InternLM/lmdeploy

18.3

Adjusted Score

18.3

Raw Score

100%

Time Factor

2026-07-14

Last Push

8.0K

Stars

Python

Language

229.4K

Lines of Code

1.3K

Files

3.1K

Pattern Hits

2026-07-14

Scan Date

0.10

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 0HIGH 123MEDIUM 310LOW 2662

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 3095 distinct pattern matches across 21 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 Identifiers1394 hits · 1331 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/benchmark_chat_completion.py	175	def _dataset_longest_prefix_match(dataset: str, selected: Sequence[str]) -> str \| None:	CODE
LOW	benchmark/benchmark_chat_completion.py	360	def _cached_tokens_from_usage(usage: dict[str, Any] \| None) -> int:	CODE
LOW	benchmark/profile_restful_api.py	159	async def async_request_openai_completions(	CODE
LOW	benchmark/profile_restful_api.py	237	async def async_request_openai_chat_completions(	CODE
LOW	benchmark/profile_restful_api.py	345	async def async_request_sglang_generate(	CODE
LOW	benchmark/profile_restful_api.py	847	def _gen_random_image_data_uri(width: int = width, height: int = height) -> tuple[Image.Image, str, int]:	CODE
LOW	lmdeploy/tokenizer.py	70	def _check_transformers_version(self, model_dir: str, trust_remote_code: bool = False):	CODE
LOW	lmdeploy/tokenizer.py	234	def _convert_tokens_to_string_with_added_encoders(	CODE
LOW	lmdeploy/utils.py	638	def init_custom_process_group(backend=None,	CODE
LOW	lmdeploy/messages.py	154	def convert_stop_bad_words_to_ids(self, tokenizer: Tokenizer):	CODE
LOW	lmdeploy/metrics/metrics_processor.py	101	def increase_succeeded_requests(self):	CODE
LOW	lmdeploy/metrics/metrics_processor.py	114	def increase_api_routed_requests(self):	CODE
LOW	lmdeploy/metrics/metrics_processor.py	118	def decrease_api_routed_requests(self):	CODE
LOW	lmdeploy/metrics/stats.py	90	def update_from_schedule_metrics(self, scheduled_metrics: ScheduleMetrics):	CODE
LOW	lmdeploy/lite/apis/calibrate.py	184	def make_compatible_internvl_config(model_path):	CODE
LOW	lmdeploy/lite/apis/calibrate.py	194	def _get_non_default_generation_parameters(self):	CODE
LOW	lmdeploy/lite/utils/calib_dataloader.py	250	def get_neuralmagic_calibration(dataset, tokenizer, nsamples, seed, seqlen):	CODE
LOW	lmdeploy/lite/utils/memory_efficient.py	45	def find_modules_by_return_value(model: nn.Module, value: str) -> list[nn.Module]:	CODE
LOW	lmdeploy/lite/utils/memory_efficient.py	197	def memory_efficient_inference(model: nn.Module, offload: bool = True, device: str = 'cuda') -> None:	CODE
LOW	lmdeploy/lite/utils/cal_qparams.py	20	def cal_qparams_per_channel_absmax(w: torch.Tensor, n_bits: int, return_stats: bool = False) -> QParams:	CODE
LOW	lmdeploy/lite/utils/cal_qparams.py	36	def cal_qparams_per_channel_minmax(w: torch.Tensor, n_bits: int, return_stats: bool = False) -> QParams:	CODE
LOW	lmdeploy/lite/utils/cal_qparams.py	58	def cal_qparams_per_group_absmax(w: torch.Tensor, n_bits: int, group_size: int, return_stats: bool = False) -> QParams:	CODE
LOW	lmdeploy/lite/utils/cal_qparams.py	79	def cal_qparams_per_group_minmax(w: torch.Tensor, n_bits: int, group_size: int, return_stats: bool = False) -> QParams:	CODE
LOW	lmdeploy/lite/utils/cal_qparams.py	105	def cal_qparams_per_tensor_minmax(w: torch.Tensor, n_bits: int, return_stats: bool = False) -> QParams:	CODE
LOW	lmdeploy/lite/utils/cal_qparams.py	125	def cal_qparams_per_tensor_absmax(w: torch.Tensor, n_bits: int, return_stats: bool = False) -> QParams:	CODE
LOW	lmdeploy/lite/utils/batch_split.py	7	def split_decoder_layer_inputs(batch_size, *args: torch.Tensor \| Any,	CODE
LOW	lmdeploy/lite/utils/batch_split.py	64	def concat_decoder_layer_outputs(batch_outputs: list[Any]) -> Any:	CODE
LOW	lmdeploy/lite/quantization/calibration.py	407	def _wrap_decoder_layers_for_search(self):	CODE
LOW	lmdeploy/cli/utils.py	502	def allow_terminate_by_client(parser):	CODE
LOW	lmdeploy/cli/utils.py	589	def prefix_cache_state_budget(parser):	CODE
LOW	lmdeploy/cli/utils.py	600	def prefix_cache_decode_state_interval(parser):	CODE
LOW	lmdeploy/cli/utils.py	644	def cudagraph_capture_batch_sizes(parser):	CODE
LOW	lmdeploy/cli/utils.py	773	def dllm_confidence_threshold(parser):	CODE
LOW	lmdeploy/cli/utils.py	781	def enable_return_routed_experts(parser):	CODE
LOW	lmdeploy/cli/utils.py	811	def distributed_executor_backend(parser):	CODE
LOW	lmdeploy/vl/engine.py	15	def _get_hf_config_mm_feature_dtype(hf_config) -> torch.dtype \| None:	CODE
LOW	lmdeploy/vl/engine.py	44	def _resolve_mm_feature_dtype(hf_config, backend_config) -> torch.dtype \| None:	CODE
LOW	lmdeploy/vl/engine.py	63	def _raise_exception_on_finish(task: asyncio.Task) -> None:	CODE
LOW	lmdeploy/vl/model/internvl.py	22	def find_closest_aspect_ratio(aspect_ratio, target_ratios, width, height, image_size):	CODE
LOW	lmdeploy/vl/model/preprocess_utils.py	77	def _expand_bundled_image_items(item: dict, token_id: int) -> list[dict]:	CODE
LOW	lmdeploy/vl/model/preprocess_utils.py	107	def _expand_bundled_video_items(item: dict, token_id: int) -> list[dict]:	CODE
LOW	lmdeploy/vl/model/preprocess_utils.py	189	def _expand_bundled_audio_items(item: dict, token_id: int) -> list[dict]:	CODE
LOW	lmdeploy/vl/model/llava.py	30	def _clip_vision_tower_load_model(self, **kwargs):	CODE
LOW	lmdeploy/vl/model/utils.py	11	def disable_transformers_logging():	CODE
LOW	lmdeploy/vl/model/deepseek.py	14	def check_deepseek_vl_install():	CODE
LOW	lmdeploy/vl/model/qwen2.py	8	def check_qwen_vl_deps_install():	CODE
LOW	lmdeploy/vl/model/base.py	384	def to_pytorch_with_input_ids(self, messages):	CODE
LOW	lmdeploy/vl/media/video.py	46	def _get_video_loader_backend(self) -> VideoLoader:	CODE
LOW	lmdeploy/turbomind/tokenizer_info.py	119	def _is_sentencepiece_tokenizer(tokenizer: PreTrainedTokenizerBase) -> bool:	STRING
LOW	lmdeploy/turbomind/converter.py	95	def _validate_quant_group_size(model_format: str \| None, group_size: int \| None) -> int \| None:	CODE
LOW	lmdeploy/turbomind/turbomind.py	40	def _construct_stop_or_bad_words(words: list[int] = None):	CODE
LOW	lmdeploy/turbomind/turbomind.py	591	def _get_extra_output_processors(self, outputs: dict[str, torch.Tensor], gen_config: GenerationConfig,	CODE
LOW	lmdeploy/serve/parsers/_openai_harmony.py	71	def _convert_response_format_to_harmony(self):	CODE
LOW	lmdeploy/serve/parsers/response_parser.py	54	def _parse_tool_call_arguments_dict(arguments: Any) -> dict[str, Any] \| None:	CODE
LOW	lmdeploy/serve/parsers/response_parser.py	77	def _normalize_request_messages(messages: list[dict]) -> list[dict] \| None:	CODE
LOW	lmdeploy/serve/parsers/response_parser.py	261	def chat_template_kwargs_from_request(cls, request: ChatCompletionRequest) -> dict:	CODE
LOW	lmdeploy/serve/parsers/response_parser.py	719	def _longest_open_tag_prefix_suffix(text: str, tags: list[str]) -> int:	CODE
LOW	lmdeploy/serve/parsers/tool_parser/tool_parser.py	116	def _decode_tool_incremental_json(self, added_text: str, *, final: bool) -> list[DeltaToolCall]:	CODE
LOW	lmdeploy/serve/parsers/tool_parser/tool_parser.py	172	def _parse_tool_call_complete_json(payload: str) -> ToolCall \| None:	CODE
LOW	…oy/serve/parsers/tool_parser/qwen3coder_tool_parser.py	60	def _extract_incremental_state(self,	CODE
1334 more matches not shown…

Decorative Section Separators272 hits · 915 pts

Severity	File	Line	Snippet	Context
MEDIUM	lmdeploy/turbomind/linear.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/linear.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/linear.py	67	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/linear.py	69	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/linear.py	104	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/linear.py	106	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/linear.py	221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/linear.py	223	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/weight_format.py	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/weight_format.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/weight_format.py	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/weight_format.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/weight_format.py	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/weight_format.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/weight_format.py	426	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/weight_format.py	428	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	10	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	12	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	192	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	194	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	210	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	212	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	223	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	225	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	320	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	322	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	335	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	337	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	387	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/_base.py	389	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/attention.py	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/attention.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/attention.py	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/attention.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	lmdeploy/turbomind/builders/ffn.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	lmdeploy/turbomind/builders/ffn.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	lmdeploy/turbomind/builders/ffn.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	lmdeploy/turbomind/builders/ffn.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/ffn.py	139	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/ffn.py	141	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/ffn.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/ffn.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/deltanet.py	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/deltanet.py	65	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/moe.py	6	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/moe.py	8	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/mla.py	9	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/mla.py	11	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/mla.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/builders/mla.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/models/internlm2.py	66	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/models/internlm2.py	68	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/models/internlm2.py	86	# ------------------------------------------------------------------	COMMENT
MEDIUM	lmdeploy/turbomind/models/internlm2.py	88	# ------------------------------------------------------------------	COMMENT
212 more matches not shown…

Unused Imports552 hits · 532 pts

Severity	File	Line	Context
LOW	benchmark/benchmark_parser.py	9	CODE
LOW	benchmark/benchmark_parser.py	19	CODE
LOW	benchmark/benchmark_parser.py	22	CODE
LOW	benchmark/benchmark_chat_completion.py	14	CODE
LOW	benchmark/benchmark_generate.py	21	CODE
LOW	lmdeploy/__init__.py	3	CODE
LOW	lmdeploy/__init__.py	3	CODE
LOW	lmdeploy/__init__.py	3	CODE
LOW	lmdeploy/__init__.py	4	CODE
LOW	lmdeploy/__init__.py	4	CODE
LOW	lmdeploy/__init__.py	4	CODE
LOW	lmdeploy/__init__.py	4	CODE
LOW	lmdeploy/__init__.py	5	CODE
LOW	lmdeploy/__init__.py	6	CODE
LOW	lmdeploy/__init__.py	7	CODE
LOW	lmdeploy/__init__.py	8	CODE
LOW	lmdeploy/__init__.py	8	CODE
LOW	lmdeploy/api.py	2	CODE
LOW	lmdeploy/utils.py	511	CODE
LOW	lmdeploy/utils.py	519	CODE
LOW	lmdeploy/utils.py	470	CODE
LOW	lmdeploy/pipeline.py	2	CODE
LOW	lmdeploy/lite/__init__.py	2	CODE
LOW	lmdeploy/lite/__init__.py	3	CODE
LOW	lmdeploy/lite/__init__.py	4	CODE
LOW	lmdeploy/lite/utils/__init__.py	3	CODE
LOW	lmdeploy/lite/utils/__init__.py	3	CODE
LOW	lmdeploy/lite/utils/__init__.py	4	CODE
LOW	lmdeploy/lite/utils/__init__.py	4	CODE
LOW	lmdeploy/lite/utils/__init__.py	4	CODE
LOW	lmdeploy/lite/utils/__init__.py	4	CODE
LOW	lmdeploy/lite/utils/__init__.py	4	CODE
LOW	lmdeploy/lite/utils/__init__.py	4	CODE
LOW	lmdeploy/lite/utils/__init__.py	4	CODE
LOW	lmdeploy/lite/utils/__init__.py	4	CODE
LOW	lmdeploy/lite/utils/__init__.py	14	CODE
LOW	lmdeploy/lite/utils/__init__.py	15	CODE
LOW	lmdeploy/lite/utils/__init__.py	15	CODE
LOW	lmdeploy/lite/utils/__init__.py	15	CODE
LOW	lmdeploy/lite/utils/__init__.py	16	CODE
LOW	lmdeploy/lite/utils/__init__.py	17	CODE
LOW	lmdeploy/lite/quantization/__init__.py	2	CODE
LOW	lmdeploy/lite/quantization/__init__.py	2	CODE
LOW	lmdeploy/lite/quantization/__init__.py	3	CODE
LOW	lmdeploy/lite/quantization/__init__.py	3	CODE
LOW	lmdeploy/lite/quantization/__init__.py	4	CODE
LOW	lmdeploy/lite/quantization/weight/__init__.py	2	CODE
LOW	lmdeploy/lite/quantization/activation/__init__.py	2	CODE
LOW	lmdeploy/lite/quantization/activation/__init__.py	2	CODE
LOW	lmdeploy/lite/quantization/modules/__init__.py	2	CODE
LOW	lmdeploy/lite/model/__init__.py	3	CODE
LOW	lmdeploy/lite/model/__init__.py	3	CODE
LOW	lmdeploy/lite/model/__init__.py	7	CODE
LOW	lmdeploy/cli/__init__.py	2	CODE
LOW	lmdeploy/vl/__init__.py	2	CODE
LOW	lmdeploy/vl/__init__.py	2	CODE
LOW	lmdeploy/vl/__init__.py	2	CODE
LOW	lmdeploy/vl/__init__.py	2	CODE
LOW	lmdeploy/vl/__init__.py	2	CODE
LOW	lmdeploy/vl/__init__.py	2	CODE
492 more matches not shown…

Cross-File Repetition61 hits · 305 pts

Severity	File	Line	Snippet	Context
HIGH	lmdeploy/vl/model/internvl.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/molmo.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/llama4.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/llava.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/deepseek.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/llava_hf.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/llava_next.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/internvl3_hf.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/gemma3_vl.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/minicpmv.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/deepseek_vl2.py	0	build the vision part of a vlm model when backend is turbomind, or load the whole vlm model when `self.with_llm==true`	STRING
HIGH	lmdeploy/vl/model/internvl.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/molmo.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/llama4.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/llava.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/deepseek.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/llava_hf.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/llava_next.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/internvl3_hf.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/gemma3_vl.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/qwen2.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/minicpmv.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/vl/model/deepseek_vl2.py	0	extract image feature. only implement it when the backend is turbomind engine. args: messages(list[dict]): the outputs o	STRING
HIGH	lmdeploy/serve/openai/protocol.py	0	tear down a previously initialized weights-update group.	STRING
HIGH	lmdeploy/pytorch/engine/engine.py	0	tear down a previously initialized weights-update group.	STRING
HIGH	lmdeploy/pytorch/engine/mp_engine/base_worker.py	0	tear down a previously initialized weights-update group.	STRING
HIGH	lmdeploy/pytorch/engine/mp_engine/base.py	0	tear down a previously initialized weights-update group.	STRING
HIGH	lmdeploy/pytorch/engine/executor/base_worker.py	0	tear down a previously initialized weights-update group.	STRING
HIGH	lmdeploy/pytorch/engine/executor/ray_executor.py	0	tear down a previously initialized weights-update group.	STRING
HIGH	lmdeploy/pytorch/engine/executor/base.py	0	tear down a previously initialized weights-update group.	STRING
HIGH	lmdeploy/serve/openai/api_server.py	0	tear down a previously initialized weights-update group.	STRING
HIGH	lmdeploy/pytorch/messages.py	0	update token ids, old token ids will be added to history.	STRING
HIGH	lmdeploy/pytorch/strategies/dllm/sequence.py	0	update token ids, old token ids will be added to history.	STRING
HIGH	lmdeploy/pytorch/strategies/ar_spec/sequence.py	0	update token ids, old token ids will be added to history.	STRING
HIGH	lmdeploy/pytorch/strategies/ar/sequence.py	0	update token ids, old token ids will be added to history.	STRING
HIGH	lmdeploy/pytorch/strategies/dllm/step_inputs.py	0	shrink batch — keep only sequences at delta.indices.	STRING
HIGH	lmdeploy/pytorch/strategies/ar_spec/step_inputs.py	0	shrink batch — keep only sequences at delta.indices.	STRING
HIGH	lmdeploy/pytorch/strategies/ar/step_inputs.py	0	shrink batch — keep only sequences at delta.indices.	STRING
HIGH	lmdeploy/pytorch/strategies/base/step_inputs.py	0	shrink batch — keep only sequences at delta.indices.	STRING
HIGH	lmdeploy/pytorch/models/qwen3_5.py	0	we might change the number of layers so we can debug the model with less gpus.	STRING
HIGH	lmdeploy/pytorch/models/qwen3_5_moe.py	0	we might change the number of layers so we can debug the model with less gpus.	STRING
HIGH	lmdeploy/pytorch/models/qwen3_next.py	0	we might change the number of layers so we can debug the model with less gpus.	STRING
HIGH	lmdeploy/pytorch/models/deepseek_v2.py	0	we might change the number of layers so we can debug the model with less gpus.	STRING
HIGH	…/pytorch/paging/block_manager/default_block_manager.py	0	return if physical block can be allocated for given message.	STRING
HIGH	…y/pytorch/paging/block_manager/window_block_manager.py	0	return if physical block can be allocated for given message.	STRING
HIGH	…loy/pytorch/paging/block_manager/base_block_manager.py	0	return if physical block can be allocated for given message.	STRING
HIGH	…/pytorch/paging/block_manager/default_block_manager.py	0	allocate physical blocks for given message according to logical blocks.	STRING
HIGH	…y/pytorch/paging/block_manager/window_block_manager.py	0	allocate physical blocks for given message according to logical blocks.	STRING
HIGH	…loy/pytorch/paging/block_manager/base_block_manager.py	0	allocate physical blocks for given message according to logical blocks.	STRING
HIGH	lmdeploy/pytorch/engine/engine.py	0	receive weights through the disaggregated process group.	STRING
HIGH	lmdeploy/pytorch/engine/mp_engine/base_worker.py	0	receive weights through the disaggregated process group.	STRING
HIGH	lmdeploy/pytorch/engine/mp_engine/base.py	0	receive weights through the disaggregated process group.	STRING
HIGH	lmdeploy/pytorch/engine/executor/base_worker.py	0	receive weights through the disaggregated process group.	STRING
HIGH	lmdeploy/pytorch/engine/executor/ray_executor.py	0	receive weights through the disaggregated process group.	STRING
HIGH	lmdeploy/pytorch/engine/executor/base.py	0	receive weights through the disaggregated process group.	STRING
HIGH	lmdeploy/pytorch/engine/base.py	0	drop connection. 1. drop engine connection (zmq connection) 2. todo(jimyma) drop rdma connection.	STRING
HIGH	lmdeploy/pytorch/engine/mp_engine/base_worker.py	0	drop connection. 1. drop engine connection (zmq connection) 2. todo(jimyma) drop rdma connection.	STRING
HIGH	lmdeploy/pytorch/engine/mp_engine/base.py	0	drop connection. 1. drop engine connection (zmq connection) 2. todo(jimyma) drop rdma connection.	STRING
HIGH	autotest/utils/run_restful_chat.py	0	get current temperature at a location. args: location: the location to get the temperature for, in the format "city, sta	STRING
HIGH	docs/zh_cn/llm/api_server_tools.md	0	get current temperature at a location. args: location: the location to get the temperature for, in the format "city, sta	STRING
1 more matches not shown…

Magic Placeholder Names57 hits · 282 pts

Severity	File	Line	Snippet	Context
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	692	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	708	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	729	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	748	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	772	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	794	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	821	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	843	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	871	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	886	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	902	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	921	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	947	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	964	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	988	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	1005	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	1036	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	1057	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	1088	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	…/interface/restful/test_restful_chat_completions_v1.py	1121	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{BASE_URL}/v1')	CODE
HIGH	autotest/utils/tool_reasoning_definitions.py	205	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{url}/v1')	CODE
HIGH	autotest/utils/tool_reasoning_definitions.py	787	'Authorization': 'Bearer YOUR_API_KEY',	CODE
HIGH	autotest/utils/tool_reasoning_definitions.py	941	'Authorization': 'Bearer YOUR_API_KEY',	CODE
HIGH	autotest/utils/run_restful_chat.py	156	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{url}/v1')	CODE
HIGH	autotest/utils/run_restful_chat.py	485	client = OpenAI(api_key='YOUR_API_KEY', base_url=http_url + '/v1')	CODE
HIGH	autotest/utils/run_restful_chat.py	826	client = OpenAI(api_key='YOUR_API_KEY', base_url=http_url + '/v1')	CODE
HIGH	autotest/utils/run_restful_chat.py	1117	client = OpenAI(api_key='YOUR_API_KEY', base_url=http_url + '/v1')	CODE
HIGH	docs/zh_cn/llm/api_server.md	90	api_key='YOUR_API_KEY',	CODE
HIGH	docs/zh_cn/llm/api_server.md	113	client = AsyncOpenAI(api_key='YOUR_API_KEY',	CODE
HIGH	docs/zh_cn/llm/codellama.md	149	api_key='YOUR_API_KEY',	STRING
HIGH	docs/zh_cn/llm/api_server_tools.md	39	client = OpenAI(api_key='YOUR_API_KEY',base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/zh_cn/llm/api_server_tools.md	112	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/zh_cn/llm/api_server_tools.md	186	client = OpenAI(api_key='YOUR_API_KEY',	CODE
HIGH	docs/zh_cn/llm/api_server_tools.md	357	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/zh_cn/llm/api_server_lora.md	77	api_key='YOUR_API_KEY',	CODE
HIGH	docs/zh_cn/advance/structed_output.md	99	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/zh_cn/advance/spec_decoding.md	188	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:24545/v1')	CODE
HIGH	docs/zh_cn/get_started/get_started.md	131	api_key='YOUR_API_KEY',	CODE
HIGH	docs/zh_cn/get_started/get_started.md	165	client = OpenAI(api_key='YOUR_API_KEY', # A dummy api_key is required	CODE
HIGH	docs/zh_cn/multi_modal/api_server_vl.md	60	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/zh_cn/multi_modal/phi3.md	55	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/en/llm/api_server.md	71	api_key='YOUR_API_KEY',	CODE
HIGH	docs/en/llm/api_server.md	94	client = AsyncOpenAI(api_key='YOUR_API_KEY',	CODE
HIGH	docs/en/llm/codellama.md	149	api_key='YOUR_API_KEY',	STRING
HIGH	docs/en/llm/api_server_tools.md	39	client = OpenAI(api_key='YOUR_API_KEY',base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/en/llm/api_server_tools.md	112	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/en/llm/api_server_tools.md	186	client = OpenAI(api_key='YOUR_API_KEY',	CODE
HIGH	docs/en/llm/api_server_tools.md	357	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/en/llm/api_server_lora.md	77	api_key='YOUR_API_KEY',	CODE
HIGH	docs/en/advance/structed_output.md	99	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/en/advance/spec_decoding.md	189	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:24545/v1')	CODE
HIGH	docs/en/get_started/get_started.md	134	api_key='YOUR_API_KEY',	CODE
HIGH	docs/en/get_started/get_started.md	169	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/en/multi_modal/api_server_vl.md	83	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	docs/en/multi_modal/phi3.md	56	client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')	CODE
HIGH	eval/config.py	57	key='YOUR_API_KEY',	CODE
HIGH⚡	eval/eval.py	121	client = OpenAI(api_key='YOUR_API_KEY', base_url=f'{server}/v1')	CODE

Excessive Try-Catch Wrapping216 hits · 250 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/benchmark_chat_completion.py	35	except Exception: # noqa: BLE001 - tqdm is optional for CLI progress display.	CODE
LOW	benchmark/benchmark_chat_completion.py	531	except Exception as e: # noqa: BLE001 - record and keep consuming SSE.	CODE
LOW	benchmark/benchmark_chat_completion.py	537	except Exception as e: # noqa: BLE001 - benchmark should record failures and continue.	CODE
LOW	benchmark/benchmark_chat_completion.py	772	except Exception as e:	CODE
LOW	benchmark/benchmark_pipeline.py	58	except Exception as e:	CODE
LOW	benchmark/benchmark_throughput.py	58	except Exception as e:	CODE
LOW	benchmark/benchmark_serving.py	87	except Exception as e:	CODE
LOW	benchmark/benchmark_serving.py	146	except Exception as e:	CODE
LOW	benchmark/benchmark_generate.py	56	except Exception: # noqa: BLE001	CODE
LOW	benchmark/benchmark_generate.py	274	except Exception as e: # noqa: BLE001	CODE
MEDIUM	benchmark/profile_restful_api.py	747	print(f'Error applying chat template: {e}, fallback to <image> tag')	CODE
MEDIUM	benchmark/profile_restful_api.py	1115	print(f'Error running benchmark for request rate: {request_rate}')	CODE
LOW	benchmark/profile_restful_api.py	148	except Exception:	CODE
LOW	benchmark/profile_restful_api.py	227	except Exception:	CODE
LOW	benchmark/profile_restful_api.py	335	except Exception:	CODE
LOW	benchmark/profile_restful_api.py	412	except Exception:	CODE
LOW	benchmark/profile_restful_api.py	744	except Exception as e:	CODE
LOW	benchmark/profile_restful_api.py	775	except Exception:	CODE
LOW	benchmark/profile_restful_api.py	1181	except Exception as e:	CODE
LOW	benchmark/profile_restful_api.py	1244	except Exception as e:	CODE
LOW	lmdeploy/model.py	636	except Exception as e:	CODE
LOW	lmdeploy/model.py	653	except Exception as e:	CODE
LOW	lmdeploy/model.py	735	except Exception:	CODE
LOW	lmdeploy/model.py	743	except Exception:	CODE
LOW	lmdeploy/tokenizer.py	430	except Exception as e: # noqa	CODE
LOW	lmdeploy/utils.py	471	except Exception as e:	CODE
LOW	lmdeploy/utils.py	512	except Exception:	CODE
LOW	lmdeploy/utils.py	520	except Exception:	CODE
MEDIUM	lmdeploy/utils.py	509	def is_deep_ep_installed():	CODE
MEDIUM	lmdeploy/utils.py	517	def is_deep_gemm_installed():	CODE
LOW	lmdeploy/archs.py	151	except Exception as e: # noqa	CODE
LOW	lmdeploy/metrics/metrics_processor.py	81	except Exception as e:	CODE
LOW	lmdeploy/lite/apis/gptq.py	43	except Exception:	CODE
LOW	lmdeploy/cli/cli.py	127	except Exception:	CODE
LOW	lmdeploy/vl/engine.py	69	except Exception as e:	CODE
LOW	lmdeploy/vl/model/builder.py	80	except Exception as e:	CODE
LOW	lmdeploy/vl/model/utils.py	44	except Exception:	CODE
LOW	lmdeploy/vl/model/base.py	101	except Exception as e:	CODE
LOW	lmdeploy/vl/media/time_series.py	42	except Exception as e:	CODE
LOW	lmdeploy/vl/media/connection.py	50	except Exception as e:	CODE
LOW	lmdeploy/turbomind/turbomind.py	817	except Exception as e:	CODE
LOW	lmdeploy/serve/parsers/_openai_harmony.py	127	except Exception:	CODE
LOW	lmdeploy/serve/core/health.py	114	except Exception as e:	CODE
LOW	lmdeploy/serve/core/async_engine.py	303	except Exception:	CODE
LOW	lmdeploy/serve/core/async_engine.py	315	except Exception as e:	CODE
LOW	lmdeploy/serve/core/async_engine.py	441	except Exception:	CODE
LOW	lmdeploy/serve/core/async_engine.py	449	except Exception:	CODE
LOW	lmdeploy/serve/core/async_engine.py	465	except Exception as e:	CODE
LOW	lmdeploy/serve/core/async_engine.py	565	except Exception:	CODE
LOW	lmdeploy/serve/proxy/streaming_response.py	54	except Exception:	CODE
LOW	lmdeploy/serve/proxy/proxy.py	200	except Exception as e: # noqa	CODE
LOW	lmdeploy/serve/proxy/proxy.py	814	except Exception as e:	CODE
LOW	lmdeploy/serve/proxy/proxy.py	832	except Exception as e:	CODE
LOW	lmdeploy/serve/proxy/proxy.py	850	except Exception as e:	CODE
LOW	lmdeploy/serve/managers/session_manager.py	95	except Exception as e:	CODE
LOW	lmdeploy/serve/utils/request_cleanup.py	18	except Exception:	CODE
LOW	lmdeploy/serve/utils/request_cleanup.py	37	except Exception:	CODE
LOW	lmdeploy/serve/anthropic/endpoints/messages.py	237	except Exception as err:	CODE
LOW	lmdeploy/serve/openai/launch_server.py	24	except Exception:	CODE
LOW	lmdeploy/serve/openai/launch_server.py	67	except Exception:	CODE
156 more matches not shown…

Deep Nesting228 hits · 214 pts

Severity	File	Line	Context
LOW	setup.py	58	CODE
LOW	setup.py	74	CODE
LOW	setup.py	115	CODE
LOW	benchmark/benchmark_parser.py	81	CODE
LOW	benchmark/benchmark_chat_completion.py	266	CODE
LOW	benchmark/benchmark_chat_completion.py	448	CODE
LOW	benchmark/benchmark_chat_completion.py	1005	CODE
LOW	benchmark/benchmark_guided.py	527	CODE
LOW	benchmark/benchmark_generate.py	203	CODE
LOW	benchmark/benchmark_generate.py	280	CODE
LOW	benchmark/profile_restful_api.py	159	CODE
LOW	benchmark/profile_restful_api.py	237	CODE
LOW	benchmark/profile_restful_api.py	345	CODE
LOW	benchmark/profile_restful_api.py	1186	CODE
LOW	lmdeploy/tokenizer.py	152	CODE
LOW	lmdeploy/utils.py	394	CODE
LOW	lmdeploy/utils.py	420	CODE
LOW	lmdeploy/utils.py	542	CODE
LOW	lmdeploy/archs.py	56	CODE
LOW	lmdeploy/archs.py	95	CODE
LOW	lmdeploy/archs.py	168	CODE
LOW	lmdeploy/metrics/metrics_processor.py	45	CODE
LOW	lmdeploy/metrics/stats.py	146	CODE
LOW	lmdeploy/lite/apis/auto_awq.py	18	CODE
LOW	lmdeploy/lite/apis/smooth_quant.py	18	CODE
LOW	lmdeploy/lite/apis/calibrate.py	201	CODE
LOW	lmdeploy/lite/apis/calibrate.py	233	CODE
LOW	lmdeploy/lite/utils/calib_dataloader.py	14	CODE
LOW	lmdeploy/lite/utils/memory_efficient.py	197	CODE
LOW	lmdeploy/lite/utils/batch_split.py	7	CODE
LOW	lmdeploy/cli/entrypoint.py	10	CODE
LOW	lmdeploy/cli/chat.py	72	CODE
LOW	lmdeploy/cli/utils.py	14	CODE
LOW	lmdeploy/cli/utils.py	832	CODE
LOW	lmdeploy/vl/model/internvl.py	22	CODE
LOW	lmdeploy/vl/model/internvl.py	238	CODE
LOW	lmdeploy/vl/model/molmo.py	129	CODE
LOW	lmdeploy/vl/model/molmo.py	151	CODE
LOW	lmdeploy/vl/model/preprocess_utils.py	207	CODE
LOW	lmdeploy/vl/model/llava.py	305	CODE
LOW	lmdeploy/vl/model/builder.py	35	CODE
LOW	lmdeploy/vl/model/qwen3_5.py	114	CODE
LOW	lmdeploy/vl/model/utils.py	29	CODE
LOW	lmdeploy/vl/model/internvl3_hf.py	57	CODE
LOW	lmdeploy/vl/model/qwen2.py	125	CODE
LOW	lmdeploy/vl/model/base.py	123	CODE
LOW	lmdeploy/vl/model/base.py	364	CODE
LOW	lmdeploy/vl/model/minicpmv.py	200	CODE
LOW	lmdeploy/vl/media/time_series.py	31	CODE
LOW	lmdeploy/turbomind/checkpoint.py	188	CODE
LOW	lmdeploy/turbomind/tokenizer_info.py	133	CODE
LOW	lmdeploy/turbomind/linear.py	109	CODE
LOW	lmdeploy/turbomind/linear.py	160	CODE
LOW	lmdeploy/turbomind/linear.py	121	CODE
LOW	lmdeploy/turbomind/linear.py	171	CODE
LOW	lmdeploy/turbomind/converter.py	29	CODE
LOW	lmdeploy/turbomind/converter.py	154	CODE
LOW	lmdeploy/turbomind/supported_models.py	35	CODE
LOW	lmdeploy/turbomind/turbomind.py	687	CODE
LOW	lmdeploy/turbomind/builders/_base.py	227	CODE
168 more matches not shown…

AI Structural Patterns131 hits · 128 pts

Severity	File	Line	Context
LOW	benchmark/profile_restful_api.py	1166	CODE
LOW	lmdeploy/model.py	116	CODE
LOW	lmdeploy/model.py	209	CODE
LOW	lmdeploy/model.py	585	CODE
LOW	lmdeploy/api.py	83	CODE
LOW	lmdeploy/utils.py	638	CODE
LOW	lmdeploy/lite/apis/auto_awq.py	41	CODE
LOW	lmdeploy/lite/apis/smooth_quant.py	18	CODE
LOW	lmdeploy/lite/apis/gptq.py	11	CODE
LOW	lmdeploy/lite/apis/calibrate.py	283	CODE
LOW	lmdeploy/lite/utils/memory_efficient.py	124	CODE
LOW	lmdeploy/vl/model/base.py	238	CODE
LOW	lmdeploy/turbomind/turbomind.py	687	CODE
LOW	lmdeploy/turbomind/models/utils.py	225	CODE
LOW	lmdeploy/serve/core/async_engine.py	479	CODE
LOW	lmdeploy/serve/proxy/proxy.py	884	CODE
LOW	lmdeploy/serve/proxy/proxy.py	325	CODE
LOW	lmdeploy/serve/openai/api_server.py	1505	CODE
LOW	lmdeploy/serve/openai/api_client.py	90	CODE
LOW	lmdeploy/serve/openai/api_client.py	175	CODE
LOW	lmdeploy/pytorch/config.py	414	CODE
LOW	lmdeploy/pytorch/model_inputs.py	179	CODE
LOW	lmdeploy/pytorch/model_inputs.py	275	CODE
LOW	lmdeploy/pytorch/model_inputs.py	406	CODE
LOW	lmdeploy/pytorch/messages.py	430	CODE
LOW	lmdeploy/pytorch/messages.py	547	CODE
LOW	lmdeploy/pytorch/kernels/cuda/pagedattention.py	756	CODE
LOW	lmdeploy/pytorch/kernels/cuda/w8a8_fused_moe.py	288	CODE
LOW	lmdeploy/pytorch/kernels/cuda/fused_lora.py	159	CODE
LOW	lmdeploy/pytorch/kernels/cuda/blocked_fp8_fused_moe.py	336	CODE
LOW	lmdeploy/pytorch/kernels/cuda/fused_moe.py	543	CODE
LOW	lmdeploy/pytorch/kernels/cuda/flashattention.py	475	CODE
LOW	lmdeploy/pytorch/kernels/cuda/utils.py	49	CODE
LOW	lmdeploy/pytorch/kernels/cuda/gated_delta_rule.py	256	CODE
LOW	lmdeploy/pytorch/kernels/cuda/gated_delta_rule.py	575	CODE
LOW	lmdeploy/pytorch/kernels/cuda/w8a8_triton_kernels.py	306	CODE
LOW	lmdeploy/pytorch/kernels/cuda/causal_conv1d.py	212	CODE
LOW	lmdeploy/pytorch/kernels/cuda/rms_norm.py	18	CODE
LOW	lmdeploy/pytorch/kernels/cuda/flatten_kv_cache.py	397	CODE
LOW	lmdeploy/pytorch/nn/attention.py	24	CODE
LOW	lmdeploy/pytorch/nn/rotary_embedding.py	177	CODE
LOW	lmdeploy/pytorch/nn/nsa.py	44	CODE
LOW	lmdeploy/pytorch/nn/linear/blocked_fp8.py	19	CODE
LOW	lmdeploy/pytorch/nn/linear/blocked_fp8.py	168	CODE
LOW	lmdeploy/pytorch/nn/linear/blocked_fp8.py	276	CODE
LOW	lmdeploy/pytorch/nn/linear/__init__.py	18	CODE
LOW	lmdeploy/pytorch/nn/linear/__init__.py	103	CODE
LOW	lmdeploy/pytorch/nn/linear/__init__.py	147	CODE
LOW	lmdeploy/pytorch/nn/linear/__init__.py	184	CODE
LOW	lmdeploy/pytorch/nn/linear/__init__.py	258	CODE
LOW	lmdeploy/pytorch/nn/linear/default.py	18	CODE
LOW	lmdeploy/pytorch/nn/linear/base.py	114	CODE
LOW	lmdeploy/pytorch/nn/moe/blocked_fp8.py	146	CODE
LOW	lmdeploy/pytorch/nn/moe/__init__.py	11	CODE
LOW	lmdeploy/pytorch/strategies/ar_spec/model_agent.py	190	CODE
LOW	lmdeploy/pytorch/strategies/ar/model_inputs.py	127	CODE
LOW	lmdeploy/pytorch/backends/attention.py	32	CODE
LOW	lmdeploy/pytorch/backends/attention.py	114	CODE
LOW	lmdeploy/pytorch/backends/rotary_embedding.py	79	CODE
LOW	lmdeploy/pytorch/backends/gated_delta_rule.py	40	CODE
71 more matches not shown…

Over-Commented Block99 hits · 99 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	# Copyright (c) 2019-2023, NVIDIA CORPORATION. All rights reserved.	COMMENT
LOW	benchmark/benchmark_decode.py	61	if __name__ == '__main__':	COMMENT
LOW	benchmark/benchmark_decode.py	81	# Decoded 15991314 tokens in 242.7 seconds, 65893.38488718234 tokens/s.	COMMENT
LOW	lmdeploy/pytorch/utils.py	161	# When using `remote_code` in HF components like tokenizer or config	COMMENT
LOW	lmdeploy/pytorch/strategies/dllm/step_inputs.py	1	# Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	lmdeploy/pytorch/strategies/ar_spec/step_inputs.py	1	# Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	lmdeploy/pytorch/strategies/ar/step_inputs.py	1	# Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	tests/csrc/CMakeLists.txt	1	# Copyright (c) 2021-2023, NVIDIA CORPORATION. All rights reserved.	COMMENT
LOW	tests/csrc/unittests/unittest_utils.h	21	#include <float.h> // FLT_MAX	COMMENT
LOW	tests/csrc/unittests/CMakeLists.txt	1	# Copyright (c) 2021-2023, NVIDIA CORPORATION. All rights reserved.	COMMENT
LOW	tests/csrc/unittests/gtest_utils.h	1	#include <algorithm> // std::fill_n	COMMENT
LOW	tests/test_lmdeploy/test_model.py	241	add_generation_prompt=True,	COMMENT
LOW	tests/test_lmdeploy/test_model.py	261	# 'role': 'system',	COMMENT
LOW	tests/pytorch/test_internvl_lora.py	21		COMMENT
LOW	docs/zh_cn/conf.py	1	#	COMMENT
LOW	docs/zh_cn/conf.py	121	# The language for content autogenerated by Sphinx. Refer to documentation	COMMENT
LOW	docs/zh_cn/conf.py	161	'use_issues_button': True,	COMMENT
LOW	docs/zh_cn/conf.py	181		COMMENT
LOW	docs/zh_cn/conf.py	201	# defined by theme itself. Builtin themes are using these templates by	COMMENT
LOW	docs/zh_cn/conf.py	221	# 'pointsize': '10pt',	COMMENT
LOW	docs/en/conf.py	1	#	COMMENT
LOW	docs/en/conf.py	121	# The language for content autogenerated by Sphinx. Refer to documentation	COMMENT
LOW	docs/en/conf.py	161	'use_repository_button': True,	COMMENT
LOW	docs/en/conf.py	181	# Enable ::: for my_st	COMMENT
LOW	docs/en/conf.py	201	# default: ``['localtoc.html', 'relations.html', 'sourcelink.html',	COMMENT
LOW	docs/en/conf.py	221		COMMENT
LOW	src/CMakeLists.txt	1	# Copyright (c) 2019-2023, NVIDIA CORPORATION. All rights reserved.	COMMENT
LOW	src/turbomind/turbomind.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/CMakeLists.txt	1	# Copyright (c) 2019-2023, NVIDIA CORPORATION. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/CMakeLists.txt	1	# Copyright (c) 2019-2023, NVIDIA CORPORATION. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/attention/impl_simt.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/attention/iterator_sm80.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/attention/impl_884.h	41	static constexpr int V_N = HeadDim / OP_N; // 8	COMMENT
LOW	src/turbomind/kernels/core/floating_point.h	141	// FloatingPoint<5, 2>::max_denormal;	COMMENT
LOW	src/turbomind/kernels/core/common.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/core/common.h	21	#endif	COMMENT
LOW	src/turbomind/kernels/core/common.h	41	#if defined(__CUDACC_RTC__) \|\| (defined(__clang__) && defined(__CUDA__))	COMMENT
LOW	src/turbomind/kernels/core/common.h	61	#define TM_HOST __forceinline__ __host__	COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal_sm90_v4.h	1	#pragma once	COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal_sm90_v4.h	21		COMMENT
LOW	src/turbomind/kernels/gemm/iterator_sm70.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/gemm/tiled_mma.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/gemm/CMakeLists.txt	121	# GIT_REPOSITORY https://github.com/NVIDIA/nvbench.git	COMMENT
LOW	src/turbomind/kernels/gemm/kernel_impl.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal_sm90_v3.h	1	#pragma once	COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal_sm90_v3.h	21		COMMENT
LOW	src/turbomind/kernels/gemm/mainloop_sm80_v2.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/gemm/iterator_sm80.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/gemm/matrix_ptr.h	101		COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal_sm90_v2.h	1	#pragma once	COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal_sm90_v2.h	21	#include "src/turbomind/core/data_type.h"	COMMENT
LOW	src/turbomind/kernels/gemm/smem_copy.h	181	}	COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal_sm90.h	1	#pragma once	COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal_sm90_v5.h	1	#pragma once	COMMENT
LOW	src/turbomind/kernels/gemm/gemm_universal_sm90_v5.h	21		COMMENT
LOW	src/turbomind/kernels/gemm/mainloop_sm70.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/gemm/kernel_impl_sm90.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/gemm/epilogue.h	1	// Copyright (c) OpenMMLab. All rights reserved.	COMMENT
LOW	src/turbomind/kernels/gemm/test/testbed_v3.h	1		COMMENT
39 more matches not shown…

Modern Structural Boilerplate38 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	lmdeploy/__init__.py	10	__all__ = [	CODE
LOW	lmdeploy/lite/utils/__init__.py	19	__all__ = [	CODE
LOW	lmdeploy/lite/quantization/__init__.py	6	__all__ = ['WeightQuantizer', 'ActivationObserver', 'KVCacheObserver', 'CalibrationContext', 'CalibrationContextV2']	CODE
LOW	lmdeploy/lite/quantization/weight/__init__.py	4	__all__ = ['WeightQuantizer']	CODE
LOW	lmdeploy/lite/quantization/activation/__init__.py	4	__all__ = ['ActivationObserver', 'KVCacheObserver']	CODE
LOW	lmdeploy/lite/quantization/modules/__init__.py	4	__all__ = ['WeightOnlyQLinear']	CODE
LOW	lmdeploy/lite/model/__init__.py	9	__all__ = ['MODELS']	CODE
LOW	lmdeploy/cli/__init__.py	4	__all__ = ['run']	CODE
LOW	lmdeploy/vl/__init__.py	13	__all__ = [	CODE
LOW	lmdeploy/turbomind/tokenizer_info.py	23	logger = logging.getLogger(__name__)	CODE
LOW	lmdeploy/turbomind/__init__.py	54	__all__ = ['TurboMind', 'update_parallel_config']	CODE
LOW⚡	lmdeploy/turbomind/builders/ffn.py	18	__all__ = [	CODE
LOW	lmdeploy/turbomind/builders/__init__.py	17	__all__ = [	CODE
LOW	lmdeploy/serve/__init__.py	6	__all__ = [	CODE
LOW	lmdeploy/serve/parsers/__init__.py	6	__all__ = ['ResponseParser', 'ResponseParserManager', 'GptOssResponseParser', 'validate_parser_names']	CODE
LOW	lmdeploy/serve/parsers/tool_parser/__init__.py	12	__all__ = [	CODE
LOW	lmdeploy/serve/parsers/reasoning_parser/__init__.py	5	__all__ = [	CODE
LOW	lmdeploy/serve/core/__init__.py	6	__all__ = ['AsyncEngine', 'EngineHealthMonitor', 'VLAsyncEngine']	CODE
LOW	lmdeploy/serve/managers/__init__.py	4	__all__ = ['Session', 'SessionManager']	CODE
LOW	lmdeploy/serve/processors/__init__.py	4	__all__ = ['MultimodalProcessor']	CODE
LOW	lmdeploy/serve/anthropic/__init__.py	6	__all__ = ['create_anthropic_router']	CODE
LOW	lmdeploy/serve/openai/responses/__init__.py	13	__all__ = [	CODE
LOW	lmdeploy/pytorch/configurations/__init__.py	7	__all__ = []	CODE
LOW	lmdeploy/pytorch/kernels/__init__.py	10	__all__ = [	CODE
LOW	lmdeploy/pytorch/kernels/cuda/__init__.py	14	__all__ = [	CODE
LOW	lmdeploy/pytorch/kernels/cuda/turbo_quant.py	14	logger = logging.getLogger(__name__)	CODE
LOW	lmdeploy/pytorch/kernels/default/__init__.py	5	__all__ = [	CODE
LOW	lmdeploy/pytorch/kernels/dlinfer/__init__.py	13	__all__ = [	CODE
LOW	lmdeploy/pytorch/models/__init__.py	4	__all__ = ['QLinear', 'QRMSNorm']	CODE
LOW	lmdeploy/pytorch/disagg/backend/__init__.py	18	__all__ = ['DLSlimeBackend', 'MooncakeBackend']	CODE
LOW	lmdeploy/pytorch/spec_decode/__init__.py	42	__all__ = ['build_spec_agent']	CODE
LOW	lmdeploy/pytorch/multimodal/__init__.py	4	__all__ = ['MultiModalData']	CODE
LOW	lmdeploy/pytorch/paging/__init__.py	4	__all__ = ['Scheduler']	CODE
LOW	lmdeploy/pytorch/engine/__init__.py	5	__all__ = ['Engine', 'EngineInstance']	CODE
LOW	lmdeploy/pytorch/engine/executor/base.py	361	def update_configs(self) -> None:	CODE
LOW	lmdeploy/pytorch/devices/__init__.py	4	__all__ = ['DeviceContext', 'DefaultContext', 'get_device_manager']	CODE
LOW	autotest/utils/config_utils.py	871	def set_device_env_variable(worker_id: str \| None, parallel_config: dict[str, int] \| None = None) -> None:	CODE
LOW	scripts/test_turbomind_model.py	59	def _set_hf_cache(path: str) -> None:	CODE

Redundant / Tautological Comments13 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/profile_restful_api.py	307	# Check if this chunk contains content	COMMENT
LOW	benchmark/profile_restful_api.py	519	# Check if the cache file already exists	COMMENT
LOW	lmdeploy/model.py	640	# Verify if the model can perform apply_chat_template with different roles.	COMMENT
LOW⚡	lmdeploy/lite/apis/calibrate.py	153	# Check if the child is an instance of the given layer type	COMMENT
LOW⚡	lmdeploy/lite/apis/calibrate.py	161	# Check if the child contains the target module type	COMMENT
LOW⚡	lmdeploy/lite/apis/calibrate.py	164	# Check if the child matches the head name	COMMENT
LOW	lmdeploy/lite/utils/batch_split.py	102	# Check if the current element is a past key-value pair.	COMMENT
LOW	lmdeploy/serve/processors/multimodal.py	241	# Check if multimodal input exists	COMMENT
LOW	lmdeploy/serve/openai/api_server.py	334	# Check if token_id is within the vocab size	COMMENT
LOW	lmdeploy/pytorch/engine/executor/ray_executor.py	574	# Check if all elements in ips are present in worker_ips and vice versa (ignoring order)	COMMENT
LOW	autotest/utils/run_restful_chat.py	92	# Check if process is still running	COMMENT
LOW	autotest/utils/run_restful_chat.py	1265	# Check if process is still running	COMMENT
LOW	autotest/utils/ray_distributed_utils.py	58	# Check if port is open	COMMENT

Self-Referential Comments11 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	lmdeploy/api.py	94	"""This function is deprecated and no longer available.	STRING
MEDIUM	lmdeploy/api.py	107	"""This function is deprecated and no longer available.	STRING
MEDIUM	lmdeploy/lite/quantization/modules/linear.py	16	"""This class implements weight only quantization linear.	STRING
MEDIUM	lmdeploy/turbomind/tokenizer_info.py	3	"""This module provides the tokenizer info class to handle the tokenizer	STRING
MEDIUM	lmdeploy/serve/openai/api_server.py	232	# Define an async function that always returns success	COMMENT
MEDIUM	lmdeploy/pytorch/ray.py	127	# Create a new placement group	COMMENT
MEDIUM	lmdeploy/pytorch/tools/utils.py	165	# Create a clean table-like format	COMMENT
MEDIUM	lmdeploy/pytorch/models/llama4.py	751	"""This function is used to fetch the first embedding layer to activate	STRING
MEDIUM	lmdeploy/pytorch/models/gemma3_vl.py	240	# Create a global causal mask.	STRING
MEDIUM	lmdeploy/pytorch/models/gemma3_vl.py	261	# Create a local causal mask with sliding window (1024).	STRING
MEDIUM	…_lite/test_quantization/test_utils/test_cal_qparams.py	18	# Create a dummy tensor	COMMENT

Structural Annotation Overuse7 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	…rve/openai/chat_completions/test_delta_tool_call_id.py	18	# Step 1: feed partial JSON with name	COMMENT
LOW⚡	…rve/openai/chat_completions/test_delta_tool_call_id.py	27	# Step 2: feed final chunk with arguments	COMMENT
LOW⚡	…ts/pytorch/spec_decode/test_guided_spec_integration.py	481	# Step 2: original should be at correct state	COMMENT
LOW	docs/en/advance/update_weights.md	5	## Step 1: Launch server	COMMENT
LOW	docs/en/advance/update_weights.md	13	## Step 2: Offloads weights & kv cache	COMMENT
LOW	docs/en/advance/update_weights.md	38	## Step 3: Update weights	COMMENT
LOW	docs/en/advance/update_weights.md	71	## Step 4: Wakeup server	COMMENT

Synthetic Comment Markers1 hit · 11 pts

Severity	File	Line	Snippet	Context
HIGH⚡	lmdeploy/pytorch/kernels/cuda/fused_noaux_tc.py	98	# Wrappers and Benchmarking Logic (Kept exactly as requested)	COMMENT

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	lmdeploy/api.py	23	Create a pipeline for inference. Args: model_path: the path of a model. It could be one of the following op	STRING
HIGH	lmdeploy/lite/utils/memory_efficient.py	46	Finds modules in model that return given value. Args: model (nn.Module): Model to inspect value (st	STRING

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	lmdeploy/pytorch/models/utils/cudagraph.py	28	window_size=(-1, -1), # -1 means infinite context window	CODE
MEDIUM	autotest/tools/pipeline/mllm_case.py	370	# In-context few-shot learning	COMMENT
MEDIUM	docs/en/multi_modal/vl_pipeline.md	66	### Set context window size	COMMENT

Cross-Language Confusion2 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	lmdeploy/turbomind/builders/ffn.py	57	act_type == SiLU && (int4 \|\| mxfp4 \|\| fp8 \|\| moe) && !(fp8 && SM90)	STRING
HIGH⚡	lmdeploy/turbomind/builders/ffn.py	57	act_type == SiLU && (int4 \|\| mxfp4 \|\| fp8 \|\| moe) && !(fp8 && SM90)	STRING

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	lmdeploy/serve/core/async_engine.py	801	The purpose of this function is to allow users to choose whether to use the synchronous interface or the	STRING
LOW⚡	…rve/openai/chat_completions/test_delta_tool_call_id.py	18	# Step 1: feed partial JSON with name	COMMENT
LOW⚡	…rve/openai/chat_completions/test_delta_tool_call_id.py	27	# Step 2: feed final chunk with arguments	COMMENT
LOW⚡	…ts/pytorch/spec_decode/test_guided_spec_integration.py	481	# Step 2: original should be at correct state	COMMENT

AI Slop Vocabulary2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	lmdeploy/pytorch/paging/scheduler.py	749	# No need to evict, just return True.	COMMENT
LOW	lmdeploy/pytorch/paging/scheduler.py	752	# Enough free blocks, just return True.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/pytorch/engine/test_zmq_rpc.py	65	# Example usage	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	lmdeploy/model.py	715	messages = [{'role': 'user', 'content': 'placeholder'}, {'role': 'assistant', 'content': 'sentinel'}]	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings