer.py	509	# Create a combined spectrogram	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⚡	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	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	926	# Create a temporary file for the complete audio	COMMENT
MEDIUM	…irdparty/indextts/gpt/transformers_generation_utils.py	496	# 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
MEDIUM	…/utils/maskgct/models/codec/facodec/facodec_trainer.py	521	# Create the normalized F0 sequence with unvoiced frames	COMMENT
MEDIUM	xinference/thirdparty/indextts/s2mel/modules/commons.py	380	# Create the normalized F0 sequence with unvoiced frames	COMMENT
MEDIUM	doc/source/gen_docs.py	67	# Create a proper ModuleSpec that importlib.util.find_spec can find	COMMENT
MEDIUM	doc/source/norm_zh.py	15	# This file is derived from https://github.com/mars-project/mars/blob/master/docs/source/norm_zh.py	COMMENT

Docstring Block Structure21 hits · 105 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	996	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	95	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	95	Extract tool calls from complete model output. Args: model_output: The complete output str	STRING
HIGH	xinference/model/embedding/core.py	352	Extract the 'sentences' argument and remaining kwargs from (args, *kwargs) for a given function.	STRING
HIGH	xinference/model/rerank/sentence_transformers/core.py	640	Extract the 'documents' and 'query' argument and remaining kwargs from (args, *kwargs) for a given fu	STRING
HIGH	xinference/model/rerank/vllm/core.py	303	Extract the 'documents' and 'query' argument and remaining kwargs from (args, *kwargs) for a given fu	STRING
HIGH	xinference/api/utils.py	93	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	…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	…ference/thirdparty/matcha/models/components/decoder.py	364	Forward pass of the UNet1DConditional model. Args: x (torch.Tensor): shape (batch_size, in_channels	STRING
HIGH	xinference/thirdparty/indextts/utils/common.py	85	Make mask tensor containing indices of padded part. See description of make_non_pad_mask. Args: length	STRING
HIGH	xinference/thirdparty/indextts/utils/utils.py	54	Make mask tensor containing indices of padded part. See description of make_non_pad_mask. Args: length	STRING

Cross-Language Confusion15 hits · 85 pts

Severity	File	Line	Snippet	Context
HIGH	benchmark/benchmark_runner.py	142	# "finish_reason": null,	COMMENT
HIGH⚡	xinference/deploy/test/test_utils.py	113	arg = '{"int_val": 10, "float_val": 1.5, "bool_val": false, "null_val": null}'	CODE
HIGH	xinference/deploy/test/test_utils.py	219	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	xinference/model/llm/tests/test_utils.py	2116	"arguments": None, # null, left as-is	CODE
HIGH	xinference/model/llm/tests/test_utils.py	2134	"arguments": "null", # valid JSON null, left as-is	CODE
HIGH	xinference/api/restful_api.py	608	"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/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	…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 Comments49 hits · 73 pts

Severity	File	Line	Snippet	Context
LOW	xinference/core/worker.py	2565	# Check if packages contain PyTorch system markers (#system_torch#, etc.)	COMMENT
LOW	xinference/core/worker.py	2841	# Check if cancelled while waiting in queue	COMMENT
LOW	xinference/model/utils.py	1843	# Check if flash_attn is installed	COMMENT
LOW	xinference/model/utils.py	1851	# 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	387	# 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	329	# 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/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	469	# Check if streaming	COMMENT
LOW	xinference/model/llm/transformers/core.py	1055	# 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	127	# Check if next_generated method exists (new API)	COMMENT
LOW	xinference/model/llm/mlx/core.py	274	# Check if there are any pending results (early results that arrived before queue was ready)	COMMENT
LOW	xinference/model/llm/mlx/core.py	322	# Check if generation is finished	COMMENT
LOW	xinference/model/llm/mlx/core.py	343	# Check if request is still in active set	COMMENT
LOW	xinference/model/llm/mlx/core.py	1534	# Check if processor supports audio to avoid feature_extractor errors	COMMENT
LOW	xinference/model/embedding/core.py	215	# Check if sentences is a two-dimensional list of integers	COMMENT
LOW	xinference/model/image/stable_diffusion/core.py	875	# Check if we have a cancel callback for this request	COMMENT
LOW	xinference/api/restful_api.py	1352	# Check if iterator is actually an async iterator	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	xinference/thirdparty/f5_tts/socket_server.py	85	# Check if it's the final chunk	COMMENT
LOW	xinference/thirdparty/f5_tts/train/finetune_gradio.py	417	# Check if a training process is already running	COMMENT
LOW	xinference/thirdparty/f5_tts/infer/infer_gradio.py	504	# Check if all speech types in text are available	STRING
LOW⚡	xinference/thirdparty/megatts3/tts/infer_cli.py	42	# Check if the file exists	COMMENT
LOW⚡	xinference/thirdparty/megatts3/tts/infer_cli.py	47	# Check if the file already has a .wav extension	COMMENT
LOW⚡	…erence/thirdparty/megatts3/tts/utils/audio_utils/io.py	56	# Check if the file exists	COMMENT
LOW⚡	…erence/thirdparty/megatts3/tts/utils/audio_utils/io.py	61	# Check if the file already has a .wav extension	COMMENT
LOW	xinference/thirdparty/indextts/infer_v2.py	110	# Check if it's a HuggingFace cache structure with snapshots	COMMENT
LOW	xinference/thirdparty/indextts/gpt/perceiver.py	87	# Check if mask exists and expand to compatible shape	COMMENT
LOW	xinference/thirdparty/indextts/gpt/perceiver.py	94	# Check if there is a compatible device for flash attention	COMMENT
LOW	…ce/thirdparty/indextts/gpt/transformers_beam_search.py	307	# Check if we are done so that we can save a pad step if all(done)	STRING
LOW	…ce/thirdparty/indextts/gpt/transformers_beam_search.py	659	# Check if we are done so that we can save a pad step if all(done)	STRING
LOW	…thirdparty/indextts/gpt/transformers_modeling_utils.py	2477	# Check if the covariance is positive definite.	COMMENT
LOW	…thirdparty/indextts/gpt/transformers_modeling_utils.py	4060	# Check if `_keep_in_fp32_modules` is not None	STRING
LOW	…ty/indextts/BigVGAN/alias_free_activation/cuda/load.py	49	# Check if cuda 11 is installed for compute capability 8.0	COMMENT
LOW	…mel/modules/bigvgan/alias_free_activation/cuda/load.py	18	# Check if cuda 11 is installed for compute capability 8.0	COMMENT

Modern AI Meta-Vocabulary14 hits · 50 pts

Severity	File	Line	Snippet	Context
MEDIUM	xinference/core/tests/test_model.py	250	# rerank/embedding model must run del + empty_cache so its VRAM is	COMMENT
MEDIUM	xinference/core/tests/test_worker.py	926	# test terminate LLM model, then launch embedding model	COMMENT
MEDIUM⚡	xinference/model/embedding/embed_family.py	113	# { embedding model name -> { engine name -> engine params } }	COMMENT
MEDIUM	xinference/model/embedding/core.py	90	# this class define the basic info of embedding model	COMMENT
MEDIUM	…nference/model/embedding/sentence_transformers/core.py	509	# seems already support prompt in embedding model	COMMENT
MEDIUM⚡	xinference/api/restful_api.py	499	# Attach API instance for dependency injection (Depends(get_api), etc.)	COMMENT
MEDIUM	xinference/api/schemas/requests.py	33	# <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	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 Vocabulary19 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	versioneer.py	510	# each be defined on a line of their own. _version.py will just call	COMMENT
LOW	xinference/_version.py	26	# each be defined on a line of their own. _version.py will just call	COMMENT
LOW	xinference/core/supervisor.py	2591	# Not launched perhaps, just return 0.0 to prevent error	COMMENT
LOW	xinference/model/utils.py	1969	# New model from user, just add it	COMMENT
LOW⚡	xinference/model/llm/llm_family.py	613	# TODO: If user does not specify quantization, just use the first one	COMMENT
MEDIUM	xinference/model/llm/core.py	245	# Use model_specs from huggingface, as HuggingFace is the most comprehensive.	COMMENT
LOW⚡	xinference/model/embedding/embed_family.py	103	# TODO: If user does not specify quantization, just use the first one	COMMENT
LOW	xinference/model/rerank/rerank_family.py	102	# 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	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	…irdparty/indextts/gpt/transformers_generation_utils.py	437	# (this alternative is not as robust as calling `generate` and letting it create `cache_position`)	COMMENT
MEDIUM	…irdparty/indextts/gpt/transformers_generation_utils.py	713	# 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

Dead Code9 hits · 18 pts

Severity	File	Line	Context
MEDIUM	…tts/BigVGAN/alias_free_activation/cuda/activation1d.py	31	CODE
MEDIUM	…nce/thirdparty/indextts/s2mel/modules/openvoice/api.py	149	CODE
MEDIUM	…nce/thirdparty/indextts/s2mel/modules/openvoice/api.py	150	CODE
MEDIUM	…nce/thirdparty/indextts/s2mel/modules/openvoice/api.py	151	CODE
MEDIUM	…nce/thirdparty/indextts/s2mel/modules/openvoice/api.py	153	CODE
MEDIUM	…nce/thirdparty/indextts/s2mel/modules/openvoice/api.py	154	CODE
MEDIUM	…nce/thirdparty/indextts/s2mel/modules/openvoice/api.py	155	CODE
MEDIUM	…nce/thirdparty/indextts/s2mel/modules/openvoice/api.py	168	CODE
MEDIUM	…les/bigvgan/alias_free_activation/cuda/activation1d.py	32	CODE

Structural Annotation Overuse12 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	…m/tool_parsers/tests/test_deepseek_v3_1_tool_parser.py	281	# Step 1: Part 1 of end token	COMMENT
LOW⚡	…m/tool_parsers/tests/test_deepseek_v3_1_tool_parser.py	288	# Step 2: Part 2 of end token	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1016	# Step 1: Get the initial response with stream=True	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1034	# Step 2: Get the final response after tool calls with stream=True	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1052	# Step 3: Get the initial response with stream=False	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1069	# Step 4: Get the final response after tool calls with stream=False	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	…irdparty/indextts/gpt/transformers_generation_utils.py	3615	# 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	3908	# 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	4146	# IMPORTANT: Note that this should appear BEFORE the call to _reorder_cache() to save the maximum memory	STRING

Verbosity Indicators9 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	…m/tool_parsers/tests/test_deepseek_v3_1_tool_parser.py	281	# Step 1: Part 1 of end token	COMMENT
LOW⚡	…m/tool_parsers/tests/test_deepseek_v3_1_tool_parser.py	288	# Step 2: Part 2 of end token	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1016	# Step 1: Get the initial response with stream=True	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1034	# Step 2: Get the final response after tool calls with stream=True	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1052	# Step 3: Get the initial response with stream=False	COMMENT
LOW	xinference/model/llm/tests/test_stream_options.py	1069	# Step 4: Get the final response after tool calls with stream=False	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

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	xinference/thirdparty/audiotools/core/util.py	475	batch[k] = torch.utils.data._utils.collate.default_collate(v)	CODE

Slop Phrases3 hits · 8 pts

Severity	File	Line	Snippet	Context
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
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

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

Fake / Example Data3 hits · 4 pts

Severity	File	Line	Snippet	Context
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

Example Usage Blocks2 hits · 2 pts

Severity	File	Line	Snippet	Context
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 Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ce/thirdparty/fish_speech/tools/llama/build_dataset.py	65	def run_task(task):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings