dphnAI/sonar

Pattern Findings

The scanner identified 25284 distinct pattern matches across 26 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers15454 hits · 14886 pts

Severity	File	Line	Snippet	Context
LOW	env.py	113	def run_and_parse_first_match(run_lambda, command, regex):	CODE
LOW	env.py	124	def run_and_return_first_line(run_lambda, command):	CODE
LOW	env.py	157	def get_nvidia_driver_version(run_lambda):	CODE
LOW	env.py	269	def summarize_aphrodite_build_flags():	CODE
LOW	env.py	473	def get_cachingallocator_config():	CODE
LOW	env.py	478	def get_cuda_module_loading_config():	CODE
LOW⚡	setup.py	52	def should_require_rust_frontend() -> bool:	CODE
LOW⚡	setup.py	57	def should_use_precompiled_rust() -> bool:	CODE
LOW⚡	setup.py	62	def get_precompiled_rust_extension_paths() -> list[Path]:	CODE
LOW	setup.py	733	def add_aphrodite_package_data(filename: str) -> None:	CODE
LOW	csrc/cpu/generate_cpu_attn_dispatch.py	91	def generate_cases_for_isa_group(isa_list: list[str], include_fp8: bool = False) -> str:	CODE
LOW	csrc/libtorch_stable/quantization/machete/generate.py	318	def generate_type_option_name(kernel_types: TypeConfig):	STRING
LOW	csrc/libtorch_stable/quantization/machete/generate.py	350	def unsigned_type_with_bitwidth(num_bits):	STRING
LOW	tools/generate_versions_json.py	84	def generate_bake_native_json(args: dict[str, str]) -> dict:	CODE
LOW	tools/install_nixl_from_source_ubuntu.py	65	def install_system_dependencies():	CODE
LOW	tools/install_nixl_from_source_ubuntu.py	104	def build_and_install_prerequisites(args):	CODE
LOW	tools/build_rust.py	20	def prepare_build_environment() -> str \| None:	CODE
LOW	tools/build_rust.py	54	def rust_py_extension_module_names() -> list[str]:	CODE
LOW⚡	tools/pre_commit/generate_attention_backend_docs.py	1070	def _expand_flash_attn_variants(	CODE
LOW⚡	tools/pre_commit/generate_attention_backend_docs.py	1180	def parse_cuda_priority_lists() -> dict[str, list[str]]:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	250	def _find_exact_cc_in_function(tree: ast.AST, func_name: str) -> str \| None:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	608	def parse_flash_attn_features() -> dict[str, dict[str, Any]]:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	753	def parse_flashinfer_trtllm_features() -> dict[str, dict[str, Any]]:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	792	def parse_mla_dimensions_call(node: ast.AST \| None) -> str \| None:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	816	def parse_supported_mla_dimensions(node: ast.ClassDef) -> list[str]:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	831	def _parse_mla_dimension_reference(	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	840	def _parse_mla_dimensions_return(	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	870	def _parse_fa_version_condition(node: ast.AST) -> int \| None:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	891	def parse_supports_mla_dimensions(	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	944	def parse_mla_prefill_registry() -> dict[str, str]:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	955	def parse_mla_prefill_backend_file(class_path: str) -> dict[str, Any] \| None:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	1013	def _format_mla_dimension_notes(backend_info: dict[str, Any]) -> str:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	1035	def parse_mla_prefill_backends() -> list[dict[str, Any]]:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	1122	def _expand_flashinfer_variants(	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	1231	def _get_backends_from_return(stmts: list) -> list[str]:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	1503	def generate_priority_section(priorities: dict[str, list[str]]) -> str:	CODE
LOW	tools/docs/generate_user_reference.py	147	def quantization_config_classes() -> dict[str, str]:	CODE
LOW	tools/recipes/runtime_tuning.py	69	def _get_active_sequence_count(	CODE
LOW	tools/recipes/runtime_tuning.py	84	def _estimate_prefills_per_step(	CODE
LOW	tools/recipes/runtime_tuning.py	112	def _resolve_tensor_parallel_size(	CODE
LOW	tools/recipes/runtime_tuning.py	134	def _resolve_gpu_memory_utilization(	CODE
LOW	tools/recipes/runtime_tuning.py	192	def _resolve_max_num_batched_tokens(	CODE
LOW	tools/recipes/runtime_tuning.py	240	def _resolve_data_parallel_size(	CODE
LOW	tools/recipes/runtime_tuning.py	272	def get_runtime_tuning_policies(	CODE
LOW	tools/recipes/sweep_generation.py	24	def _strict_lower_power_of_two(value: int) -> int:	CODE
LOW	tools/recipes/sweep_generation.py	30	def _strict_upper_power_of_two(value: int) -> int:	CODE
LOW	tools/profiler/visualize_layerwise_profile.py	66	def shorten_plot_legend_strings(legend, max_char_len: int):	CODE
LOW	tools/profiler/visualize_layerwise_profile.py	85	def attempt_to_make_names_unique(entries_and_traces):	CODE
LOW	tools/profiler/visualize_layerwise_profile.py	124	def group_trace_by_operations(trace_df: pd.DataFrame) -> pd.DataFrame:	CODE
LOW	tools/profiler/visualize_layerwise_profile.py	179	def is_custom_ar_all_reduce_unreg(op_name: str):	CODE
LOW	tests/test_sequence.py	9	def test_sequence_intermediate_tensors_equal():	CODE
LOW	tests/test_request_input_bounds.py	74	def test_public_requests_accept_four_stop_strings(	CODE
LOW	tests/test_request_input_bounds.py	85	def test_public_requests_reject_more_than_four_stop_strings(	CODE
LOW	tests/test_request_input_bounds.py	92	def test_stop_string_limit_can_be_overridden():	CODE
LOW	tests/test_request_input_bounds.py	117	def test_duplicate_stop_token_ids_are_deduplicated_in_order():	STRING
LOW⚡	tests/test_request_input_bounds.py	138	def test_duplicate_bad_words_are_deduplicated_in_order():	STRING
LOW⚡	tests/test_request_input_bounds.py	144	def test_bad_word_tokenization_stops_at_worker_limit():	STRING
LOW⚡	tests/test_request_input_bounds.py	154	def test_bad_word_tokenization_limit_can_be_overridden(monkeypatch):	STRING
LOW	tests/test_request_input_bounds.py	172	def test_bad_word_rejects_empty_base_tokenization():	STRING
LOW	tests/test_request_input_bounds.py	191	def test_bad_word_skips_empty_optional_prefixed_tokenization():	STRING
15394 more matches not shown…

Decorative Section Separators2155 hits · 7417 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/pre_commit/generate_attention_backend_docs.py	1065	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/pre_commit/generate_attention_backend_docs.py	1067	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/pre_commit/generate_attention_backend_docs.py	1175	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/pre_commit/generate_attention_backend_docs.py	1177	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/pre_commit/generate_attention_backend_docs.py	1620	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/pre_commit/generate_attention_backend_docs.py	1622	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	72	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	269	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	271	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	306	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	308	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	568	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	570	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	1303	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	1309	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	1395	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/pre_commit/generate_attention_backend_docs.py	1397	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_ray_env.py	11	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_ray_env.py	13	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_ray_env.py	46	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_ray_env.py	48	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_ray_env.py	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_ray_env.py	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_ray_env.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_ray_env.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_ray_env.py	133	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_ray_env.py	135	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_ray_env.py	147	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_ray_env.py	149	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/test_file_mapper.py	57	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/test_file_mapper.py	59	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/test_file_mapper.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/test_file_mapper.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/test_file_mapper.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/test_file_mapper.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/test_file_mapper.py	265	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/test_file_mapper.py	267	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/v1/kv_offload/test_file_mapper.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/v1/kv_offload/test_file_mapper.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	268	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	270	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	293	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	295	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	325	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	327	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	439	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	441	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	598	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	600	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	698	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	700	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	759	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	761	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	803	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	805	# ---------------------------------------------------------------------------	COMMENT
2095 more matches not shown…

Cross-File Repetition365 hits · 1825 pts

Severity	File	Line	Snippet	Context
HIGH	tests/v1/attention/test_mla_prefill_selector.py	0	clear lru cache to ensure each test case runs without caching.	STRING
HIGH	tests/kernels/attention/test_attention_selector.py	0	clear lru cache to ensure each test case runs without caching.	STRING
HIGH	tests/kernels/attention/test_rocm_attention_selector.py	0	clear lru cache to ensure each test case runs without caching.	STRING
HIGH	tests/tool_parsers/test_granite_tool_parser.py	0	<longcat_tool_call>{ "name": "test_function", "arguments": { "string_field": "hello", "int_field": 42, "float_field": 3.	STRING
HIGH	tests/tool_parsers/test_granite_20b_fc_tool_parser.py	0	<longcat_tool_call>{ "name": "test_function", "arguments": { "string_field": "hello", "int_field": 42, "float_field": 3.	STRING
HIGH	tests/tool_parsers/test_phi4mini_tool_parser.py	0	<longcat_tool_call>{ "name": "test_function", "arguments": { "string_field": "hello", "int_field": 42, "float_field": 3.	STRING
HIGH	tests/tool_parsers/test_longcat_tool_parser.py	0	<longcat_tool_call>{ "name": "test_function", "arguments": { "string_field": "hello", "int_field": 42, "float_field": 3.	STRING
HIGH	tests/distributed/test_pipeline_parallel.py	0	warning: this test runs in both single-node (4 gpus) and multi-node (2 node with 2 gpus each) modes. if the test only us	STRING
HIGH	tests/distributed/test_context_parallel.py	0	warning: this test runs in both single-node (4 gpus) and multi-node (2 node with 2 gpus each) modes. if the test only us	STRING
HIGH	tests/compile/correctness_e2e/test_sequence_parallel.py	0	warning: this test runs in both single-node (4 gpus) and multi-node (2 node with 2 gpus each) modes. if the test only us	STRING
HIGH	tests/models/multimodal/pooling/test_colpali.py	0	create a small solid-color png image and return its base64 data uri.	STRING
HIGH	tests/models/multimodal/pooling/test_colqwen3.py	0	create a small solid-color png image and return its base64 data uri.	STRING
HIGH	tests/entrypoints/pooling/scoring/util.py	0	create a small solid-color png image and return its base64 data uri.	STRING
HIGH	tests/models/multimodal/pooling/test_colpali.py	0	build a scoremultimodalparam containing an image (and optional text).	STRING
HIGH	tests/models/multimodal/pooling/test_colqwen3.py	0	build a scoremultimodalparam containing an image (and optional text).	STRING
HIGH	tests/entrypoints/pooling/scoring/util.py	0	build a scoremultimodalparam containing an image (and optional text).	STRING
HIGH	tests/models/multimodal/pooling/test_colpali.py	0	verify per-token embedding shape and l2 normalization.	STRING
HIGH	tests/models/multimodal/pooling/test_colqwen3.py	0	verify per-token embedding shape and l2 normalization.	STRING
HIGH	tests/models/multimodal/pooling/test_colqwen3_5.py	0	verify per-token embedding shape and l2 normalization.	STRING
HIGH	tests/models/multimodal/pooling/test_colpali.py	0	verify that relevant documents score higher than irrelevant ones.	STRING
HIGH	tests/models/multimodal/pooling/test_colqwen3.py	0	verify that relevant documents score higher than irrelevant ones.	STRING
HIGH	tests/models/multimodal/pooling/test_colqwen3_5.py	0	verify that relevant documents score higher than irrelevant ones.	STRING
HIGH	tests/models/multimodal/generation/test_phi4siglip.py	0	sanitize aphrodite output [phi3v] to be comparable with hf output.	STRING
HIGH	tests/models/multimodal/generation/test_phi4mm.py	0	sanitize aphrodite output [phi3v] to be comparable with hf output.	STRING
HIGH	…/models/multimodal/generation/vlm_utils/model_utils.py	0	sanitize aphrodite output [phi3v] to be comparable with hf output.	STRING
HIGH	…ts/models/multimodal/generation/test_granite_speech.py	0	sanitize aphrodite output [phi3v] to be comparable with hf output.	STRING
HIGH	tests/entrypoints/openai/completion/test_completion.py	0	root ::= select_statement select_statement ::= "select " column " from " table " where " condition column ::= "col_1 " \|	STRING
HIGH	…ypoints/openai/chat_completion/test_chat_completion.py	0	root ::= select_statement select_statement ::= "select " column " from " table " where " condition column ::= "col_1 " \|	STRING
HIGH	benchmarks/benchmark_serving_structured_output.py	0	root ::= select_statement select_statement ::= "select " column " from " table " where " condition column ::= "col_1 " \|	STRING
HIGH	tests/lora/test_qwen3moe_tp.py	0	i want you to act as a sql terminal in front of an example database, you need only to return the sql command to me. do n	STRING
HIGH	tests/lora/test_llama_tp.py	0	i want you to act as a sql terminal in front of an example database, you need only to return the sql command to me. do n	STRING
HIGH	tests/lora/test_olmoe_tp.py	0	i want you to act as a sql terminal in front of an example database, you need only to return the sql command to me. do n	STRING
HIGH	examples/offline_inference/vision_language_embedding.py	0	this example shows how to use aphrodite for running offline inference with the correct prompt format on audio language m	STRING
HIGH	examples/vision/vision_example.py	0	this example shows how to use aphrodite for running offline inference with the correct prompt format on audio language m	STRING
HIGH	examples/audio/audio_example.py	0	this example shows how to use aphrodite for running offline inference with the correct prompt format on audio language m	STRING
HIGH	benchmarks/benchmark_throughput.py	0	deprecated: this script has been moved to the aphrodite cli. please use the following command instead: aphrodite bench r	STRING
HIGH	benchmarks/benchmark_latency.py	0	deprecated: this script has been moved to the aphrodite cli. please use the following command instead: aphrodite bench r	STRING
HIGH	benchmarks/benchmark_serving.py	0	deprecated: this script has been moved to the aphrodite cli. please use the following command instead: aphrodite bench r	STRING
HIGH	benchmarks/kernels/benchmark_machete.py	0	benchmark cutlass gemm. to run square gemms: python3 ./benchmarks/cutlass_benchmarks/sparse_benchmarks.py --dtype fp8 sq	STRING
HIGH	benchmarks/cutlass_benchmarks/w8a8_benchmarks.py	0	benchmark cutlass gemm. to run square gemms: python3 ./benchmarks/cutlass_benchmarks/sparse_benchmarks.py --dtype fp8 sq	STRING
HIGH	benchmarks/cutlass_benchmarks/sparse_benchmarks.py	0	benchmark cutlass gemm. to run square gemms: python3 ./benchmarks/cutlass_benchmarks/sparse_benchmarks.py --dtype fp8 sq	STRING
HIGH	aphrodite/sampling_params.py	0	whether to include the stop strings in output text.	STRING
HIGH	…e/entrypoints/speech_to_text/transcription/protocol.py	0	whether to include the stop strings in output text.	STRING
HIGH	…ite/entrypoints/speech_to_text/translation/protocol.py	0	whether to include the stop strings in output text.	STRING
HIGH	aphrodite/v1/attention/backends/flash_attn.py	0	forward pass with aiterflashattention. args: query: shape = [num_tokens, num_heads, head_size] key: shape = [num_tokens,	STRING
HIGH	aphrodite/v1/attention/backends/flash_attn_diffkv.py	0	forward pass with aiterflashattention. args: query: shape = [num_tokens, num_heads, head_size] key: shape = [num_tokens,	STRING
HIGH	aphrodite/v1/attention/backends/rocm_aiter_fa.py	0	forward pass with aiterflashattention. args: query: shape = [num_tokens, num_heads, head_size] key: shape = [num_tokens,	STRING
HIGH	aphrodite/v1/attention/backends/flash_attn.py	0	forward pass for encoder attention without kv cache. args: query: shape = [num_encoder_tokens, num_heads, head_size] key	STRING
HIGH	aphrodite/v1/attention/backends/triton_attn.py	0	forward pass for encoder attention without kv cache. args: query: shape = [num_encoder_tokens, num_heads, head_size] key	STRING
HIGH	aphrodite/v1/attention/backends/rocm_attn.py	0	forward pass for encoder attention without kv cache. args: query: shape = [num_encoder_tokens, num_heads, head_size] key	STRING
HIGH	aphrodite/v1/attention/backends/mamba_attn.py	0	this method builds the metadata for full cudagraph capture. currently, only decode is supported for full cudagraphs with	STRING
HIGH	aphrodite/v1/attention/backends/gdn_attn.py	0	this method builds the metadata for full cudagraph capture. currently, only decode is supported for full cudagraphs with	STRING
HIGH	…odite/model_executor/layers/attention/mla_attention.py	0	this method builds the metadata for full cudagraph capture. currently, only decode is supported for full cudagraphs with	STRING
HIGH	…odite/v1/attention/backends/rocm_aiter_unified_attn.py	0	forward pass with flexattention. args: query: shape = [num_tokens, num_heads, head_size] key: shape = [num_tokens, num_k	STRING
HIGH	aphrodite/v1/attention/backends/flashinfer.py	0	forward pass with flexattention. args: query: shape = [num_tokens, num_heads, head_size] key: shape = [num_tokens, num_k	STRING
HIGH	aphrodite/v1/attention/backends/flex_attention.py	0	forward pass with flexattention. args: query: shape = [num_tokens, num_heads, head_size] key: shape = [num_tokens, num_k	STRING
HIGH	aphrodite/v1/core/sched/interface.py	0	reset the encoder cache to invalidate all cached encoder outputs. this should be called when model weights are updated t	STRING
HIGH	aphrodite/v1/core/sched/scheduler.py	0	reset the encoder cache to invalidate all cached encoder outputs. this should be called when model weights are updated t	STRING
HIGH	aphrodite/v1/engine/llm_engine.py	0	reset the encoder cache to invalidate all cached encoder outputs. this should be called when model weights are updated t	STRING
HIGH	aphrodite/v1/engine/async_llm.py	0	load a new lora adapter into the engine for future requests.	STRING
305 more matches not shown…

Unused Imports1814 hits · 1699 pts

Severity	File	Line	Context
LOW	…lass_extensions/aphrodite_cutlass_library_extension.py	6	CODE
LOW	tools/build_rust.py	6	CODE
LOW	tools/docs/generate_user_reference.py	7	CODE
LOW	tools/recipes/sweep_recommendation.py	7	CODE
LOW	tools/recipes/hardware_detection.py	10	CODE
LOW	tools/recipes/runtime_tuning.py	14	CODE
LOW	tools/recipes/recipe_json_to_aphrodite_config.py	43	CODE
LOW	tools/recipes/sweep_generation.py	6	CODE
LOW	tests/conftest.py	77	CODE
LOW	tests/conftest.py	77	CODE
LOW	tests/conftest.py	78	CODE
LOW	tests/utils.py	58	CODE
LOW	tests/utils.py	65	CODE
LOW	tests/utils.py	2100	CODE
LOW	tests/v1/kv_offload/tiering/p2p/test_sessions.py	13	CODE
LOW	tests/v1/kv_offload/tiering/p2p/test_zmq_transport.py	5	CODE
LOW	tests/v1/kv_offload/tiering/p2p/test_data_transport.py	5	CODE
LOW	tests/v1/kv_offload/tiering/p2p/test_manager.py	9	CODE
LOW	tests/v1/attention/test_mla_backends.py	268	CODE
LOW	…ts/v1/attention/test_sparse_indexer_decode_seq_lens.py	28	CODE
LOW	tests/v1/attention/test_attention_backends.py	68	CODE
LOW	tests/v1/logits_processors/utils.py	12	CODE
LOW	tests/v1/cudagraph/test_cudagraph_mode.py	38	CODE
LOW	tests/v1/cudagraph/test_breakable_cudagraph.py	7	CODE
LOW	tests/v1/kv_connector/unit/test_tp_mapping.py	10	CODE
LOW	tests/v1/kv_connector/unit/test_hf3fs_client.py	17	CODE
LOW	tests/v1/kv_connector/unit/test_hf3fs_client.py	17	CODE
LOW	tests/v1/kv_connector/unit/test_hf3fs_client.py	17	CODE
LOW	tests/v1/kv_connector/unit/test_hf3fs_client.py	17	CODE
LOW	tests/v1/kv_connector/unit/test_hf3fs_client.py	17	CODE
LOW	tests/v1/kv_connector/unit/test_nixl_push_connector.py	21	CODE
LOW	…kv_connector/unit/test_simple_cpu_offload_connector.py	5	CODE
LOW	…/v1/kv_connector/unit/offloading_connector/conftest.py	3	CODE
LOW	…onnector/mooncake_integration/test_mooncake_imports.py	22	CODE
LOW	tests/v1/spec_decode/test_backup_token_async_spec.py	9	CODE
LOW	tests/v1/sample/test_topk_topp_sampler.py	33	CODE
LOW	tests/v1/ec_connector/unit/cpu/test_connector.py	59	CODE
LOW	tests/v1/engine/conftest.py	20	CODE
LOW	tests/v1/engine/conftest.py	20	CODE
LOW	tests/v1/simple_kv_offload/test_scheduler.py	5	CODE
LOW	tests/v1/simple_kv_offload/test_kv_events.py	11	CODE
LOW	tests/v1/simple_kv_offload/test_worker.py	10	CODE
LOW	tests/tool_use/test_gemma4_responses_adjust_request.py	32	CODE
LOW	tests/tool_parsers/test_poolside_v1_tool_parser.py	21	CODE
LOW	tests/tool_parsers/test_cohere_command_tool_parser.py	4	CODE
LOW	tests/renderers/test_chat_utils_prompt_embeds.py	6	CODE
LOW	…rnels/attention/test_rocm_aiter_mla_op_registration.py	49	CODE
LOW	tests/kernels/core/test_vit_fp8_attn.py	20	CODE
LOW	tests/kernels/core/test_rocm_misc_ops.py	46	CODE
LOW	tests/kernels/core/test_rocm_misc_ops.py	56	CODE
LOW	tests/kernels/core/test_rocm_misc_ops.py	65	CODE
LOW	tests/kernels/core/test_fused_q_kv_rmsnorm.py	11	CODE
LOW	tests/kernels/ir/test_ir_ops.py	11	CODE
LOW	tests/kernels/ir/test_layernorm.py	7	CODE
LOW	tests/kernels/mamba/test_memcpy_u64_tiled.py	28	CODE
LOW	tests/kernels/mamba/test_precopy_mamba_align.py	22	CODE
LOW	tests/kernels/mamba/test_gdn_forward_core_split.py	30	CODE
LOW	tests/kernels/mamba/test_gdn_fused_mtp.py	5	CODE
LOW	tests/kernels/scripts/check_no_tilelang_hijack.py	15	CODE
LOW	tests/kernels/scripts/check_no_tilelang_hijack.py	16	CODE
1754 more matches not shown…

Deep Nesting1295 hits · 1160 pts

Severity	File	Line	Context
LOW	env.py	165	CODE
LOW	env.py	379	CODE
LOW	use_existing_torch.py	24	CODE
LOW	setup.py	537	CODE
LOW	setup.py	584	CODE
LOW	setup.py	204	CODE
LOW	csrc/cpu/generate_cpu_attn_dispatch.py	91	CODE
LOW	…ibtorch_stable/quantization/marlin/generate_kernels.py	173	CODE
LOW	…btorch_stable/moe/marlin_moe_wna16/generate_kernels.py	173	CODE
LOW	tools/report_build_time_ninja.py	149	CODE
LOW	tools/pre_commit/check_label_rules.py	41	CODE
LOW	tools/pre_commit/check_triton_import.py	32	CODE
LOW	tools/pre_commit/enforce_regex_import.py	34	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	106	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	131	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	152	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	195	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	320	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	362	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	608	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	891	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	1180	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	1231	CODE
LOW	tools/pre_commit/validate_config.py	73	CODE
LOW	tools/pre_commit/check_boolean_context_manager.py	8	CODE
LOW	tools/pre_commit/check_spdx_header.py	58	CODE
LOW	tools/pre_commit/check_spdx_header.py	83	CODE
LOW	tools/docs/generate_user_reference.py	164	CODE
LOW	tools/docs/generate_user_reference.py	175	CODE
LOW	tools/recipes/recipe_json_to_aphrodite_config.py	242	CODE
LOW	tools/recipes/recipe_json_to_aphrodite_config.py	527	CODE
LOW	tools/recipes/recipe_json_to_aphrodite_config.py	752	CODE
LOW	tests/conftest.py	420	CODE
LOW	tests/conftest.py	551	CODE
LOW	tests/conftest.py	1014	CODE
LOW	tests/utils.py	143	CODE
LOW	tests/utils.py	1173	CODE
LOW	tests/utils.py	1512	CODE
LOW	tests/utils.py	1639	CODE
LOW	tests/utils.py	1763	CODE
LOW	tests/utils.py	561	CODE
LOW	tests/utils.py	1645	CODE
LOW	tests/utils.py	1786	CODE
LOW	tests/v1/test_glm5next_dflash2.py	232	CODE
LOW	tests/v1/utils.py	12	CODE
LOW	tests/v1/kv_offload/cpu/test_gpu_worker.py	392	CODE
LOW	tests/v1/kv_offload/cpu/test_gpu_worker.py	576	CODE
LOW	tests/v1/tracing/test_tracing.py	22	CODE
LOW	tests/v1/attention/test_mla_backends.py	331	CODE
LOW	tests/v1/attention/test_mla_backends.py	1309	CODE
LOW	tests/v1/attention/test_sparse_mla_backends.py	664	CODE
LOW	tests/v1/attention/test_deepseek_v4_swa_visible.py	37	CODE
LOW	tests/v1/attention/test_kpool_tail_slot_mapping.py	299	CODE
LOW	tests/v1/logits_processors/test_correctness.py	293	CODE
LOW	tests/v1/logits_processors/test_correctness.py	540	CODE
LOW	tests/v1/core/test_phrase_scheduler.py	103	CODE
LOW	tests/v1/core/test_phrase_scheduler.py	224	CODE
LOW	tests/v1/core/test_scheduler.py	2797	CODE
LOW	tests/v1/core/utils.py	218	CODE
LOW	tests/v1/kv_connector/unit/test_nixl_connector.py	1767	CODE
1235 more matches not shown…

Over-Commented Block1209 hits · 1066 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	cmake_minimum_required(VERSION 3.26)	COMMENT
LOW	CMakeLists.txt	61	#	COMMENT
LOW	CMakeLists.txt	301	# setup.py will override FETCHCONTENT_BASE_DIR to play nicely with sccache.	COMMENT
LOW	env.py	281	return None	COMMENT
LOW	env.py	301	# Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr	COMMENT
LOW	env.py	321	# NUMA node1 CPU(s): 32-63,96-127	COMMENT
LOW	env.py	341	# Manufacturer=GenuineIntel	COMMENT
LOW	config.yaml	1	# Sample configuration file for Aphrodite Engine	COMMENT
LOW	config.yaml	21		COMMENT
LOW	config.yaml	41	# at high contexts, but it mutually exclusive with kv_cache_dtype=fp8	COMMENT
LOW	config.yaml	81	# The data type to use for the model. Can be `auto`, `float16`, `bfloat16`,	COMMENT
LOW	config.yaml	101	# Otherwise, KV cache scaling factors default to 1.0, which	COMMENT
LOW	config.yaml	121		COMMENT
LOW	config.yaml	141	speculative_args:	COMMENT
LOW	config.yaml	161		COMMENT
LOW	config.yaml	181	# of draft tokens. Less accurate but faster.	COMMENT
LOW	config.yaml	241	- max_cpu_loras:	COMMENT
LOW	config.yaml	301		COMMENT
LOW	config.yaml	321	# to the chosen load_format. This should be a JSON string that	COMMENT
LOW	formatting.sh	1	#!/usr/bin/env bash	COMMENT
LOW	csrc/torch_utils.h	1	#pragma once	COMMENT
LOW	csrc/torch_bindings.cpp	1	// Provides torch::Tensor for ops.h (previously included transitively via	COMMENT
LOW	csrc/cumem_allocator_compat.h	101	} // extern "C"	COMMENT
LOW	csrc/cumem_allocator.cpp	1	// A CUDAPluggableAllocator based on cumem* APIs.	COMMENT
LOW	csrc/cumem_allocator.cpp	221	// sleep that discarded a tag) can still contain stale data from a previously	COMMENT
LOW	csrc/fs_io.cpp	1	// SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	csrc/cuda_compat.h	41	#define APHRODITE_LDG(arg) __ldg(arg)	COMMENT
LOW	csrc/cuda_compat.h	61	#define APHRODITE_SHFL_SYNC(var, src_lane) __shfl(var, src_lane)	COMMENT
LOW	csrc/cuda_utils.h	1	#pragma once	COMMENT
LOW	csrc/spinloop.cpp	1	#include <Python.h>	COMMENT
LOW	csrc/attention/attention_dtypes.h	1	#pragma once	COMMENT
LOW	csrc/hadamard/static_switch.h	1	// Inspired by	COMMENT
LOW	csrc/core/scalar_type.hpp	1	#pragma once	COMMENT
LOW	csrc/core/registration.h	1	#pragma once	COMMENT
LOW	csrc/metal/paged_ops.cpp	1	// SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	csrc/metal/paged_ops.cpp	741	// Replaces the Python turbo_quant_encode() + 5 MLX scatters on the hot path.	COMMENT
LOW	csrc/cpu/mamba_kernels.hpp	1	// SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	csrc/cpu/mamba_kernels.hpp	21	// state_ptr may point to a NON-CONTIGUOUS paged KV cache tensor.	COMMENT
LOW	csrc/cpu/mamba_kernels.hpp	81	}	COMMENT
LOW	csrc/cpu/mamba_kernels.hpp	261	//	COMMENT
LOW	csrc/cpu/cpu_attn_neon.hpp	1	#ifndef CPU_ATTN_NEON_HPP	COMMENT
LOW	csrc/cpu/utils.cpp	1	#ifndef APHRODITE_NUMA_DISABLED	COMMENT
LOW	csrc/cpu/cpu_wna16.cpp	1	#include "cpu/cpu_types.hpp"	COMMENT
LOW	csrc/cpu/cpu_fused_moe.cpp	1	#include "cpu/cpu_types.hpp"	COMMENT
LOW	csrc/cpu/cpu_types.hpp	1	#ifndef CPU_TYPES_HPP	COMMENT
LOW	csrc/cpu/cpu_types_riscv.hpp	1	#ifndef CPU_TYPES_RISCV_HPP	COMMENT
LOW	csrc/cpu/cpu_attn_impl.hpp	981		COMMENT
LOW	csrc/cpu/cpu_attn_impl.hpp	1001	// - kv_cache_num_blocks_stride	COMMENT
LOW	csrc/cpu/cpu_attn_impl.hpp	1841	aligned_actual_kv_tile_pos_right] =	COMMENT
LOW	csrc/cpu/cpu_attn_impl.hpp	1861	// Move buffers	COMMENT
LOW	csrc/cpu/mamba_cpu.cpp	1	// SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	csrc/cpu/mamba_cpu.cpp	121	if (z.has_value() && z.value().defined()) z_in = ensure_input(z.value());	COMMENT
LOW	csrc/cpu/cpu_attn_vxe.hpp	381	} // namespace cpu_attention	COMMENT
LOW	csrc/cpu/generate_cpu_attn_dispatch.py	141		COMMENT
LOW	csrc/cpu/generate_cpu_attn_dispatch.py	161	(__riscv_v_min_vlen == 128 \|\| __riscv_v_min_vlen == 256)	COMMENT
LOW	csrc/cpu/cpu_arch_macros.h	61	#endif	COMMENT
LOW	csrc/cpu/cpu_arch_macros.h	161	#include <riscv_vector.h>	COMMENT
LOW	csrc/cpu/cpu_attn_amx_fp8.hpp	1	// SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	csrc/cpu/cpu_attn_amx_fp8.hpp	21	// Scale bookkeeping for PV:	COMMENT
LOW	csrc/cpu/cpu_attn_amx_fp8.hpp	41	// ---------------------------------------------------------------------------	COMMENT
1149 more matches not shown…

Self-Referential Comments306 hits · 970 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	build_and_upload_docker.sh	31	# Create a temporary container to extract the wheel	COMMENT
MEDIUM	tools/install_deepgemm.sh	84	# Create a temporary directory for the build	COMMENT
MEDIUM	tools/report_build_time_ninja.py	199	# Create a list that is in order by time stamp and has entries for the	COMMENT
MEDIUM	tests/conftest.py	577	# Create a copy to avoid modifying the original dict	COMMENT
MEDIUM	tests/utils.py	764	# Create a dedicated process group so we can kill	COMMENT
MEDIUM	tests/utils.py	1648	# Create a unique temporary file to store exception info from child	COMMENT
MEDIUM⚡	tests/test_access_log_filter.py	257	# Create a logger with our filter (simulating uvicorn.access)	COMMENT
MEDIUM⚡	tests/test_access_log_filter.py	264	# Create a custom handler that tracks messages	COMMENT
MEDIUM	tests/test_config.py	1527	# Create a new mock and run the method with the same S3 URL	COMMENT
MEDIUM	tests/v1/test_tensor_ipc_queue.py	247	# Create a CPU tensor	COMMENT
MEDIUM	tests/v1/test_tensor_ipc_queue.py	563	# Create a CPU tensor	COMMENT
MEDIUM	tests/v1/test_tensor_ipc_queue.py	707	# Create a CPU tensor	COMMENT
MEDIUM	tests/v1/test_tensor_ipc_queue.py	947	# Create a tensor queue	COMMENT
MEDIUM	tests/v1/test_serial_utils.py	185	# Create a sample Python object	COMMENT
MEDIUM	tests/v1/test_serial_utils.py	203	# Create a sample tensor	COMMENT
MEDIUM	tests/v1/test_serial_utils.py	221	# Create a sample numpy array	COMMENT
MEDIUM	tests/v1/test_serial_utils.py	305	# Create a request with a non-multimodal tensor	COMMENT
MEDIUM	tests/v1/test_serial_utils.py	344	# Create a request with None for the tensor field	COMMENT
MEDIUM	tests/v1/metrics/test_ray_metrics.py	67	# Create the actor and call the async method	COMMENT
MEDIUM	tests/v1/attention/test_mla_backends.py	555	# Create a realistic slot mapping that corresponds to the block table	COMMENT
MEDIUM	tests/v1/attention/test_mla_backends.py	1714	# Create a summary for the single-line failure message	COMMENT
MEDIUM	tests/v1/attention/test_attention_backends.py	213	# Create a realistic slot mapping that corresponds to the block table	COMMENT
MEDIUM	tests/v1/logits_processors/test_correctness.py	850	# Define a shuffled batch of requests which individually use a different	COMMENT
MEDIUM	tests/v1/logits_processors/test_custom_offline.py	30	# Create a mixture of requests which do and don't utilize the dummy logitproc	COMMENT
MEDIUM	tests/v1/logits_processors/test_custom_offline.py	82	# Create a Aphrodite instance and load custom logitproc	COMMENT
MEDIUM	tests/v1/logits_processors/test_custom_offline.py	89	# Create a reference Aphrodite instance without custom logitproc	COMMENT
MEDIUM⚡	tests/v1/core/test_kv_cache_utils.py	356	# Create a list of KVCacheBlock objects	COMMENT
MEDIUM⚡	tests/v1/core/test_kv_cache_utils.py	359	# Create a FreeKVCacheBlockQueue with these blocks	COMMENT
MEDIUM⚡	tests/v1/core/test_kv_cache_utils.py	556	# Create a list of KVCacheBlock objects	COMMENT
MEDIUM⚡	tests/v1/core/test_kv_cache_utils.py	559	# Create a FreeKVCacheBlockQueue with these blocks	COMMENT
MEDIUM	tests/v1/core/test_kv_cache_utils.py	402	# Create an empty FreeKVCacheBlockQueue with these blocks	COMMENT
MEDIUM	tests/v1/core/test_kv_cache_utils.py	450	# Create an empty FreeKVCacheBlockQueue	COMMENT
MEDIUM	tests/v1/core/test_kv_cache_utils.py	501	# Create an empty FreeKVCacheBlockQueue with these blocks	COMMENT
MEDIUM	tests/v1/core/test_kv_cache_utils.py	1471	# Create a AphroditeConfig	STRING
MEDIUM	tests/v1/core/test_kv_cache_utils.py	1505	# Create a AphroditeConfig	STRING
MEDIUM⚡	tests/v1/core/test_scheduler.py	3543	# Create a request and schedule it	COMMENT
MEDIUM⚡	tests/v1/core/test_scheduler.py	4383	# Create a request and schedule it (and to be preempted)	COMMENT
MEDIUM	tests/v1/core/test_scheduler.py	3570	# Create a high priority request and schedule it	COMMENT
MEDIUM	tests/v1/core/test_scheduler.py	4431	# Create a high priority request and schedule it	COMMENT
MEDIUM	tests/v1/core/test_scheduler.py	5287	# Create a text-only request (no mm_features).	COMMENT
MEDIUM	tests/v1/cudagraph/test_cudagraph_dispatch.py	56	# Create a real LoRAConfig with specialize_active_lora enabled	COMMENT
MEDIUM	tests/v1/kv_connector/unit/test_nixl_connector.py	2253	# Create a request that triggers do_remote_decode so that	COMMENT
MEDIUM⚡	tests/v1/kv_connector/unit/test_lmcache_connector.py	202	# Create a mock object that is not LMCacheKVEvents	COMMENT
MEDIUM	tests/v1/kv_connector/unit/test_moriio_connector.py	215	# Define a fake remote engine id for testing	COMMENT
MEDIUM	…ts/v1/kv_connector/unit/test_decode_bench_connector.py	155	# Create a request with multiple blocks worth of tokens	COMMENT
MEDIUM	…ts/v1/kv_connector/unit/test_decode_bench_connector.py	543	# Create a request	COMMENT
MEDIUM	…ts/v1/kv_connector/unit/test_decode_bench_connector.py	565	# Create a request with just 1 token	COMMENT
MEDIUM	…ts/v1/kv_connector/unit/test_decode_bench_connector.py	583	# Create a request with 2 tokens	COMMENT
MEDIUM	…ts/v1/kv_connector/unit/test_decode_bench_connector.py	609	# Create a request with many blocks	COMMENT
MEDIUM	…ts/v1/kv_connector/unit/test_decode_bench_connector.py	692	# Create a request that doesn't align to block boundaries	COMMENT
MEDIUM	tests/v1/kv_connector/unit/test_nixl_connector_hma.py	245	# Create a mock worker with just the required attributes	COMMENT
MEDIUM	tests/v1/kv_connector/unit/test_example_connector.py	144	# Create the LLM instance	COMMENT
MEDIUM	…r/extract_hidden_states_integration/test_extraction.py	45	# Create a minimal Llama config with small dimensions	COMMENT
MEDIUM	…r/extract_hidden_states_integration/test_extraction.py	60	# Create a simple tokenizer	COMMENT
MEDIUM	tests/v1/determinism/test_batch_invariance.py	117	# Create a batch of size `max_batch_size` and insert the needle at	COMMENT
MEDIUM	tests/v1/distributed/test_external_lb_dp.py	157	# Create a client for each server	COMMENT
MEDIUM	tests/v1/distributed/test_hybrid_lb_dp.py	182	# Create a client for each node (each node has its own API endpoint)	COMMENT
MEDIUM	tests/v1/streaming_input/test_async_llm_streaming.py	20	# Create a minimal mock without initializing the full engine	COMMENT
MEDIUM	tests/v1/streaming_input/test_async_llm_streaming.py	50	# Create a mock queue with outputs	COMMENT
MEDIUM	…/v1/streaming_input/test_gpu_model_runner_streaming.py	34	# Create a real InputBatch for e2e testing	COMMENT
246 more matches not shown…

Excessive Try-Catch Wrapping776 hits · 822 pts

Severity	File	Line	Snippet	Context
LOW	env.py	256	except Exception:	CODE
LOW	setup.py	129	except Exception:	CODE
LOW	setup.py	238	except Exception as e:	CODE
LOW	setup.py	520	except Exception:	CODE
MEDIUM	setup.py	121	def find_tcmalloc() -> Path \| None:	CODE
MEDIUM	tools/generate_cmake_presets.py	156	print(f"Error writing file: {e}")	CODE
LOW	tools/install_nixl_from_source_ubuntu.py	30	except Exception:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	502	except Exception:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	516	except Exception as e:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	584	except Exception:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	619	except Exception:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	765	except Exception:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	963	except Exception:	CODE
LOW	tools/pre_commit/generate_attention_backend_docs.py	1201	except Exception:	CODE
LOW	tools/recipes/recipe_json_to_aphrodite_config.py	856	except Exception as exc:	CODE
LOW	tests/conftest.py	1329	except Exception:	CODE
LOW	tests/conftest.py	1592	except Exception as e:	CODE
MEDIUM	tests/utils.py	118	def _nvml():	CODE
LOW	tests/utils.py	81	except Exception as e:	CODE
LOW	tests/utils.py	315	except Exception:	CODE
LOW	tests/utils.py	597	except Exception as e:	CODE
LOW	tests/utils.py	677	except Exception:	CODE
LOW	tests/utils.py	1677	except Exception as e:	CODE
LOW	tests/utils.py	1700	except Exception:	CODE
LOW	tests/utils.py	1891	except Exception as e:	CODE
LOW	tests/utils.py	2103	except Exception:	CODE
LOW	tests/v1/test_tensor_ipc_queue.py	123	except Exception as e:	CODE
LOW	tests/v1/test_tensor_ipc_queue.py	166	except Exception as e:	CODE
LOW	tests/v1/test_tensor_ipc_queue.py	362	except Exception as e:	CODE
LOW	tests/v1/test_tensor_ipc_queue.py	451	except Exception as e:	CODE
LOW	tests/v1/test_tensor_ipc_queue.py	491	except Exception as e:	CODE
LOW	tests/v1/test_tensor_ipc_queue.py	585	except Exception as e:	CODE
LOW	tests/v1/test_tensor_ipc_queue.py	629	except Exception as e:	CODE
LOW	tests/v1/test_tensor_ipc_queue.py	782	except Exception as e:	CODE
LOW	tests/v1/utils.py	62	except Exception as e:	CODE
LOW⚡	tests/v1/kv_offload/cpu/test_shared_offload_region.py	218	except Exception as e:	CODE
LOW	tests/v1/kv_offload/cpu/test_shared_offload_region.py	145	except Exception as e:	CODE
LOW	tests/v1/kv_offload/cpu/test_shared_offload_region.py	184	except Exception as e:	CODE
LOW	tests/v1/kv_offload/tiering/p2p/p2p_connector_proxy.py	289	except Exception as e:	CODE
LOW	tests/v1/kv_offload/tiering/p2p/p2p_connector_proxy.py	333	except Exception as exc:	CODE
LOW	tests/v1/kv_offload/tiering/p2p/p2p_connector_proxy.py	344	except Exception as exc:	CODE
LOW	tests/v1/kv_offload/tiering/p2p/p2p_connector_proxy.py	364	except Exception as e:	CODE
MEDIUM	tests/v1/kv_offload/tiering/p2p/p2p_connector_proxy.py	329	def _run_decode():	CODE
LOW	tests/v1/shutdown/test_forward_error.py	73	except Exception as e:	CODE
LOW	tests/v1/shutdown/test_processor_error.py	42	except Exception as e:	CODE
LOW⚡	tests/v1/kv_connector/unit/test_hf3fs_client.py	28	except Exception:	CODE
LOW	…ts/v1/kv_connector/unit/test_nixl_rocm_gpu_mem_diag.py	36	except Exception:	CODE
LOW	tests/v1/kv_connector/unit/test_multi_connector.py	408	except Exception as e:	CODE
LOW	tests/v1/kv_connector/unit/utils.py	336	except Exception as e:	CODE
LOW	…/v1/kv_connector/unit/test_mooncake_store_connector.py	831	except Exception:	CODE
LOW	…/v1/kv_connector/unit/test_mooncake_store_connector.py	868	except Exception:	CODE
LOW	…s/v1/kv_connector/nixl_integration/toy_proxy_server.py	233	except Exception as e:	CODE
MEDIUM	…s/v1/kv_connector/nixl_integration/toy_proxy_server.py	238	print(f"Error occurred in disagg prefill proxy server - {api} endpoint")	CODE
MEDIUM	…/kv_connector/nixl_integration/test_disagg_accuracy.py	151	print(f"Error writing to file: {e}")	CODE
MEDIUM	…/kv_connector/nixl_integration/test_disagg_accuracy.py	160	print(f"Error writing to file: {e}")	CODE
LOW	tests/v1/determinism/test_online_batch_invariance.py	42	except Exception as e: # pragma: no cover	CODE
LOW	tests/v1/distributed/test_external_lb_dp.py	88	except Exception as e:	CODE
LOW	tests/v1/distributed/test_external_lb_dp.py	115	except Exception as e:	CODE
MEDIUM	tests/v1/distributed/test_external_lb_dp.py	116	print(f"Error stopping servers: {e}")	CODE
LOW	tests/v1/distributed/test_internal_lb_dp.py	184	except Exception as e:	CODE
716 more matches not shown…

Modern Structural Boilerplate526 hits · 531 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	34	logger = logging.getLogger(__name__)	CODE
LOW⚡	tests/test_request_input_bounds.py	202	def _set_max_n(monkeypatch: pytest.MonkeyPatch, value: int) -> None:	STRING
LOW	tests/v1/kv_offload/tiering/p2p/p2p_connector_proxy.py	32	logger = logging.getLogger(__name__)	CODE
LOW⚡	tests/v1/kv_connector/unit/test_multi_connector.py	123	def update_state_after_alloc(self, request, blocks, num_tokens) -> None:	CODE
LOW	tests/v1/kv_connector/unit/test_multi_connector.py	90	def update_state_after_alloc(self, request, blocks, num_tokens) -> None:	CODE
LOW⚡	…/v1/kv_connector/unit/test_handshake_pp_aggregation.py	137	def update_state_after_alloc(self, request: Any, blocks: Any, num_external_tokens: int) -> None:	CODE
LOW⚡	…/v1/kv_connector/unit/test_handshake_pp_aggregation.py	143	def set_xfer_handshake_metadata(self, metadata: dict[int, KVConnectorHandshakeMetadata]) -> None:	CODE
LOW	…/v1/kv_connector/unit/offloading_connector/conftest.py	7	__all__ = ["request_runner"]	CODE
LOW	…s/v1/kv_connector/nixl_integration/toy_proxy_server.py	15	logger = logging.getLogger(__name__)	CODE
LOW	tests/v1/worker/test_gpu_worker_weight_transfer.py	40	def update_weights(self, update_info: dict) -> None:	CODE
LOW	tests/v1/worker/test_gpu_trace_replay.py	59	def _set_lens(state: TraceReplayState, total_len, prompt_len) -> None:	CODE
LOW	tests/v1/engine/test_core_engine_actor_manager.py	43	def _set_visible_devices(self, aphrodite_config: Any, local_dp_rank: int) -> None:	CODE
LOW	tests/kernels/moe/test_marlin_vs_trtllm_mxint4.py	71	__all__ = [	CODE
LOW	tests/distributed/test_weight_transfer.py	1144	def update_weights(self, update_info: dict) -> None:	CODE
LOW⚡	tests/distributed/eplb_utils.py	73	def set_env_vars_and_device(env: dict[str, str]) -> None:	CODE
LOW	…/aphrodite_test_utils/aphrodite_test_utils/__init__.py	11	__all__ = ["blame", "BlameResult", "monitor", "MonitoredValues"]	CODE
LOW	tests/models/language/generation/test_hybrid.py	62	def _set_conv_state_layout(monkeypatch, layout: str) -> None:	CODE
LOW	tests/models/qwen4_exp/test_ple.py	57	def _set_test_embedding_weight_loader(embedding) -> None:	CODE
LOW	tests/parser/engine/replay_harness.py	82	def set_vocab(self, vocab: dict[str, int]) -> None:	CODE
LOW	tests/quantization/test_gfx950_moe.py	39	def set_rocm_aiter(monkeypatch: pytest.MonkeyPatch, enabled: bool) -> None:	CODE
LOW	tests/entrypoints/launchers/test_dp_supervisor.py	630	async def _set_healthy(port: int, use_ssl: bool = False) -> None:	CODE
LOW	tests/entrypoints/launchers/test_dp_supervisor.py	640	async def _set_unhealthy(port: int, use_ssl: bool = False) -> None:	CODE
LOW	tests/entrypoints/openai/responses/conftest.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…/entrypoints/openai/responses/test_parsable_context.py	21	logger = logging.getLogger(__name__)	CODE
LOW	tests/entrypoints/openai/responses/test_harmony.py	30	logger = logging.getLogger(__name__)	CODE
LOW	tests/rocm/test_moe_weight_replay.py	64	def _set_backend_env(monkeypatch: pytest.MonkeyPatch, backend: str) -> None:	CODE
LOW	benchmarks/disagg_benchmarks/nixl_proxy_server.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…marks/disagg_benchmarks/disagg_prefill_proxy_server.py	15	logger = logging.getLogger(__name__)	CODE
LOW	benchmarks/multi_turn/bench_utils.py	28	logger = logging.getLogger(__name__)	CODE
LOW	aphrodite/envs.py	562	logger = logging.getLogger(__name__)	CODE
LOW	aphrodite/env_override.py	393	def _update_scheduler_patched(self) -> None:	CODE
LOW	aphrodite/sampling_params.py	829	def update_from_tokenizer(self, tokenizer: TokenizerLike) -> None:	CODE
LOW	aphrodite/__init__.py	76	__all__ = [	CODE
LOW	aphrodite/v1/request.py	263	def update_block_hashes(self) -> None:	CODE
LOW	aphrodite/v1/kv_offload/base.py	98	def set_state(self, val: Any) -> None:	CODE
LOW	aphrodite/v1/kv_offload/tiering/example/manager.py	31	logger = logging.getLogger(__name__)	CODE
LOW	aphrodite/v1/kv_offload/tiering/p2p/data/__init__.py	6	__all__ = [	CODE
LOW	aphrodite/v1/kv_offload/tiering/p2p/control/__init__.py	12	__all__ = [	CODE
LOW	aphrodite/v1/kv_offload/tiering/p2p/session/__init__.py	11	__all__ = [	CODE
LOW	aphrodite/v1/kv_offload/tiering/fs/io.py	23	logger = logging.getLogger(__name__)	CODE
LOW	aphrodite/v1/metrics/stats.py	402	def update_from_output(self, prefill_stats: PrefillStats) -> None:	CODE
LOW	aphrodite/v1/attention/backend.py	600	def set_kernel_block_size(self, kernel_block_size: int) -> None:	CODE
LOW	aphrodite/v1/attention/backend.py	701	def update_draft_decode_metadata(self, metadata: M) -> None:	CODE
LOW	aphrodite/v1/attention/backends/flash_attn.py	772	def update_draft_decode_metadata(self, metadata: FlashAttentionMetadata) -> None:	CODE
LOW	aphrodite/v1/attention/backends/triton_attn.py	260	def update_draft_decode_metadata(self, _metadata: TritonAttentionMetadata) -> None:	CODE
LOW	aphrodite/v1/attention/backends/flash_attn_diffkv.py	40	def set_head_size_v(cls, head_size_v: int) -> None:	CODE
LOW	aphrodite/v1/attention/backends/triton_attn_diffkv.py	80	def set_head_size_v(cls, head_size_v: int) -> None:	CODE
LOW	aphrodite/v1/attention/backends/cpu_attn.py	166	def _set_isa_to_layers(self, layer_names: list[str]) -> None:	CODE
LOW⚡	aphrodite/v1/attention/backends/mla/triton_mla.py	97	def update_draft_decode_metadata(self, _metadata: MLACommonMetadata) -> None:	CODE
LOW	aphrodite/v1/attention/backends/mla/prefill/__init__.py	10	__all__ = [	CODE
LOW	aphrodite/v1/attention/ops/triton_decode_attention.py	42	logger = logging.getLogger(__name__)	CODE
LOW	aphrodite/v1/core/kv_cache_utils.py	2156	def update_kv_cache_capacity(aphrodite_config: AphroditeConfig, kv_cache_config: KVCacheConfig) -> None:	CODE
LOW	aphrodite/v1/core/sched/async_scheduler.py	19	def _update_after_schedule(self, scheduler_output: SchedulerOutput) -> None:	CODE
LOW	aphrodite/v1/core/sched/interface.py	110	def update_draft_token_ids(self, draft_token_ids: "DraftTokenIds") -> None:	CODE
LOW	aphrodite/v1/core/sched/interface.py	203	def set_pause_state(self, pause_state: PauseState) -> None:	CODE
LOW⚡	aphrodite/v1/core/sched/scheduler.py	2583	def _update_waiting_for_remote_kv(self, request: Request) -> None:	CODE
LOW	aphrodite/v1/core/sched/scheduler.py	1335	def _update_after_schedule(self, scheduler_output: SchedulerOutput) -> None:	CODE
LOW	aphrodite/v1/core/sched/scheduler.py	1382	def _update_request_as_session(self, session: Request, update: StreamingUpdate) -> None:	CODE
LOW	aphrodite/v1/core/sched/scheduler.py	2113	def update_draft_token_ids(self, draft_token_ids: DraftTokenIds) -> None:	CODE
LOW	aphrodite/v1/core/sched/scheduler.py	2305	def set_pause_state(self, pause_state: PauseState) -> None:	CODE
466 more matches not shown…

Empty Error Handlers102 hits · 510 pts

Severity	File	Line	Snippet	Context
HIGH	tools/pre_commit/enforce_regex_import.py	41	except (OSError, UnicodeDecodeError):	CODE
HIGH	tools/pre_commit/generate_attention_backend_docs.py	502	except Exception:	CODE
HIGH	tests/utils.py	433	except subprocess.TimeoutExpired:	CODE
HIGH	tests/utils.py	531	except (ProcessLookupError, OSError):	CODE
HIGH	…1/kv_connector/unit/test_invalid_blocks_correctness.py	251	except KeyError:	CODE
HIGH	…_connector/nixl_integration/nixl_side_channel_probe.py	28	except ValueError:	CODE
HIGH	…worker/test_gpu_model_runner_v2_cudagraph_profiling.py	182	except RuntimeError:	CODE
HIGH	tests/v1/engine/test_abort_final_step.py	80	except Exception:	CODE
HIGH	tests/kernels/moe/modular_kernel_tools/common.py	324	except NotImplementedError:	CODE
HIGH	tests/kernels/moe/modular_kernel_tools/common.py	191	except NotImplementedError:	CODE
HIGH	tests/distributed/test_mnnvl_alltoall.py	39	except Exception:	CODE
HIGH	tests/distributed/test_multiproc_executor.py	471	except Exception:	CODE
HIGH	…s/aphrodite_test_utils/aphrodite_test_utils/monitor.py	61	except NameError:	CODE
HIGH	…sts/aphrodite_test_utils/aphrodite_test_utils/blame.py	47	except NameError:	CODE
HIGH	tests/models/language/generation/test_hybrid.py	86	except ValueError:	CODE
HIGH	tests/models/language/generation/test_hybrid.py	125	except ValueError:	CODE
HIGH	tests/models/language/generation/test_hybrid.py	313	except ValueError:	CODE
HIGH	tests/models/language/generation/test_hybrid.py	353	except ValueError:	CODE
HIGH	tests/models/language/generation/test_hybrid.py	448	except ValueError:	CODE
HIGH	tests/models/language/generation/test_hybrid.py	512	except ValueError:	CODE
HIGH	tests/models/language/generation/test_hybrid.py	591	except ValueError:	CODE
HIGH	tests/models/language/generation/test_hybrid.py	660	except ValueError:	CODE
HIGH	tests/models/language/generation/test_hybrid.py	739	except ValueError:	CODE
HIGH	tests/compile/fusions_e2e/common.py	67	except ImportError:	CODE
HIGH	tests/compile/fusions_e2e/common.py	78	except ImportError:	CODE
HIGH	…transcription/test_transcription_validation_whisper.py	48	except Exception:	CODE
HIGH	tests/entrypoints/launchers/test_shutdown.py	239	except asyncio.TimeoutError:	CODE
HIGH	tests/entrypoints/launchers/test_shutdown.py	408	except asyncio.TimeoutError:	CODE
HIGH	tests/entrypoints/launchers/test_shutdown.py	525	except asyncio.TimeoutError:	CODE
HIGH	tests/entrypoints/launchers/test_shutdown.py	57	except psutil.NoSuchProcess:	CODE
HIGH	tests/entrypoints/serve/dev/rlhf/conftest.py	159	except Exception:	CODE
HIGH	…ts/serve/sagemaker/test_sagemaker_handler_overrides.py	112	except ImportError:	CODE
HIGH	tests/lora/test_layers.py	122	except Exception:	CODE
HIGH	tests/basic_correctness/test_basic_correctness.py	65	except Exception:	CODE
HIGH	examples/fp8/extract_scales.py	225	except KeyError:	CODE
HIGH	examples/fp8/extract_scales.py	231	except ValueError:	CODE
HIGH	examples/rl/rdt_aphrodite_serve.py	109	except requests.RequestException:	CODE
HIGH	aphrodite/env_override.py	794	except ImportError:	CODE
HIGH	aphrodite/env_override.py	520	except Exception:	CODE
HIGH	aphrodite/logger.py	284	except NameError:	CODE
HIGH	aphrodite/v1/attention/backends/turboquant_attn.py	473	except Exception: # noqa: BLE001	CODE
HIGH	aphrodite/v1/attention/backends/cpu_attn.py	452	except Exception:	CODE
HIGH	aphrodite/v1/attention/backends/fa_utils.py	298	except (ImportError, AssertionError):	CODE
HIGH	aphrodite/v1/attention/ops/flydsl_turboquant_decode.py	163	except Exception: # noqa: BLE001	CODE
HIGH	aphrodite/v1/spec_decode/vocab_mapping.py	29	except Exception:	CODE
HIGH	aphrodite/v1/engine/async_llm.py	190	except RuntimeError:	CODE
HIGH	aphrodite/v1/engine/core_client.py	1032	except RuntimeError:	CODE
HIGH	aphrodite/v1/engine/core_client.py	1287	except RuntimeError:	CODE
HIGH	aphrodite/tool_parsers/hy_v4_tool_parser.py	284	except Exception:	CODE
HIGH	aphrodite/tool_parsers/hy_v4_tool_parser.py	288	except Exception:	CODE
HIGH	aphrodite/tool_parsers/hy_v4_tool_parser.py	329	except (json.JSONDecodeError, ValueError):	CODE
HIGH	aphrodite/tool_parsers/hunyuan_a13b_tool_parser.py	197	except json.JSONDecodeError:	CODE
HIGH	aphrodite/tool_parsers/apertus_tool_parser.py	342	except Exception:	CODE
HIGH	aphrodite/tool_parsers/hy_v3_tool_parser.py	195	except Exception:	CODE
HIGH	aphrodite/tool_parsers/hy_v3_tool_parser.py	199	except Exception:	CODE
HIGH	aphrodite/tool_parsers/hy_v3_tool_parser.py	242	except (json.JSONDecodeError, ValueError):	CODE
HIGH	aphrodite/tool_parsers/poolside_v1_tool_parser.py	102	except json.JSONDecodeError:	CODE
HIGH	aphrodite/tool_parsers/poolside_v1_tool_parser.py	107	except (ValueError, SyntaxError):	CODE
HIGH	aphrodite/tool_parsers/xlam_tool_parser.py	233	except json.JSONDecodeError:	CODE
HIGH	aphrodite/tool_parsers/xlam_tool_parser.py	427	except (json.JSONDecodeError, KeyError, IndexError):	CODE
42 more matches not shown…

AI Structural Patterns397 hits · 362 pts

Severity	File	Line	Context
LOW	tests/conftest.py	382	CODE
LOW	tests/conftest.py	420	CODE
LOW	tests/conftest.py	927	CODE
LOW	tests/v1/kv_offload/test_factory.py	41	CODE
LOW	tests/v1/kv_offload/tiering/p2p/test_manager.py	596	CODE
LOW	tests/v1/attention/utils.py	174	CODE
LOW	tests/v1/attention/test_attention_backends.py	370	CODE
LOW	tests/v1/core/test_kv_cache_utils.py	131	CODE
LOW	tests/v1/core/test_scheduler.py	2676	CODE
LOW	tests/v1/core/test_scheduler.py	2797	CODE
LOW	tests/v1/core/utils.py	51	CODE
LOW	tests/v1/core/utils.py	218	CODE
LOW	tests/v1/kv_connector/unit/test_tp_mapping.py	32	CODE
LOW	tests/v1/kv_connector/unit/test_nixl_connector.py	2788	CODE
LOW	…sts/v1/kv_connector/unit/test_mooncake_store_worker.py	133	CODE
LOW	tests/v1/kv_connector/unit/test_moriio_connector.py	231	CODE
LOW	tests/v1/kv_connector/unit/test_nixl_push_connector.py	368	CODE
LOW	tests/v1/kv_connector/unit/utils.py	77	CODE
LOW	tests/v1/kv_connector/unit/utils.py	179	CODE
LOW	…/kv_connector/unit/offloading_connector/test_config.py	288	CODE
LOW	tests/v1/sample/test_rejection_sampler.py	65	CODE
LOW	tests/v1/e2e/general/test_mamba_prefix_cache.py	163	CODE
LOW	tests/v1/simple_kv_offload/test_kv_events.py	140	CODE
LOW	tests/kernels/test_gate_linear_rocm_dispatch.py	21	CODE
LOW	tests/kernels/utils.py	327	CODE
LOW	tests/kernels/utils.py	870	CODE
LOW	tests/kernels/attention/test_mha_attn.py	125	CODE
LOW	tests/kernels/attention/test_attention.py	54	CODE
LOW	…sts/kernels/attention/test_triton_prefill_attention.py	71	CODE
LOW	tests/kernels/mamba/test_mamba_ssm.py	112	CODE
LOW	tests/kernels/mamba/utils.py	73	CODE
LOW	tests/kernels/quantization/test_nvfp4_quant.py	81	CODE
LOW	tests/kernels/moe/test_deepep_v2_moe.py	190	CODE
LOW	tests/kernels/moe/test_moe_permute_unpermute.py	104	CODE
LOW	tests/kernels/moe/test_moe.py	2036	CODE
LOW	tests/kernels/moe/utils.py	56	CODE
LOW	tests/kernels/moe/utils.py	116	CODE
LOW	tests/kernels/moe/test_moe_layer.py	1009	CODE
LOW	tests/kernels/moe/test_moe_layer.py	1108	CODE
LOW	tests/evals/mrcr/mrcr_eval.py	159	CODE
LOW	tests/evals/gsm8k/gsm8k_eval.py	204	CODE
LOW	tests/distributed/test_multiproc_executor.py	70	CODE
LOW	tests/models/kimi_k3/test_kda_metadata.py	83	CODE
LOW	…/models/multimodal/generation/vlm_utils/model_utils.py	522	CODE
LOW	tests/models/transformers/fusers/test_moe.py	186	CODE
LOW	tests/quantization/reference_mxfp4.py	76	CODE
LOW	tests/quantization/reference_mxfp4.py	211	CODE
LOW	tests/compile/test_graph_partition.py	96	CODE
LOW	tests/compile/fullgraph/test_toy_llama.py	151	CODE
LOW	tests/compile/passes/test_silu_mul_quant_fusion.py	128	CODE
LOW	tests/compile/passes/test_fusion.py	466	CODE
LOW	tests/benchmarks/test_random_dataset.py	171	CODE
LOW	tests/entrypoints/cohere/test_serving_streaming.py	76	CODE
LOW	tests/entrypoints/cohere/test_serving_conversion.py	120	CODE
LOW	tests/entrypoints/openai/utils.py	135	CODE
LOW	examples/pooling/token_embed/jina_reranker_v3_online.py	22	CODE
LOW	benchmarks/attention_benchmarks/mla_runner.py	109	CODE
LOW	benchmarks/kernels/benchmark_mrope.py	78	CODE
LOW	aphrodite/sampling_params.py	460	CODE
LOW	aphrodite/_custom_ops.py	3045	CODE
337 more matches not shown…

Redundant / Tautological Comments225 hits · 342 pts

Severity	File	Line	Snippet	Context
LOW	tools/install_torchcodec_rocm.sh	19	# Check if torchcodec is already installed and working	COMMENT
LOW	tools/pre_commit/generate_attention_backend_docs.py	525	# Check if this is an MLA backend by parent class or naming	COMMENT
LOW	tools/pre_commit/generate_attention_backend_docs.py	1218	# Check if this is the "if use_mla:" branch	COMMENT
LOW	tests/conftest.py	396	# Set this to avoid hanging issue	COMMENT
LOW	tests/conftest.py	943	# Set this to avoid hanging issue	COMMENT
LOW	tests/utils.py	529	os.kill(spid, 0) # Check if still alive	CODE
LOW	tests/test_config.py	1304	# Check if LONGCHAT_ROPE_PARAMETERS entries are in longchat_model_config	COMMENT
LOW	tests/v1/attention/test_mla_backends.py	1390	# Set num_speculative_tokens to query_len - 1	COMMENT
LOW	tests/v1/attention/test_sparse_mla_backends.py	736	# Set some to -1 to test masking	COMMENT
LOW	tests/v1/attention/test_sparse_mla_backends.py	740	# Set some to out of bounds	COMMENT
LOW	tests/v1/attention/test_sparse_mla_backends.py	792	# Set some to -1 to test masking	COMMENT
LOW	tests/v1/attention/test_sparse_mla_backends.py	796	# Set some to out of bounds	COMMENT
LOW	tests/v1/core/test_scheduler.py	2857	# Verify if position length is identical	COMMENT
LOW	tests/v1/core/test_scheduler.py	3792	# Check if scheduled_encoder_inputs is empty as expected	COMMENT
LOW	tests/v1/core/test_scheduler.py	4210	# Set up to test different encoder cache existence scenario after preemption	COMMENT
LOW	tests/v1/core/test_scheduler.py	4518	# Set up to test different encoder cache existence scenario after preemption	COMMENT
LOW	tests/v1/core/utils.py	269	# Verify if position length is identical	COMMENT
LOW	…extract_hidden_states_integration/predictable_llama.py	81	# Check if we need auxiliary hidden states	COMMENT
LOW	…nnector/nixl_integration/config_sweep_accuracy_test.sh	99	# Check if cross-layers is enabled (non-empty)	COMMENT
LOW	tests/v1/determinism/test_batch_invariance.py	284	# Check if tokens match first	COMMENT
LOW	tests/v1/determinism/test_batch_invariance.py	540	# Check if tokens match first	COMMENT
LOW	tests/v1/determinism/test_batch_invariance.py	752	# Check if tokens match	COMMENT
LOW	tests/v1/determinism/test_batch_invariance.py	770	# Check if logprobs match bitwise	COMMENT
LOW	tests/v1/spec_decode/test_acceptance_length.py	108	# Check if get_valid_backends is actually defined in the platform class	COMMENT
LOW	…1/ec_connector/integration/run_epd_correctness_test.sh	28	# Set 1 to use multimodal prompts; else to use text-only	COMMENT
LOW	…ts/v1/ec_connector/integration/test_epd_correctness.py	217	# Check if server is ready	COMMENT
LOW	tests/v1/e2e/spec_decode/draft_model/test_async.py	34	# Increment counter	COMMENT
LOW	tests/v1/engine/test_engine_core_client.py	422	# Check if all request IDs in outputs have finished	COMMENT
LOW	tests/v1/engine/utils.py	131	# Check if the sampled_token_id occurs in choice_tensor[1:]	COMMENT
LOW	tests/utils_/test_network_utils.py	182	# Check if IPv6 is supported by trying to create an IPv6 socket	COMMENT
LOW	…/kernels/quantization/test_rocm_aiter_grouped_quant.py	21	# Check if aiter package is installed	COMMENT
LOW	tests/kernels/moe/test_moe_layer.py	1924	# Check if enough GPUs available	COMMENT
LOW⚡	tests/kernels/moe/test_rocm_aiter_topk.py	26	# Check if aiter package is installed	COMMENT
LOW⚡	tests/kernels/moe/test_rocm_aiter_topk.py	35	# Check if the op exists in torch.ops.aphrodite	COMMENT
LOW⚡	tests/kernels/moe/test_rocm_aiter_topk.py	38	# Check if the op is callable	COMMENT
LOW⚡	tests/kernels/moe/test_rocm_aiter_topk.py	44	# Check if the op exists in torch.ops.aphrodite	COMMENT
LOW⚡	tests/kernels/moe/test_rocm_aiter_topk.py	47	# Check if the op is callable	COMMENT
LOW	tests/evals/gsm8k/gsm8k_eval.py	359	# Print results to terminal	COMMENT
LOW	tests/distributed/test_eplb_execute.py	146	# Check if the weights are correct	COMMENT
LOW	tests/model_executor/test_qwen3_omni.py	33	# Check if it's a special token that should be compressed	COMMENT
LOW	…model_loader/runai_streamer_loader/test_runai_utils.py	56	# Read the file in chunks to handle large files efficiently	COMMENT
LOW⚡	tests/models/multimodal/generation/test_maverick.py	59	# Print the outputs	COMMENT
LOW	tests/quantization/test_gptq_v2.py	43	# Check if gptq_v2 format is correctly loaded	COMMENT
LOW	tests/quantization/test_gptq_v2.py	105	# Print the output sequences if failed	COMMENT
LOW⚡	tests/multimodal/media/test_audio.py	139	# Set limit to 1 MiB — should reject	COMMENT
LOW	tests/compile/test_config.py	54	# Check if get_raw_stream exists in builtins	COMMENT
LOW	tests/compile/fusions_e2e/conftest.py	42	# Print the outputs.	COMMENT
LOW	tests/compile/fullgraph/test_full_graph.py	173	# Print the outputs.	COMMENT
LOW	tests/entrypoints/llm/offline_mode/test_offline_mode.py	75	# Set HF to offline mode and ensure we can still construct an LLM	COMMENT
LOW	tests/entrypoints/llm/offline_mode/test_offline_mode.py	143	# Set HF to offline mode and ensure we can still construct an LLM	COMMENT
LOW	tests/entrypoints/launchers/test_shutdown.py	99	# Check if any choice has finish_reason='abort'	COMMENT
LOW	tests/entrypoints/serve/utils/test_request_logger.py	94	# Set max_log_len to 10	COMMENT
LOW	…rve/sagemaker/test_sagemaker_middleware_integration.py	314	# Check if environment variable middleware was applied	COMMENT
LOW	tests/lora/test_transformers_model.py	39	# Print the outputs.	COMMENT
LOW	tests/lora/test_gptoss_tp.py	80	# Print the outputs.	COMMENT
LOW	tests/lora/test_qwen3moe_tp.py	55	# Print the outputs.	COMMENT
LOW	tests/lora/test_chatglm3_tp.py	38	# Print the outputs.	COMMENT
LOW	tests/lora/test_deepseekv2_tp.py	28	# Print the outputs.	COMMENT
LOW	tests/lora/test_minicpmv_tp.py	51	# Print the outputs.	COMMENT
LOW	tests/lora/test_mixtral.py	21	# Print the outputs.	COMMENT
165 more matches not shown…

Cross-Language Confusion60 hits · 312 pts

Severity	File	Line	Snippet	Context
HIGH	csrc/cpu/generate_cpu_attn_dispatch.py	161	(__riscv_v_min_vlen == 128 \|\| __riscv_v_min_vlen == 256)	CODE
HIGH	csrc/cpu/generate_cpu_attn_dispatch.py	235	"&& (__riscv_v_min_vlen == 128 \|\| __riscv_v_min_vlen == 256)",	CODE
HIGH⚡	csrc/libtorch_stable/quantization/machete/generate.py	490	"M > 256 && K <= 16384 && N <= 4096": ((128, 128), (2, 1, 1)),	STRING
HIGH⚡	csrc/libtorch_stable/quantization/machete/generate.py	493	"M > 128 && K <= 4096 && N <= 4096": ((128, 64), (2, 1, 1)),	STRING
HIGH⚡	csrc/libtorch_stable/quantization/machete/generate.py	494	"M > 128 && K <= 8192 && N <= 8192": ((128, 128), (2, 1, 1)),	STRING
HIGH⚡	csrc/libtorch_stable/quantization/machete/generate.py	497	"M > 64 && K <= 4069 && N <= 4069": ((128, 32), (2, 1, 1)),	STRING
HIGH⚡	csrc/libtorch_stable/quantization/machete/generate.py	498	"M > 64 && K <= 4069 && N <= 8192": ((128, 64), (2, 1, 1)),	STRING
HIGH⚡	csrc/libtorch_stable/quantization/machete/generate.py	499	"M > 64 && K >= 8192 && N >= 12288": ((256, 128), (2, 1, 1)),	STRING
HIGH⚡	csrc/libtorch_stable/quantization/machete/generate.py	502	"M > 32 && K <= 6144 && N <= 6144": ((128, 16), (1, 1, 1)),	STRING
HIGH⚡	csrc/libtorch_stable/quantization/machete/generate.py	503	"M > 32 && K >= 16384 && N >= 12288": ((256, 64), (2, 1, 1)),	STRING
HIGH⚡	csrc/libtorch_stable/quantization/machete/generate.py	506	"M > 16 && K <= 12288 && N <= 8192": ((128, 32), (2, 1, 1)),	STRING
HIGH	tests/v1/attention/test_mm_prefix.py	409	# null, so is_mm_prefix_lm is False out of the box. Tests that exercise the	COMMENT
HIGH	tests/v1/attention/test_mla_backends.py	534	# Permute the context blocks (excluding block 0 which is null)	COMMENT
HIGH	tests/v1/attention/test_attention_backends.py	190	# Permute the context blocks (excluding block 0 which is null)	COMMENT
HIGH⚡	tests/v1/core/test_scheduler.py	3534	num_blocks=5, # Can hold 64 tokens (first block is null)	CODE
HIGH⚡	tests/v1/core/test_scheduler.py	4373	num_blocks=15, # can hold 244 tokens with 14 blocks (first block is null)	CODE
HIGH	tests/v1/core/test_scheduler.py	4600	num_blocks=11, # Can hold 160 tokens (first block is null)	CODE
HIGH	…_connector/unit/offloading_connector/test_scheduler.py	3286	# 4 GPU blocks: block 0 is null, blocks 1-3 are usable.	COMMENT
HIGH	…_connector/unit/offloading_connector/test_scheduler.py	269	are similar -- neither is required to retain the whole prefix, so a non-null,	STRING
HIGH	tests/tool_parsers/test_granite_tool_parser.py	41	"null_field": null,	CODE
HIGH	tests/tool_parsers/test_granite_20b_fc_tool_parser.py	33	"null_field": null,	CODE
HIGH⚡	tests/tool_parsers/test_olmo3_tool_parser.py	34	"role=null, "	CODE
HIGH⚡	tests/tool_parsers/test_olmo3_tool_parser.py	43	'"role": null, '	CODE
HIGH⚡	tests/tool_parsers/test_pythonic_tool_parser.py	35	'"role": null, '	CODE
HIGH	tests/tool_parsers/test_deepseekv3_tool_parser.py	41	""""bool_field": true, "null_field": null, """	STRING
HIGH	tests/tool_parsers/test_internlm2_tool_parser.py	54	"null_field": null,	CODE
HIGH	tests/tool_parsers/test_llama4_pythonic_tool_parser.py	35	'"role": null, '	CODE
HIGH	tests/tool_parsers/test_phi4mini_tool_parser.py	49	"null_field": null,	CODE
HIGH⚡	tests/tool_parsers/test_lfm2_tool_parser.py	38	'"role": null, '	CODE
HIGH	tests/tool_parsers/test_lfm2_tool_parser.py	73	"bash(command='cd /testbed && python3 -c \"from sympy import latex\nprint(latex(3*x, mul_symbol='\\,'))\"')"	CODE
HIGH	tests/tool_parsers/test_lfm2_tool_parser.py	78	'{"command": "cd /testbed && python3 -c \\"from sympy import latex\\n'	CODE
HIGH	tests/tool_parsers/test_longcat_tool_parser.py	53	"null_field": null,	CODE
HIGH⚡	tests/tool_parsers/test_hunyuan_a13b_tool_parser.py	41	'<tool_calls>[{"name": "get_weather", "arguments": {"city": "San Francisco", "metric": "celsius"}}, {"name":	CODE
HIGH	tests/tool_parsers/test_qwen3coder_tool_parser.py	570	# Multi non-null: anyOf[string, integer, null] → first non-null is string	COMMENT
HIGH⚡	tests/parser/engine/test_qwen3.py	257	' "multiSelect": false, "answer": null}]'	CODE
HIGH⚡	tests/parser/engine/test_qwen3.py	267	"questions": '[{"question": "Pick a color", "multiSelect": false, "answer": null}]',	CODE
HIGH⚡	tests/parser/engine/test_qwen3.py	1042	' "multiSelect": false, "answer": null}]'	CODE
HIGH	tests/parser/engine/test_qwen3.py	1061	' "multiSelect": false, "answer": null}]',	CODE
HIGH⚡	tests/parser/engine/test_parser_engine.py	599	result = engine._fix_arg_types('{"val": null}', "f")	CODE
HIGH⚡	tests/parser/engine/test_gemma4_streaming_reasoning.py	1202	text = "<\|tool_call>call:configure{value:null}<tool_call\|>"	CODE
HIGH⚡	tests/parser/engine/test_gemma4_streaming_reasoning.py	1208	text = "<\|tool_call>call:configure{label:null}<tool_call\|>"	CODE
HIGH⚡	tests/parser/mistral/test_tool_calls.py	2402	_REAL_LEAK_CONTENT = 'bash[TOOL_CALLS]{"command": "cd /testbed && git diff xarray/core/weighted.py"}ometracediff --git a	CODE
HIGH⚡	tests/parser/mistral/test_tool_calls.py	2415	{"command": "cd /testbed && git diff xarray/core/weighted.py"}	CODE
HIGH⚡	tests/entrypoints/unit_tests/test_chat_utils.py	3015	bad = '{"cmd": "mkdir -p /tmp/mmadtest && cat > /tmp/mmadtest'	CODE
HIGH	…e_out/token_in_token_out/test_return_routed_experts.py	36	'{"sliding_window": null}',	CODE
HIGH	tests/entrypoints/openai/test_return_routed_experts.py	45	'{"sliding_window": null}',	CODE
HIGH	aphrodite/_custom_ops.py	2221	assert k_times_2 % 2 == 0, "input width must be even (gate \|\| up layout)"	CODE
HIGH	aphrodite/_custom_ops.py	2326	assert k_times_2 % 2 == 0, "input width must be even (gate \|\| up layout)"	CODE
HIGH	aphrodite/_custom_ops.py	2203	input_tensor: The input tensor with gate \|\| up layout [m_topk, k*2]	STRING
HIGH	aphrodite/v1/core/single_type_kv_cache_manager.py	1231	# result [null] [null] ... [null] [hit block 1 (1st block contain	COMMENT
HIGH	aphrodite/v1/core/single_type_kv_cache_manager.py	470	every (non-null) block — the default for full attention.	STRING
HIGH	aphrodite/v1/core/single_type_kv_cache_manager.py	1184	[null, null, block 3], otherwise, we return [null, null]	STRING
HIGH	aphrodite/v1/core/single_type_kv_cache_manager.py	1189	we return 4 blocks[null, null, null, null]	STRING
HIGH	aphrodite/tool_parsers/utils.py	433	(null, true, false) that some models produce instead of Python	STRING
HIGH	aphrodite/metal/mlx_backend/mla_cache.py	11	Each token's cache entry is a combined latent vector [kv_norm \|\| k_pe]:	STRING
HIGH	aphrodite/metal/paged_attention_backend/mla.py	29	latent = [kv_norm \|\| k_pe_roped] # kv_lora_rank + qk_rope_head_dim dims	STRING
HIGH	…ibuted/kv_transfer/kv_connector/v1/flexkv_connector.py	47	cd FlexKV && bash build.sh	STRING
HIGH	…d/kv_transfer/kv_connector/v1/mooncake/store/worker.py	204	raise TypeError(f"tenant_id must be a string or null, got {type(value).__name__}: {value!r}")	CODE
HIGH	…transfer/kv_connector/v1/mooncake/store/coordinator.py	211	blocks in place), so a positional read may hit a null, freed, or live	STRING
HIGH	aphrodite/benchmarks/datasets/datasets.py	3971	# undefined), language (en), transcription directive (en), punctuation	STRING

Structural Annotation Overuse168 hits · 310 pts

Severity	File	Line	Snippet	Context
LOW⚡	build_and_upload_docker.sh	23	# Step 1: Build the wheel	COMMENT
LOW⚡	build_and_upload_docker.sh	39	# Step 2: Build the final Docker image using the wheel	COMMENT
LOW⚡	build_and_upload_docker.sh	47	# Step 3: Tag and push the Docker image	COMMENT
LOW⚡	tests/v1/kv_offload/tiering/test_async_lookup.py	183	# Step 1: lookup key 1, flush	COMMENT
LOW⚡	tests/v1/kv_offload/tiering/test_async_lookup.py	189	# Step 2: lookup keys 2 and 3, flush	COMMENT
LOW⚡	tests/v1/kv_offload/tiering/p2p/test_sessions.py	836	# Step 1: probe hA, hB.	COMMENT
LOW⚡	tests/v1/kv_offload/tiering/p2p/test_sessions.py	846	# Step 2: a new key is discovered for the same request. The	COMMENT
LOW	tests/v1/logits_processors/test_correctness.py	1221	# Step 1: think-start token appears.	COMMENT
LOW⚡	tests/v1/core/test_scheduler.py	5742	# Step 1: A's load is admitted; B's is held back by the reservation (B never	COMMENT
LOW⚡	tests/v1/core/test_scheduler.py	5752	# Step 2: nothing changes until A's recv lands.	COMMENT
LOW⚡	tests/v1/core/test_scheduler.py	5761	# Step 3: A makes forward progress straight to RUNNING - no preemption was	COMMENT
LOW⚡	tests/v1/kv_connector/unit/test_lmcache_connector.py	551	# Step 1: Get events from lmcache engine	COMMENT
LOW⚡	tests/v1/kv_connector/unit/test_lmcache_connector.py	558	# Step 2: Update connector output (simulate receiving from worker)	COMMENT
LOW⚡	tests/v1/kv_connector/unit/test_lmcache_connector.py	564	# Step 3: Take events	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	401	# Step 2: 5 blocks are in use (2 new for remote blocks).	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	409	# Step 3: finish recving (5 blocks in use)	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	418	# Step 4: try to schedule, remote request is put to running list	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	426	# Step 5: Remote request will be put back to waiting list	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	434	# Step 6: finish the request, free it.	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	441	# Step 7: now we can schedule (with 2 blocks computed),	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	511	# Step 3: finish the request, free it.	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	518	# Step 4: now we can initiate KV transfer (with 2 blocks computed).	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	526	# Step 5: finish recving (5 blocks in use)	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	533	# Step 6: schedule remote request	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	540	# Step 7: free everything.	COMMENT
LOW	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	457	# Step 8: free everything.	COMMENT
LOW	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	500	# Step 2: 3 blocks are in use,	COMMENT
LOW	tests/v1/determinism/test_batch_invariance.py	679	# Step 1: Run decode and collect logprobs	COMMENT
LOW	tests/v1/determinism/test_batch_invariance.py	695	# Step 2: For each token position, run prefill and compare	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	371	# Step 2: Schedule creates NewRequestData	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	381	# Step 3: Simulate model runner caching the prompt_token_ids	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	434	# Step 7: Schedule again - now request uses cached state	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	442	# Step 8: Calculate num_tokens like gpu_model_runner.py:1284 does	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	495	# Step 12: Add new streaming request with seq_id=1	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	410	# Step 6: Verify request state after Cycle 1	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	474	# Step 11: Verify request transitioned to WAITING_FOR_STREAMING_REQ	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	507	# Step 13: Scheduler schedules the updated session	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	520	# Step 14: Model runner caches NEW prompt_token_ids reference	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	531	# Step 15: FINAL CRITICAL VERIFICATION	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	86	# Step 1: Add initial request with 3 prompt tokens, all computed	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	102	# Step 2: Create streaming update with extended prompt	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	118	# Step 3: Verify no free_indices leak (old slot recycled)	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	155	# Step 1: Add initial request with one audio feature	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	175	# Step 2: Create streaming update with additional multimodal feature	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	192	# Step 3: Verify no free_indices leak	COMMENT
LOW	…/v1/streaming_input/test_gpu_model_runner_streaming.py	61	# Step 1: Create initial request state with some computed tokens	COMMENT
LOW	…/v1/streaming_input/test_gpu_model_runner_streaming.py	79	# Step 2: Create new request data with extended prompt	COMMENT
LOW⚡	…/v1/streaming_input/test_gpu_model_runner_streaming.py	98	# Step 3: Update the request	COMMENT
LOW⚡	…/v1/streaming_input/test_gpu_model_runner_streaming.py	101	# Step 4: Verify the request state was updated correctly	COMMENT
LOW	…/v1/streaming_input/test_gpu_model_runner_streaming.py	131	# Step 1: Create initial request state with one multimodal feature	COMMENT
LOW	…/v1/streaming_input/test_gpu_model_runner_streaming.py	156	# Step 2: Create new request data with additional multimodal feature	COMMENT
LOW⚡	…/v1/streaming_input/test_gpu_model_runner_streaming.py	176	# Step 3: Update the request	COMMENT
LOW⚡	…/v1/streaming_input/test_gpu_model_runner_streaming.py	179	# Step 4: Verify the request state was updated correctly	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	123	# Step 1: unseen remote item -> read started, request deferred.	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	133	# Step 2: poll drains completion -> entry marked ready, request admitted.	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	170	# Step 1: start the read.	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	178	# Step 2: poll discards the entry and records a tombstone; the tombstone	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	185	# Step 3: tombstone was consumed, so a fresh transfer starts again.	COMMENT
LOW	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	146	# Step 3: still cached -> admitted directly, no new transfer.	COMMENT
LOW⚡	tests/v1/ec_connector/integration/README.md	61	### Step 1: Baseline	COMMENT
108 more matches not shown…

Verbosity Indicators152 hits · 284 pts

Severity	File	Line	Snippet	Context
LOW⚡	build_and_upload_docker.sh	23	# Step 1: Build the wheel	COMMENT
LOW⚡	build_and_upload_docker.sh	39	# Step 2: Build the final Docker image using the wheel	COMMENT
LOW⚡	build_and_upload_docker.sh	47	# Step 3: Tag and push the Docker image	COMMENT
LOW⚡	tests/v1/kv_offload/tiering/test_async_lookup.py	183	# Step 1: lookup key 1, flush	COMMENT
LOW⚡	tests/v1/kv_offload/tiering/test_async_lookup.py	189	# Step 2: lookup keys 2 and 3, flush	COMMENT
LOW⚡	tests/v1/kv_offload/tiering/p2p/test_sessions.py	836	# Step 1: probe hA, hB.	COMMENT
LOW⚡	tests/v1/kv_offload/tiering/p2p/test_sessions.py	846	# Step 2: a new key is discovered for the same request. The	COMMENT
LOW	tests/v1/logits_processors/test_correctness.py	1221	# Step 1: think-start token appears.	COMMENT
LOW⚡	tests/v1/core/test_scheduler.py	5742	# Step 1: A's load is admitted; B's is held back by the reservation (B never	COMMENT
LOW⚡	tests/v1/core/test_scheduler.py	5752	# Step 2: nothing changes until A's recv lands.	COMMENT
LOW⚡	tests/v1/core/test_scheduler.py	5761	# Step 3: A makes forward progress straight to RUNNING - no preemption was	COMMENT
LOW⚡	tests/v1/kv_connector/unit/test_lmcache_connector.py	551	# Step 1: Get events from lmcache engine	COMMENT
LOW⚡	tests/v1/kv_connector/unit/test_lmcache_connector.py	558	# Step 2: Update connector output (simulate receiving from worker)	COMMENT
LOW⚡	tests/v1/kv_connector/unit/test_lmcache_connector.py	564	# Step 3: Take events	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	401	# Step 2: 5 blocks are in use (2 new for remote blocks).	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	409	# Step 3: finish recving (5 blocks in use)	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	418	# Step 4: try to schedule, remote request is put to running list	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	426	# Step 5: Remote request will be put back to waiting list	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	434	# Step 6: finish the request, free it.	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	441	# Step 7: now we can schedule (with 2 blocks computed),	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	511	# Step 3: finish the request, free it.	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	518	# Step 4: now we can initiate KV transfer (with 2 blocks computed).	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	526	# Step 5: finish recving (5 blocks in use)	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	533	# Step 6: schedule remote request	COMMENT
LOW⚡	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	540	# Step 7: free everything.	COMMENT
LOW	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	457	# Step 8: free everything.	COMMENT
LOW	…/v1/kv_connector/unit/test_remote_prefill_lifecycle.py	500	# Step 2: 3 blocks are in use,	COMMENT
LOW	tests/v1/determinism/test_batch_invariance.py	679	# Step 1: Run decode and collect logprobs	COMMENT
LOW	tests/v1/determinism/test_batch_invariance.py	695	# Step 2: For each token position, run prefill and compare	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	371	# Step 2: Schedule creates NewRequestData	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	381	# Step 3: Simulate model runner caching the prompt_token_ids	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	434	# Step 7: Schedule again - now request uses cached state	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	442	# Step 8: Calculate num_tokens like gpu_model_runner.py:1284 does	COMMENT
LOW⚡	tests/v1/streaming_input/test_scheduler_streaming.py	495	# Step 12: Add new streaming request with seq_id=1	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	410	# Step 6: Verify request state after Cycle 1	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	474	# Step 11: Verify request transitioned to WAITING_FOR_STREAMING_REQ	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	507	# Step 13: Scheduler schedules the updated session	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	520	# Step 14: Model runner caches NEW prompt_token_ids reference	COMMENT
LOW	tests/v1/streaming_input/test_scheduler_streaming.py	531	# Step 15: FINAL CRITICAL VERIFICATION	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	86	# Step 1: Add initial request with 3 prompt tokens, all computed	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	102	# Step 2: Create streaming update with extended prompt	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	118	# Step 3: Verify no free_indices leak (old slot recycled)	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	155	# Step 1: Add initial request with one audio feature	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	175	# Step 2: Create streaming update with additional multimodal feature	COMMENT
LOW	…/streaming_input/test_gpu_model_runner_v2_streaming.py	192	# Step 3: Verify no free_indices leak	COMMENT
LOW	…/v1/streaming_input/test_gpu_model_runner_streaming.py	61	# Step 1: Create initial request state with some computed tokens	COMMENT
LOW	…/v1/streaming_input/test_gpu_model_runner_streaming.py	79	# Step 2: Create new request data with extended prompt	COMMENT
LOW⚡	…/v1/streaming_input/test_gpu_model_runner_streaming.py	98	# Step 3: Update the request	COMMENT
LOW⚡	…/v1/streaming_input/test_gpu_model_runner_streaming.py	101	# Step 4: Verify the request state was updated correctly	COMMENT
LOW	…/v1/streaming_input/test_gpu_model_runner_streaming.py	131	# Step 1: Create initial request state with one multimodal feature	COMMENT
LOW	…/v1/streaming_input/test_gpu_model_runner_streaming.py	156	# Step 2: Create new request data with additional multimodal feature	COMMENT
LOW⚡	…/v1/streaming_input/test_gpu_model_runner_streaming.py	176	# Step 3: Update the request	COMMENT
LOW⚡	…/v1/streaming_input/test_gpu_model_runner_streaming.py	179	# Step 4: Verify the request state was updated correctly	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	123	# Step 1: unseen remote item -> read started, request deferred.	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	133	# Step 2: poll drains completion -> entry marked ready, request admitted.	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	170	# Step 1: start the read.	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	178	# Step 2: poll discards the entry and records a tombstone; the tombstone	COMMENT
LOW⚡	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	185	# Step 3: tombstone was consumed, so a fresh transfer starts again.	COMMENT
LOW	…s/v1/ec_connector/unit/test_scheduler_nixl_consumer.py	146	# Step 3: still cached -> admitted directly, no new transfer.	COMMENT
LOW⚡	…1/ec_connector/integration/run_epd_correctness_test.sh	487	# Step 1: Run baseline	COMMENT
92 more matches not shown…

Docstring Block Structure50 hits · 250 pts

Severity	File	Line	Snippet	Context
HIGH	benchmarks/benchmark_long_document_qa_throughput.py	70	Repeat each prompt in the list for a specified number of times. The order of prompts in the output list depends	STRING
HIGH	aphrodite/_xpu_ops.py	284	XPU FP8 batched GEMM implementation for ``torch.ops.aphrodite.xpu_fp8_bmm``. Computes batched matrix multiplication	STRING
HIGH	aphrodite/v1/kv_offload/tiering/factory.py	59	Get a secondary tier class by type. Args: tier_config: Tier configuration dict. Must contain 'type'	STRING
HIGH	aphrodite/v1/attention/backends/registry.py	212	Register or override a backend implementation. Args: backend: The AttentionBackendEnum member to register	STRING
HIGH	aphrodite/v1/attention/backends/mla/prefill/registry.py	91	Register or override an MLA prefill backend implementation. Args: backend: The MLAPrefillBackendEnum member	STRING
HIGH	aphrodite/v1/core/single_type_kv_cache_manager.py	1171	For chunked local attention, we need to find the longest cache hit prefix of the blocks that is not lon	STRING
HIGH	aphrodite/v1/structured_output/utils.py	387	Check if grammar appears to use Lark syntax. Args: grammar_str: Input grammar string Returns:	STRING
HIGH	aphrodite/v1/structured_output/utils.py	419	Convert a Lark grammar string to EBNF format. EBNF reference: https://github.com/ggerganov/llama.cpp/blob/	STRING
HIGH	aphrodite/v1/worker/utils.py	314	Select a block size that is supported by all backends and is a factor of kv_manager_block_size. If kv_mana	STRING
HIGH	aphrodite/tool_parsers/hy_v4_tool_parser.py	91	Detect the per-checkpoint suffix used by Hunyuan structural tokens. Args: tokenizer: Tokenizer of the serve	STRING
HIGH	aphrodite/tool_parsers/apertus_tool_parser.py	134	Buffers incoming delta chunks to prevent fragmentation of multi-token special tags. If a chunk	STRING
HIGH	aphrodite/tool_parsers/apertus_tool_parser.py	178	Extracts tool calls from a completely generated model response (Non-Streaming). Args: mode	STRING
HIGH	aphrodite/tool_parsers/apertus_tool_parser.py	274	Handles streaming chunks Args: previous_text: The complete model text generated prior to t	STRING
HIGH	aphrodite/tool_parsers/apertus_tool_parser.py	467	Calculates the exact string difference to safely append new tool parameters. This ensures characters l	STRING
HIGH	aphrodite/metal/metal_kernel_backend/attention_sdpa.py	166	Project ``x`` into Q/K/V with norms, RoPE and Gemma4 variants. Handles three Gemma4-specific branches: - **YOC	STRING
HIGH	aphrodite/metal/metal_kernel_backend/attention_sdpa.py	308	Zero-pad Q/K/V on the last axis up to ``cache_head_dim``. Variable head_dim models (e.g. Gemma4 sliding=256, full=5	STRING
HIGH	aphrodite/metal/v1/model_adapter.py	231	Return per-layer ``(kv_heads, head_dim)`` lists for Gemma4, else None. Gemma4 26B/31B mix sliding attention (``	STRING
HIGH	aphrodite/metal/stt/audio.py	57	Load an audio file and return mono samples at sample_rate Hz. Tries ``librosa`` first (handles WAV natively witho	STRING
HIGH	aphrodite/metal/stt/audio.py	90	Load audio via ffmpeg subprocess. Args: file_path: Path to the audio file. sample_rate: Target samp	STRING
HIGH	…ed/kv_transfer/kv_connector/v1/lmcache_mp_connector.py	709	Get number of new tokens that can be loaded from the external KV cache beyond the num_computed_tokens.	STRING
HIGH	…rodite/distributed/kv_transfer/kv_connector/v1/base.py	451	Get number of new tokens that can be loaded from the external KV cache beyond the num_computed_tokens.	STRING
HIGH	…ed/kv_transfer/kv_connector/v1/moriio/moriio_engine.py	276	Get remote allocation info for a request. Args: transfer_id:TransferId The request ID Retu	STRING
HIGH	…nector/v1/lmcache_integration/multi_process_adapter.py	194	Submit a new lookup request to LMCache if there is no ongoing request. Supports both token-based and h	STRING
HIGH	…nector/v1/lmcache_integration/multi_process_adapter.py	544	Check and get the finished store and retrieve requests. Args: finished_req_ids_from_engine	STRING
HIGH	aphrodite/distributed/weight_transfer/factory.py	89	Create a weight transfer engine instance. Args: config: Weight transfer configuration containing th	STRING
HIGH	aphrodite/distributed/weight_transfer/base.py	419	Construct typed init info from dict with validation. Args: init_dict: Dictionary containin	STRING
HIGH	aphrodite/distributed/weight_transfer/base.py	437	Construct typed update info from dict with validation. Args: update_dict: Dictionary conta	STRING
HIGH	aphrodite/model_executor/kernels/linear/__init__.py	624	Choose a _KernelT that can implement the given config for the given compute capability. Attempts to choose the	STRING
HIGH	aphrodite/model_executor/kernels/linear/__init__.py	790	Choose an MPLinearKernel that can implement the given config for the given compute capability. Attempts to cho	STRING
HIGH	aphrodite/model_executor/layers/fused_moe/utils.py	60	Resolve whether AITER fused shared-expert execution is enabled. Args: quant_config: Model quantization conf	STRING
HIGH	aphrodite/model_executor/layers/fused_moe/moe_output.py	44	Normalize the two FlashInfer TRTLLM MoE return layouts. Args: flashinfer_output: Tensor returned by the Fla	STRING
HIGH	…/model_executor/layers/fused_moe/expert_map_manager.py	322	Map global expert ID to local expert ID. Args: global_id: Global expert ID (0 to global_nu	STRING
HIGH	…cutor/layers/fused_moe/experts/ocp_mx_emulation_moe.py	41	Activation dtype `moe_kernel_quantize_input` should fake-quantize to. Args: ocp_mx_scheme: The OCP MX schem	STRING
HIGH	aphrodite/model_executor/models/keye_vl1_5.py	77	Return num_patches per video. Args: grid_thw: Tensor with shape [N, 3] containing temporal, height, wi	STRING
HIGH	aphrodite/model_executor/models/isaac.py	230	Apply pixel shuffle to a packed vision sequence without unpacking per image. Args: x (`torch.Tensor`):	STRING
HIGH	aphrodite/models/hy_v4/nvidia/attention.py	55	Return the backbone layers that reuse a previous layer's top-k indices. A "shared" indexer layer performs sparse at	STRING
HIGH	aphrodite/models/hy_v4/nvidia/flashmla_sparse.py	120	Return the sink laid out for the kernel's query head count. Args: q: Query tensor, before any head	STRING
HIGH	…ls/glm5next/amd/ops/third_party/kda/fused_recurrent.py	544	Args: q (torch.Tensor): queries of shape `[B, T, H, K]`. k (torch.Tensor):	STRING
HIGH	…glm5next/nvidia/ops/third_party/kda/fused_recurrent.py	544	Args: q (torch.Tensor): queries of shape `[B, T, H, K]`. k (torch.Tensor):	STRING
HIGH	aphrodite/reasoning/hy_v4_reasoning_parser.py	36	Detect the per-checkpoint suffix used by Hunyuan structural tokens. Args: tokenizer: Tokenizer of the serve	STRING
HIGH	aphrodite/multimodal/gpu_ipc_memory.py	160	Return KV-cache memory remaining after frontend multimodal reservations. The reservation covers: * The total `	STRING
HIGH	aphrodite/multimodal/audio.py	92	Normalize audio to the specified format. This function handles channel reduction for multi-channel audio, suppo	STRING
HIGH	aphrodite/multimodal/audio.py	316	Split audio into chunks with intelligent split points. Splits long audio into smaller chunks at low-energy regions	STRING
HIGH	…rodite/third_party/flash_linear_attention/ops/chunk.py	147	Args: q (torch.Tensor): Queries of shape `[B, T, H, K]`. k (torch.Tensor):	STRING
HIGH	…rd_party/flash_linear_attention/ops/fused_recurrent.py	516	Args: q (torch.Tensor): queries of shape `[B, T, H, K]`. k (torch.Tensor):	STRING
HIGH	aphrodite/benchmarks/lib/ready_checker.py	25	Wait for an endpoint to become available before starting benchmarks. Args: request_func: The async req	STRING
HIGH	aphrodite/entrypoints/chat_utils.py	1536	Parses a given multi-modal content part based on its type. Args: part: A dict containing the content p	STRING
HIGH	aphrodite/entrypoints/speech_to_text/base/utils.py	18	Read an uploaded file enforcing a size limit before full materialization. The function first checks the Conte	STRING
HIGH	aphrodite/transformers_utils/processors/isaac.py	174	Convert normalized images into flattened ViT-style patches. Args: image (`torch.Tensor`): Tenso	STRING
HIGH	aphrodite/lora/resolver.py	69	Get a registered resolver instance by name. Args: resolver_name: Name of the resolver to get.	STRING

AI Slop Vocabulary82 hits · 183 pts

Severity	File	Line	Snippet	Context
MEDIUM	csrc/cpu/sgl-kernels/decode.cpp	1434	// use smaller BLOCK_H when batches is small to utilize all cores	COMMENT
LOW	csrc/libtorch_stable/quantization/machete/generate.py	413	# For now, we can just use the first accumulator type seen since	STRING
MEDIUM	tests/v1/logits_processors/test_custom_offline.py	30	# Create a mixture of requests which do and don't utilize the dummy logitproc	COMMENT
LOW	tests/v1/cudagraph/test_breakable_cudagraph.py	307	# Outside capture: decorator should just call through.	COMMENT
MEDIUM⚡	tests/renderers/test_sparse_tensor_validation.py	67	# explicitly so this fixture is robust to process-wide invariant-check state	COMMENT
MEDIUM	tests/kernels/attention/test_attention_selector.py	520	# binding, so patch is_xpu there (not on flash_attn's) to stay robust to	COMMENT
MEDIUM	tests/kernels/mamba/test_mamba_mixer2.py	106	# - utilize mock patching to disable TP when	COMMENT
MEDIUM	tests/distributed/test_pynccl.py	373	# Essentially this is an all-gather operation.	COMMENT
MEDIUM	tests/distributed/test_context_parallel.py	46	# .buildkite/lm-eval-harness/configs/DeepSeek-V2-Lite-Chat.yaml	COMMENT
MEDIUM	tests/distributed/test_context_parallel.py	48	# .buildkite/lm-eval-harness/configs/Qwen2.5-1.5B-Instruct.yaml	COMMENT
MEDIUM	tests/distributed/test_sharded_rdt_trainer.py	393	assert server.live_count == 1 # num_consumers=1 in the harness	CODE
LOW	tests/model_executor/test_qwen3_omni.py	45	# Regular token, just add it	COMMENT
MEDIUM	tests/models/registry.py	950	# Keep the init/schema harness eager (these tests never run forward).	COMMENT
MEDIUM	tests/parser/engine/test_replay.py	66	# token, so it does not fit this TOOL_END-based replay harness.	COMMENT
MEDIUM	tests/parser/engine/test_delegating_replay.py	82	# token, so it does not fit this TOOL_END-based replay harness.	COMMENT
MEDIUM⚡	tests/entrypoints/serve/dev/rlhf/conftest.py	67	# Server harness	COMMENT
LOW	examples/offline_inference/ray_distributed_inference.py	71	# For tensor_parallel_size == 1, we simply set num_gpus=1.	COMMENT
LOW	benchmarks/attention_benchmarks/benchmark.py	435	# No parameters, just use template as-is	COMMENT
MEDIUM	benchmarks/kernels/benchmark_silu_mul_fp8_quant.py	678	# Create comprehensive 3-way comparison plots	COMMENT
LOW	aphrodite/env_override.py	312	# functions just return True.	COMMENT
LOW	aphrodite/v1/attention/backends/flash_attn.py	352	# but for now just set it to `UNIFORM_BATCH` to get use to drop down	COMMENT
LOW	aphrodite/v1/attention/backends/utils.py	464	# then we can simply use a cdiv for the rest.	COMMENT
MEDIUM	aphrodite/v1/attention/ops/triton_decode_attention.py	358	# explicitly facilitate overlapping load/compute	COMMENT
LOW	aphrodite/v1/core/kv_cache_coordinator.py	498	# Single group; useless but just set ``use_eagle`` for consistency regardless.	COMMENT
MEDIUM	aphrodite/v1/core/encoder_cache_manager.py	335	# utilize the cache and this class will fold into EncoderCacheManager, as	COMMENT
LOW	aphrodite/v1/spec_decode/llm_base_proposer.py	568	# KV cache in sync, so just return an empty tensor.	COMMENT
LOW	aphrodite/v1/spec_decode/llm_base_proposer.py	1726	# Therefore, we can just return the logits.	COMMENT
MEDIUM	aphrodite/v1/worker/gpu_worker.py	778	# CUDAGraph memory size and may not utilize all gpu memory.	COMMENT
MEDIUM	aphrodite/v1/worker/gpu_worker.py	1115	# Generate the trace name by combining prefix with comprehensive rank suffix	COMMENT
LOW	aphrodite/v1/worker/gpu/model_runner.py	1693	# For piecewise and eager mode, just call model().	COMMENT
LOW	aphrodite/v1/engine/parallel_sampling.py	116	# If streaming, just return the current output	COMMENT
MEDIUM	aphrodite/tool_parsers/llama_tool_parser.py	219	# re-set stuff pertaining to progress in the current tool	COMMENT
MEDIUM	aphrodite/tool_parsers/jamba_tool_parser.py	182	# re-set stuff pertaining to progress in the current tool	COMMENT
MEDIUM	aphrodite/tool_parsers/granite_tool_parser.py	163	# re-set stuff pertaining to progress in the current tool	COMMENT
LOW	aphrodite/tool_parsers/xlam_tool_parser.py	492	# If we encounter an error, just return the delta text as regular content	COMMENT
MEDIUM	aphrodite/tool_parsers/granite_20b_fc_tool_parser.py	177	# re-set stuff pertaining to progress in the current tool	COMMENT
MEDIUM	aphrodite/tool_parsers/step3_tool_parser.py	51	# Explicit state flags for robust streaming	COMMENT
LOW	aphrodite/tokenizers/mistral.py	499	# if underlying tokenizer is sentencepiece, we just add "�".	COMMENT
LOW	aphrodite/platforms/cuda.py	762	# users can just use IR op priority directly	COMMENT
MEDIUM	aphrodite/distributed/utils.py	321	"""A robust barrier to synchronize all ranks.	STRING
MEDIUM	…ibuted/kv_transfer/kv_connector/v1/nixl/base_worker.py	854	# we can leverage host_buffer for permute.	COMMENT
MEDIUM	…ransfer/kv_connector/v1/mooncake/mooncake_connector.py	844	# Tasks can await async events, so a surplus (2x is a robust heuristic)	COMMENT
MEDIUM	aphrodite/config/model.py	352	"""Enable the custom cumem allocator to leverage advanced GPU memory	STRING
MEDIUM	aphrodite/config/parallel.py	630	# To make the initialization more robust we retry a few times	COMMENT
LOW	…odite/model_executor/layers/mamba/ops/causal_conv1d.py	188	# first chunk and does not have prior-token, so just set to 0	COMMENT
MEDIUM	…dite/model_executor/layers/fused_moe/modular_kernel.py	50	# The goal is to be able to utilize different communication mechanisms with	COMMENT
MEDIUM	…xecutor/layers/fused_moe/prepare_finalize/deepep_ll.py	38	# TODO (varun) : Optimize leverage num_tokens_per_expert counts	COMMENT
MEDIUM	…executor/layers/fused_moe/experts/fused_humming_moe.py	449	# Neighboring nodes are required to utilize distinct workspaces.	COMMENT
MEDIUM	aphrodite/model_executor/layers/quantization/fp8.py	254	# For GPUs that lack FP8 hardware support, we can leverage the Marlin	COMMENT
MEDIUM	…hrodite/model_executor/layers/quantization/modelopt.py	328	# Normalize quant_algo for robust matching (ModelOpt may emit lowercase).	COMMENT
MEDIUM	…odite/model_executor/layers/quantization/fbgemm_fp8.py	53	# For GPUs that lack FP8 hardware support, we can leverage the Marlin	COMMENT
MEDIUM	…executor/layers/quantization/utils/marlin_utils_fp4.py	107	# to fully utilize the E4M3 dynamic range (e.g., global_scale=1).	COMMENT
MEDIUM	…executor/layers/quantization/utils/marlin_utils_fp4.py	165	# For GPUs that lack FP4 hardware support, we can leverage the	COMMENT
MEDIUM	…executor/layers/quantization/utils/marlin_utils_fp8.py	60	# For GPUs that lack FP8 hardware support, we can leverage the	COMMENT
LOW	…odel_executor/layers/quantization/utils/quant_utils.py	503	# Unquantized layer: just return base weights	COMMENT
MEDIUM	aphrodite/model_executor/models/deepseek_ocr.py	142	"""Example of overriding the wrapper class `__init__()` in order to utilize	STRING
MEDIUM	aphrodite/model_executor/models/deepseek_ocr.py	142	"""Example of overriding the wrapper class `__init__()` in order to utilize	STRING
LOW	aphrodite/model_executor/models/qwen3_asr.py	528	# No audio features, just return linear positions	COMMENT
LOW	…odite/model_executor/models/transformers/multimodal.py	560	# NOTE: we can't just set caching=False because base class method	COMMENT
MEDIUM	aphrodite/models/hy_v4/nvidia/hc.py	159	# present; getattr keeps this robust if that ever changes.	COMMENT
22 more matches not shown…

Hallucination Indicators11 hits · 115 pts

Severity	File	Line	Snippet	Context
CRITICAL	rust/src/cmd/src/cli/unsupported.rs	141	/// - `aphrodite.entrypoints.cli.serve.ServeSubcommand.subparser_init(...)`	COMMENT
CRITICAL	tests/v1/e2e/general/test_mamba_prefix_cache.py	753	assert engine.llm_engine.engine_core.engine_core.scheduler.reset_prefix_cache()	CODE
CRITICAL	tests/v1/e2e/general/test_mamba_prefix_cache.py	984	assert engine.llm_engine.engine_core.engine_core.scheduler.reset_prefix_cache()	CODE
CRITICAL	tests/v1/e2e/general/test_mamba_prefix_cache.py	1003	assert engine.llm_engine.engine_core.engine_core.scheduler.reset_prefix_cache()	CODE
CRITICAL	tests/distributed/test_torchrun_example_moe.py	80	params = list(llm.llm_engine.model_executor.driver_worker.worker.model_runner.model.parameters())	CODE
CRITICAL	tests/distributed/test_torchrun_example.py	71	params = list(llm.llm_engine.model_executor.driver_worker.worker.model_runner.model.parameters())	CODE
CRITICAL	tests/models/language/generation/test_gemma.py	64	lambda self: self.model_runner.model.language_model.model.normalizer.cpu().item() # noqa: E501	CODE
CRITICAL	tests/models/language/generation/test_gemma.py	68	normalizers = llm.llm.collective_rpc(lambda self: self.model_runner.model.model.normalizer.cpu().item())	CODE
CRITICAL	aphrodite/v1/spec_decode/llm_base_proposer.py	1377	self.model.model.embed_tokens.weight.cpu(),	CODE
CRITICAL	…rodite/third_party/flash_linear_attention/ops/utils.py	158	triton.runtime.driver.active.utils.get_device_properties(i)["max_shared_mem"]	CODE
CRITICAL	aphrodite/entrypoints/cli/main.py	42	aphrodite.entrypoints.cli.benchmark.main.maybe_exec_rust_bench()	CODE

Modern AI Meta-Vocabulary32 hits · 90 pts

Severity	File	Line	Snippet	Context
MEDIUM	config.yaml	22	# The maximum sequence length/context window for the model	COMMENT
MEDIUM⚡	tools/pre_commit/generate_attention_backend_docs.py	1621	# Top-level orchestration	COMMENT
MEDIUM⚡	tests/v1/kv_offload/tiering/p2p/test_manager.py	1277	# _poll_once orchestration	COMMENT
MEDIUM	tests/v1/core/test_scheduler.py	1005	# happen when max_tokens is clamped to the context window after	COMMENT
MEDIUM	tests/v1/kv_connector/unit/test_offloading_connector.py	151	# Use a long prompt that fits within the model's context window.	COMMENT
MEDIUM	tests/v1/engine/test_async_llm.py	830	# Wait for generation to start (event-driven)	COMMENT
MEDIUM	tests/v1/engine/test_async_llm.py	872	# Wait for some tokens (event-driven, handles slow token generation)	COMMENT
MEDIUM	tests/v1/engine/test_async_llm.py	929	# Wait for at least one token across any request (event-driven)	COMMENT
MEDIUM	tests/tool_parsers/test_lfm2_tool_parser.py	272	# Messy agentic shell commands: literal bracket inside a string argument	COMMENT
MEDIUM	tests/renderers/test_cohere.py	425	# chain-of-thought across the rendered prompt.	COMMENT
MEDIUM	tests/evals/mrcr/mrcr_eval.py	32	# Skip chain-of-thought on reasoning models; ignored by non-reasoning templates.	COMMENT
MEDIUM	tests/compile/fullgraph/test_basic_correctness.py	39	# embedding model	COMMENT
MEDIUM	tests/entrypoints/cohere/test_serving_conversion.py	404	# Cohere's ``tool_plan`` is the older chain-of-thought field; it	COMMENT
MEDIUM	tests/entrypoints/openai/responses/test_harmony.py	591	# NOTE: chain-of-thought should be removed.	COMMENT
MEDIUM	…ntrypoints/openai/chat_completion/test_serving_chat.py	1216	# adding max_tokens should exceed the model context window.	COMMENT
MEDIUM	aphrodite/_xpu_ops.py	1037	window_size=(-1, -1), # -1 means infinite context window	CODE
MEDIUM	aphrodite/v1/attention/ops/vit_attn_wrappers.py	258	# Without it, hallucinations occur with the backend	COMMENT
MEDIUM	aphrodite/v1/executor/abstract.py	45	uses_ray: bool = False # whether the executor uses Ray for orchestration.	CODE
MEDIUM	aphrodite/platforms/cpu.py	156	# the shared MLA scaffolding so that DeepSeek-style models can	COMMENT
MEDIUM	aphrodite/metal/stt/whisper/config.py	13	# Maximum decode tokens for Whisper models (matches Whisper context window).	COMMENT
MEDIUM⚡	…ibuted/kv_transfer/kv_connector/v1/nixl/push_worker.py	273	# progress is event-driven (see module docstring).	COMMENT
MEDIUM	…d/kv_transfer/kv_connector/v1/mooncake/store/worker.py	4	# The transfer-thread scaffolding (KVTransferThread, KVCacheStoreSendingThread,	COMMENT
MEDIUM	aphrodite/model_executor/models/granite_speech.py	81	# work pretty well with zero shot.	COMMENT
MEDIUM	aphrodite/model_executor/models/phi3v.py	567	# initialized as an embedding model	COMMENT
MEDIUM	aphrodite/models/minimax_m3/amd/model.py	1363	# NVIDIA copy — it only orchestrates the shared vision tower + the per-platform	COMMENT
MEDIUM	aphrodite/reasoning/hy_v4_reasoning_parser.py	252	# chain-of-thought (and a stray ``</think:SUF>``) as content.	COMMENT
MEDIUM	aphrodite/reasoning/gemma4_utils.py	27	print(result["thinking"]) # chain-of-thought or None	STRING
MEDIUM	aphrodite/reasoning/gemma4_utils.py	76	>>> print(result["thinking"]) # chain-of-thought reasoning or None	STRING
MEDIUM	aphrodite/entrypoints/cohere/serving.py	271	# Controls how the assistant's chain-of-thought is surfaced on	COMMENT
MEDIUM	aphrodite/entrypoints/cohere/serving.py	445	# ``tool_plan`` is Cohere's chain-of-thought emitted alongside tool	COMMENT
MEDIUM	aphrodite/entrypoints/speech_to_text/base/serving.py	383	# which is a strong sign of hallucination in outputs.	COMMENT
MEDIUM	aphrodite/vllm_flash_attn/flash_attn_interface.py	138	window_size=(-1, -1), # -1 means infinite context window	CODE

Fake / Example Data73 hits · 81 pts

Severity	File	Line	Snippet	Context
LOW	tests/v1/attention/test_mla_backends.py	1667	["placeholder"],	CODE
LOW	tests/v1/attention/test_dspark_noncausal_sparse_mla.py	318	aphrodite_config.compilation_config.static_forward_context["placeholder"] = SimpleNamespace(	CODE
LOW	tests/v1/attention/test_dspark_noncausal_sparse_mla.py	322	builder = backend_cls.get_builder_cls()(kv_cache_spec, ["placeholder"], aphrodite_config, device)	CODE
LOW	tests/v1/attention/test_sparse_mla_backends.py	579	aphrodite_config.compilation_config.static_forward_context["placeholder"] = SimpleNamespace(	CODE
LOW	tests/v1/attention/test_sparse_mla_backends.py	584	builder = builder_cls(kv_cache_spec, ["placeholder"], aphrodite_config, device)	CODE
LOW	tests/v1/attention/test_sparse_mla_backends.py	1190	aphrodite_config.compilation_config.static_forward_context["placeholder"] = SimpleNamespace(	CODE
LOW	tests/v1/attention/test_sparse_mla_backends.py	1195	builder = builder_cls(kv_cache_spec, ["placeholder"], aphrodite_config, device)	CODE
LOW	tests/v1/attention/test_sparse_mla_backends.py	1641	aphrodite_config.compilation_config.static_forward_context["placeholder"] = SimpleNamespace(prefill_backend=None)	CODE
LOW	tests/v1/attention/test_sparse_mla_backends.py	1670	builder_cls(kv_cache_spec, ["placeholder"], aphrodite_config, device)	CODE
LOW	tests/v1/attention/test_sparse_mla_backends.py	1672	builder = builder_cls(kv_cache_spec, ["placeholder"], aphrodite_config, device)	CODE
LOW	tests/v1/attention/test_attention_backends.py	619	["placeholder"],	CODE
LOW	tests/v1/attention/test_attention_backends.py	973	"placeholder": PerLayerParameters(	CODE
LOW	tests/v1/attention/test_attention_backends.py	1017	kv_cache_spec, ["placeholder"], aphrodite_config, device	CODE
LOW⚡	tests/v1/kv_connector/unit/test_nixl_push_connector.py	871	payload = _registration_data("placeholder")	CODE
LOW	tests/tool_parsers/test_kimi_k2_tool_parser.py	82	'{"to": "user@example.com", "subject": "Daily Update"}',	CODE
LOW	tests/tool_parsers/test_kimi_k2_tool_parser.py	89	{"to": "user@example.com", "subject": "Daily Update"},	CODE
LOW⚡	tests/tool_parsers/test_olmo3_tool_parser.py	23	"register_user(name='John Doe', "	CODE
LOW⚡	tests/tool_parsers/test_olmo3_tool_parser.py	31	"register_user(name='John Doe', "	CODE
LOW⚡	tests/tool_parsers/test_olmo3_tool_parser.py	40	arguments='{"name": "John Doe", '	CODE
LOW⚡	tests/tool_parsers/test_pythonic_tool_parser.py	23	"register_user(name='John Doe', "	CODE
LOW⚡	tests/tool_parsers/test_pythonic_tool_parser.py	32	arguments='{"name": "John Doe", '	CODE
LOW⚡	tests/tool_parsers/test_lfm2_tool_parser.py	26	"register_user(name='John Doe', "	CODE
LOW⚡	tests/tool_parsers/test_lfm2_tool_parser.py	35	arguments='{"name": "John Doe", '	CODE
LOW	tests/tool_parsers/test_lfm2_tool_parser.py	509	"[grocery.orderIngredients(ingredientList=[{'name': 'apple', 'quantity': '2'}], deliveryAddress='123 Main St')]"	CODE
LOW⚡	tests/tool_parsers/test_hunyuan_a13b_tool_parser.py	41	'<tool_calls>[{"name": "get_weather", "arguments": {"city": "San Francisco", "metric": "celsius"}}, {"name":	CODE
LOW⚡	tests/tool_parsers/test_hunyuan_a13b_tool_parser.py	47	"name": "John Doe",	CODE
LOW	tests/kernels/helion/test_pattern_matching.py	121	input_node = next(n for n in gm.graph.nodes if n.op == "placeholder")	CODE
LOW	tests/kernels/helion/test_pattern_matching.py	186	input_node = next(n for n in gm.graph.nodes if n.op == "placeholder")	CODE
LOW	…ls/attention/test_rocm_aiter_mla_causal_verify_mask.py	124	layer_name = "placeholder"	CODE
LOW	…rnels/attention/test_rocm_aiter_mla_decode_metadata.py	118	layer_name = "placeholder"	CODE
LOW⚡	…ts/models/multimodal/processing/test_audioflamingo3.py	126	dummy_data = builder.get_dummy_mm_data(100, mm_counts, {})	CODE
LOW⚡	…ts/models/multimodal/processing/test_audioflamingo3.py	128	assert "audio" in dummy_data	CODE
LOW⚡	…ts/models/multimodal/processing/test_audioflamingo3.py	129	assert len(dummy_data["audio"]) == 2	CODE
LOW⚡	…ts/models/multimodal/processing/test_audioflamingo3.py	132	assert len(dummy_data["audio"][0]) == expected_len	CODE
LOW	tests/parser/mistral/test_tool_calls.py	381	"name": "John Doe",	CODE
LOW	tests/parser/mistral/test_tool_calls.py	874	"name": "John Doe",	CODE
LOW	tests/parser/mistral/test_tool_calls.py	1277	"name": "John Doe",	CODE
LOW	tests/parser/mistral/test_tool_calls.py	374	"""[TOOL_CALLS] [{"arguments":{"name": "John Doe"}, "name": "get_age"}]""", # noqa: E501	STRING
LOW	tests/parser/mistral/test_tool_calls.py	867	"""[TOOL_CALLS] [{"arguments": {"name": "John Doe"}, "name": "get_age"}]""", # noqa: E501	STRING
LOW	tests/parser/mistral/test_tool_calls.py	1270	"""[TOOL_CALLS] [{"arguments": {"name": "John Doe"}, "name": "get_age"}]""", # noqa: E501	STRING
LOW⚡	tests/compile/test_graph_partition.py	175	assert [node.op for node in splitting_gm.graph.nodes] == ["placeholder"] + 2 * ["call_function"] + ["output"]	CODE
LOW	tests/compile/test_graph_partition.py	58	if node.op == "call_function" and node.target == operator.getitem and node.args[0].op == "placeholder":	CODE
LOW	tests/compile/test_graph_partition.py	112	if node.op == "call_function" and node.target == operator.getitem and node.args[0].op == "placeholder":	CODE
LOW	tests/compile/test_graph_partition.py	397	if node.op == "placeholder" and isinstance(node.meta.get("example_value"), torch.SymInt)	CODE
LOW	tests/compile/test_graph_partition.py	456	if n.op == "placeholder" and isinstance(n.meta.get("example_value"), torch.SymInt)	CODE
LOW	tests/compile/test_graph_partition.py	461	if n.op == "placeholder"	CODE
LOW	tests/compile/test_graph_partition.py	564	if n.op != "placeholder":	CODE
LOW⚡	tests/compile/passes/ir/test_clone_cleanup.py	225	x_node = [n for n in graph_module.graph.nodes if n.op == "placeholder"][0]	CODE
LOW⚡	tests/compile/passes/ir/test_clone_cleanup.py	237	placeholders = [n for n in graph_module.graph.nodes if n.op == "placeholder"]	CODE
LOW	tests/compile/passes/ir/test_clone_cleanup.py	253	placeholders = [n for n in graph_module.graph.nodes if n.op == "placeholder"]	CODE
LOW⚡	tests/compile/passes/ir/test_clone_cleanup.py	268	placeholders = [n for n in graph_module.graph.nodes if n.op == "placeholder"]	CODE
LOW⚡	tests/compile/passes/ir/test_clone_cleanup.py	282	x_node = [n for n in graph_module.graph.nodes if n.op == "placeholder"][0]	CODE
LOW⚡	tests/compile/passes/ir/test_clone_cleanup.py	299	x_node = [n for n in graph_module.graph.nodes if n.op == "placeholder"][0]	CODE
LOW⚡	tests/benchmarks/test_txt_slices_dataset.py	20	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor	CODE
LOW⚡	tests/benchmarks/test_txt_slices_dataset.py	20	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor	CODE
LOW⚡	tests/entrypoints/launchers/test_run_batch.py	838	def _make_aiohttp_mocks(response_data: bytes = b"fake-data", status: int = 200):	CODE
LOW⚡	benchmarks/attention_benchmarks/mla_runner.py	677	aphrodite_config.compilation_config.static_forward_context = {"placeholder": layer}	CODE
LOW⚡	benchmarks/attention_benchmarks/mla_runner.py	681	layer_names=["placeholder"],	CODE
LOW	…hrodite/model_executor/models/transformers/fx_utils.py	106	if kind == "placeholder":	CODE
LOW	…hrodite/model_executor/models/transformers/fx_utils.py	151	return isinstance(node, fx.Node) and node.op == "placeholder" and str(node.target).lstrip("*") == self.varkw	CODE
13 more matches not shown…

TODO Padding11 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	csrc/cpu/sgl-kernels/common.h	378	// TODO: implement reverse order of [MB / cache_blocks_mb, NB, cache_blocks_mb]	COMMENT
LOW	…nector/v1/lmcache_integration/multi_process_adapter.py	575	# TODO: add error handling here	COMMENT
LOW	…e/model_executor/kernels/linear/mixed_precision/xpu.py	181	# TODO: implement asym case	COMMENT
LOW	aphrodite/entrypoints/openai/responses/protocol.py	719	# TODO: implement the other reason for incomplete_details,	COMMENT
LOW	aphrodite/lora/punica_wrapper/punica_base.py	294	# TODO: implement it based on torch ops	COMMENT
LOW	aphrodite/lora/punica_wrapper/punica_base.py	327	# TODO: implement it based on torch ops	COMMENT
LOW	aphrodite/lora/punica_wrapper/punica_base.py	351	# TODO: implement it based on torch ops	COMMENT
LOW	aphrodite/lora/punica_wrapper/punica_base.py	388	# TODO: implement it based on torch ops	COMMENT
LOW	aphrodite/lora/punica_wrapper/punica_base.py	418	# TODO: implement it based on torch ops	COMMENT
LOW	aphrodite/lora/punica_wrapper/punica_base.py	437	# TODO: implement it based on torch ops	COMMENT
LOW	aphrodite/lora/punica_wrapper/punica_base.py	464	# TODO: implement it based on torch ops	COMMENT

AI Response Leakage2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	tests/v1/sample/test_logprobs.py	920	# Based on user's example: "In this example,"	COMMENT
HIGH	examples/vision/vision_example.py	116	# In this example, we override max_num_seqs to 5 while	COMMENT

Example Usage Blocks9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	formatting.sh	4	# Usage:	COMMENT
LOW	tools/setup_deepgemm_pythons.sh	8	# Usage:	COMMENT
LOW	docker/docker-bake.hcl	5	# Usage:	COMMENT
LOW	docker/export_wheels.sh	6	# Usage:	COMMENT
LOW	…/nixl_integration/run_multi_connector_accuracy_test.sh	15	# Usage:	COMMENT
LOW	…nector/nixl_integration/spec_decode_acceptance_test.sh	13	# Usage:	COMMENT
LOW	…nixl_integration/run_multi_connector_edge_case_test.sh	15	# Usage:	COMMENT
LOW	examples/run_cluster.sh	8	# Usage:	COMMENT
LOW	examples/multi_node.sh	11	# Example usage:	COMMENT

Slop Phrases5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/models/multimodal/generation/test_common.py	63	# model arch happens to be a substring of another one, you can add a	COMMENT
MEDIUM	tests/models/multimodal/generation/test_common.py	84	# NOTE you can add --collect-only to any of the above commands to see	COMMENT
MEDIUM	…disagg_prefill_lmcache_v1/disagg_aphrodite_launcher.sh	24	# secure random value. This is set to a fixed value for demonstration purposes only.	COMMENT
LOW	…ibuted/kv_transfer/kv_connector/v1/nixl/pull_worker.py	88	# while processing the next batch, we make sure to only set an	COMMENT
MEDIUM	aphrodite/model_executor/models/interfaces.py	301	as a language model component.	STRING

Overly Generic Function Names4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	examples/disaggregated_prefill/p2p_nccl/proxy_server.py	122	async def handle_request():	CODE
LOW	benchmarks/disagg_benchmarks/nixl_proxy_server.py	180	async def handle_request():	CODE
LOW	…marks/disagg_benchmarks/disagg_prefill_proxy_server.py	134	async def handle_request():	CODE
LOW	benchmarks/disagg_benchmarks/round_robin_proxy.py	15	async def handle_request(self, request):	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/v1/e2e/general/test_streaming_input.py	473		CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings