radixark/miles

Pattern Findings

The scanner identified 14395 distinct pattern matches across 23 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 Identifiers11594 hits · 12081 pts

Severity	File	Line	Snippet	Context
LOW	tools/convert_hf_to_nvfp4.py	75	def _is_routed_expert_weight_name(name: str) -> bool:	CODE
LOW	tools/convert_hf_to_nvfp4.py	185	def _update_quantization_config(cfg: dict, ignore_list: list[str]) -> None:	CODE
LOW	tools/convert_hf_to_nvfp4.py	264	def _collect_gated_pair_locations(	CODE
LOW	tools/convert_torch_dist_to_hf_ray.py	375	def compute_dcp_load_accounting(storage_data: dict[Any, Any], plan: LoadPlan) -> tuple[int, int, int]:	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	385	def prepare_cached_metadata_for_reader(	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	475	def is_supported_moe_read_item(read_item: Any, source_key: str, tensor_size: torch.Size) -> bool:	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	501	def create_full_tensor_read_items(source_key: str, metadata: dist_cp.metadata.Metadata) -> list[Any]:	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	508	def create_direct_moe_read_items(block: MoeBlockSpec, md: dist_cp.metadata.TensorStorageMetadata) -> list[ReadItem]:	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	573	def converted_moe_tensors_from_chunk(	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	693	def tensor_metadata_from_checkpoint_metadata(	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	772	def collect_moe_blocks_by_file(	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	958	def prepare_moe_block_task_tensors(	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	976	def prepare_whole_source_task_tensors(	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	1001	def write_prepared_tensor_groups(	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	1049	def initialize_worker_cuda_device(actor_id: int, quantization_config: dict[str, Any] \| None) -> int \| None:	STRING
LOW	tools/convert_torch_dist_to_hf_ray.py	1296	def convert_torch_dist_to_hf_ray(args: Args) -> str:	STRING
LOW	tools/convert_hf_to_int4_direct.py	76	def round_to_quantized_type_dtype(	CODE
LOW	miles_plugins/mbridge/qwen3_8_next.py	137	def _weight_name_mapping_vision(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/qwen3_8_next.py	168	def _weight_name_mapping_other(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/qwen3_8_next.py	187	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/deepseek_v4.py	87	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/deepseek_v32.py	68	def _hf_config_with_rope_fields(self):	CODE
LOW	miles_plugins/mbridge/deepseek_v32.py	75	def _using_hf_config_with_rope_fields(self):	CODE
LOW	miles_plugins/mbridge/mimo.py	49	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/inkling.py	80	def _adjust_mapping_for_shared_weights(self):	CODE
LOW	miles_plugins/mbridge/inkling.py	83	def _get_hf_shared_weight_keys(self):	CODE
LOW⚡	miles_plugins/mbridge/qwen3_5.py	166	def _adjust_mapping_for_shared_weights(self):	CODE
LOW⚡	miles_plugins/mbridge/qwen3_5.py	172	def _get_hf_shared_weight_keys(self) -> list[str]:	CODE
LOW⚡	miles_plugins/mbridge/qwen3_5.py	177	def _supports_transformer_config_kwarg(self, kwarg_name: str) -> bool:	CODE
LOW	miles_plugins/mbridge/qwen3_5.py	193	def _get_transformer_layer_spec(self, vp_stage=None):	CODE
LOW	miles_plugins/mbridge/qwen3_5.py	279	def _weight_name_mapping_mtp_mlp(self, name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/qwen3_5.py	298	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/glm5_next.py	110	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/glm4.py	64	def _get_transformer_layer_spec(self):	CODE
LOW	miles_plugins/mbridge/glm4.py	83	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/deepseek_v4_1.py	73	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/glm4moe.py	64	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/kimi_k3.py	202	def _get_transformer_layer_spec(self, vp_stage=None):	CODE
LOW	miles_plugins/mbridge/kimi_k3.py	214	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/qwen3_next.py	128	def _weight_name_mapping_mcore_to_hf(self, mcore_weights_name: str) -> list[str]:	CODE
LOW	miles_plugins/mbridge/linear_attn.py	4	def _weight_name_mapping_mcore_local_to_global(self, model):	CODE
LOW	miles_plugins/megatron_bridge/mimo_v2.py	83	def get_query_key_value_tensors(	CODE
LOW	miles_plugins/megatron_bridge/nemotron_h.py	159	def _install_nemotronh_hybrid_layer_shims() -> None:	CODE
LOW	miles_plugins/megatron_bridge/nemotron_h.py	192	def _install_mamba_model_loss_mask_shim() -> None:	CODE
LOW	miles_plugins/megatron_bridge/__init__.py	23	def _install_bridge_pp_group_unwrap() -> None:	CODE
LOW	miles_plugins/megatron_bridge/__init__.py	44	def broadcast_obj_from_pp_rank(self, obj, args, *kwargs):	CODE
LOW	miles_plugins/models/qwen3_vl.py	30	def _patch_allgather_vision_embeddings_kwarg() -> None:	CODE
LOW	miles_plugins/models/qwen3_vl.py	76	def _patch_model_forward_and_rope_index() -> None:	CODE
LOW	miles_plugins/models/qwen3_vl.py	134	def _patch_preprocess_packed_seqs_identity(model_mod) -> None:	CODE
LOW	miles_plugins/models/qwen3_vl.py	182	def _prepare_cp_local_context(parsed):	CODE
LOW	miles_plugins/models/hf_attention.py	184	def detect_and_setup_hybrid_cp(model: nn.Module, cp_group: dist.ProcessGroup, cp_rank: int, cp_world_size: int) -> int:	CODE
LOW	miles_plugins/models/glm5/glm5.py	514	def get_absorb_query_key_value_tensors(	CODE
LOW	miles_plugins/models/glm5/glm5.py	701	def get_query_key_value_tensors(self):	CODE
LOW	miles_plugins/models/glm5/glm5.py	724	def set_for_recompute_input_layernorm(self):	CODE
LOW	miles_plugins/models/kimi_k3/lora.py	137	def _enable_full_recompute_input_grads(model) -> None:	CODE
LOW	miles_plugins/models/inkling/mm_processor.py	117	def _reasoning_effort_from_env() -> float \| None:	CODE
LOW	miles_plugins/models/inkling/mm_processor.py	126	def render_inkling_messages_to_ids(	CODE
LOW	miles_plugins/models/inkling/__init__.py	13	def inkling_mm_model_provider(args, *kwargs):	CODE
LOW	miles_plugins/models/inkling/model.py	149	def get_inkling_dense_layer_spec(config) -> ModuleSpec:	CODE
LOW	miles_plugins/models/inkling/model.py	297	def inkling_mm_model_provider(pre_process=True, post_process=True, vp_stage=None):	CODE
11534 more matches not shown…

Decorative Section Separators590 hits · 2086 pts

Severity	File	Line	Snippet	Context
MEDIUM	miles_plugins/models/glm5/glm5.py	218	# =====================	COMMENT
MEDIUM	miles_plugins/models/glm5/glm5.py	220	# =====================	COMMENT
MEDIUM	miles_plugins/models/glm5/glm5.py	321	# =================	COMMENT
MEDIUM	miles_plugins/models/glm5/glm5.py	323	# =================	COMMENT
MEDIUM⚡	miles_plugins/models/glm5/glm5.py	532	# =========================================	COMMENT
MEDIUM⚡	miles_plugins/models/glm5/glm5.py	534	# =========================================	COMMENT
MEDIUM⚡	miles_plugins/models/glm5/glm5.py	544	# =========================================	COMMENT
MEDIUM⚡	miles_plugins/models/glm5/glm5.py	546	# =========================================	COMMENT
MEDIUM	miles_plugins/models/glm5/glm5.py	560	# =========================================	COMMENT
MEDIUM	miles_plugins/models/glm5/glm5.py	562	# =========================================	COMMENT
MEDIUM	miles_plugins/models/glm5/glm5.py	627	# =========================================	COMMENT
MEDIUM	miles_plugins/models/glm5/glm5.py	629	# =========================================	COMMENT
MEDIUM⚡	miles_plugins/models/deepseek_v4/ops/thd_utils.py	215	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	miles_plugins/models/deepseek_v4/ops/thd_utils.py	219	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	miles_plugins/models/deepseek_v4/ops/thd_utils.py	336	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	miles_plugins/models/deepseek_v4/ops/thd_utils.py	340	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	miles_plugins/models/deepseek_v4/ops/v4_indexer.py	105	# =========================================	COMMENT
MEDIUM	miles_plugins/models/deepseek_v4/ops/v4_indexer.py	107	# =========================================	COMMENT
MEDIUM	tests/test_attention_output_gate_tp.py	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_attention_output_gate_tp.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_attention_output_gate_tp.py	84	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_attention_output_gate_tp.py	86	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_attention_output_gate_tp.py	121	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_attention_output_gate_tp.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_attention_output_gate_tp.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_attention_output_gate_tp.py	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	144	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	146	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	212	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	214	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	334	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	336	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	380	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	382	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ci/test/test_log_groups.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ci/test/test_log_groups.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ci/test/test_log_groups.py	448	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/ci/test/test_log_groups.py	450	# ---------------------------------------------------------------------------	STRING
MEDIUM	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	27	# ============================================================================	COMMENT
MEDIUM	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	29	# ============================================================================	COMMENT
MEDIUM⚡	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	274	# ============================================================================	COMMENT
MEDIUM⚡	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	276	# ============================================================================	COMMENT
MEDIUM⚡	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	281	# ============================================================================	COMMENT
MEDIUM⚡	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	283	# ============================================================================	COMMENT
MEDIUM	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	328	# ============================================================================	COMMENT
MEDIUM	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	330	# ============================================================================	COMMENT
MEDIUM	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	546	# ============================================================================	COMMENT
MEDIUM	…ts/fast-gpu/kernels/moe/test_fused_experts_backward.py	548	# ============================================================================	COMMENT
MEDIUM⚡	tests/fast/backends/megatron_utils/test_lora_utils.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/fast/backends/megatron_utils/test_lora_utils.py	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/fast/backends/megatron_utils/test_lora_utils.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/fast/backends/megatron_utils/test_lora_utils.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/fast/backends/megatron_utils/test_lora_utils.py	100	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/fast/backends/megatron_utils/test_lora_utils.py	102	# ---------------------------------------------------------------------------	COMMENT
530 more matches not shown…

Unused Imports652 hits · 628 pts

Severity	File	Line	Context
LOW	tools/convert_hf_to_torch_dist.py	11	CODE
LOW	tools/param_name_remap.py	1	CODE
LOW	tools/convert_torch_dist_to_hf_ray.py	75	CODE
LOW	tools/kubernetes/generate_chart_schema.py	1	CODE
LOW	tools/kubernetes/lint_charts.py	1	CODE
LOW	miles_plugins/mbridge/__init__.py	1	CODE
LOW	miles_plugins/mbridge/__init__.py	2	CODE
LOW	miles_plugins/mbridge/__init__.py	3	CODE
LOW	miles_plugins/mbridge/__init__.py	4	CODE
LOW	miles_plugins/mbridge/__init__.py	5	CODE
LOW	miles_plugins/mbridge/__init__.py	6	CODE
LOW	miles_plugins/mbridge/__init__.py	7	CODE
LOW	miles_plugins/mbridge/__init__.py	8	CODE
LOW	miles_plugins/mbridge/__init__.py	9	CODE
LOW	miles_plugins/mbridge/__init__.py	10	CODE
LOW	miles_plugins/mbridge/__init__.py	11	CODE
LOW	miles_plugins/mbridge/__init__.py	12	CODE
LOW	miles_plugins/mbridge/__init__.py	13	CODE
LOW	miles_plugins/mbridge/__init__.py	14	CODE
LOW	miles_plugins/megatron_bridge/mimo_v2.py	23	CODE
LOW	miles_plugins/megatron_bridge/nemotron_h.py	22	CODE
LOW	miles_plugins/megatron_bridge/__init__.py	16	CODE
LOW	miles_plugins/megatron_bridge/__init__.py	76	CODE
LOW	miles_plugins/megatron_bridge/__init__.py	81	CODE
LOW	miles_plugins/models/qwen3_vl.py	9	CODE
LOW	miles_plugins/models/linear_attn.py	14	CODE
LOW	miles_plugins/models/linear_attn.py	145	CODE
LOW	miles_plugins/models/kimi_k3/lora.py	1	CODE
LOW	miles_plugins/models/inkling/mm_towers.py	1	CODE
LOW	miles_plugins/models/inkling/mm_processor.py	1	CODE
LOW	miles_plugins/models/inkling/audio_processing.py	1	CODE
LOW	miles_plugins/models/inkling/vision_encoder.py	1	CODE
LOW	miles_plugins/models/inkling/model.py	4	CODE
LOW	miles_plugins/models/inkling/lora.py	1	CODE
LOW	miles_plugins/models/inkling/layers.py	4	CODE
LOW	miles_plugins/models/inkling/image_processing.py	1	CODE
LOW	tests/session_parity_utils.py	3	CODE
LOW	tests/ci/test/test_neon_store.py	15	CODE
LOW	tests/ci/test/test_metric_history_store.py	9	CODE
LOW	tests/ci/test/test_gate_integration.py	20	CODE
LOW	tests/ci/test/test_history_gate.py	8	CODE
LOW	tests/ci/test/test_metric_selection.py	4	CODE
LOW	tests/ci/test/test_log_groups.py	18	CODE
LOW	tests/ci/metric_history/register.py	31	CODE
LOW	tests/ci/metric_history/__init__.py	15	CODE
LOW	tests/ci/metric_history/__init__.py	15	CODE
LOW	tests/ci/metric_history/__init__.py	16	CODE
LOW	tests/ci/metric_history/__init__.py	16	CODE
LOW	tests/ci/metric_history/__init__.py	17	CODE
LOW	tests/ci/metric_history/__init__.py	18	CODE
LOW	tests/ci/metric_history/__init__.py	18	CODE
LOW	tests/ci/metric_history/__init__.py	18	CODE
LOW	tests/ci/metric_history/__init__.py	18	CODE
LOW	tests/ci/metric_history/gate.py	29	CODE
LOW	tests/ci/metric_history/constraints.py	24	CODE
LOW	tests/ci/metric_history/selection.py	27	CODE
LOW	tests/ci/metric_history/storage/store.py	22	CODE
LOW	tests/ci/metric_history/storage/__init__.py	9	CODE
LOW	tests/ci/metric_history/storage/__init__.py	9	CODE
LOW	tests/ci/metric_history/storage/__init__.py	10	CODE
592 more matches not shown…

Modern Structural Boilerplate357 hits · 363 pts

Severity	File	Line	Snippet	Context
LOW	serve_tinker.py	24	logger = logging.getLogger(__name__)	CODE
LOW	train_async.py	19	logger = logging.getLogger(__name__)	CODE
LOW	train_multi_policy.py	29	logger = logging.getLogger(__name__)	CODE
LOW	train.py	22	logger = logging.getLogger(__name__)	CODE
LOW	tools/cpu_memory_profiler.py	23	logger = logging.getLogger(__name__)	CODE
LOW	tools/convert_hf_to_nvfp4.py	185	def _update_quantization_config(cfg: dict, ignore_list: list[str]) -> None:	CODE
LOW	tools/param_name_remap.py	3	__all__ = ["get_param_name_remap"]	CODE
LOW	tools/convert_torch_dist_to_hf_ray.py	274	def _set_postfix(self) -> None:	STRING
LOW	tools/visualize/cpu_memory_profiler_visualize.py	12	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/mbridge/__init__.py	16	__all__ = [	CODE
LOW	miles_plugins/megatron_bridge/mimo_v2.py	43	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/megatron_bridge/nemotron_h.py	28	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/megatron_bridge/__init__.py	20	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/models/qwen3_vl.py	18	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/models/hf_attention.py	15	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/models/linear_attn.py	48	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/models/kimi_k3/__init__.py	7	__all__ = ["get_kimi_k3_spec"]	CODE
LOW	miles_plugins/models/kimi_k3/lora.py	11	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/models/inkling/__init__.py	19	__all__ = ["get_inkling_spec", "inkling_mm_model_provider", "inkling_model_provider"]	CODE
LOW	miles_plugins/models/inkling/model.py	26	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/models/inkling/lora.py	16	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/models/qwen3_8_next/model_provider.py	16	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/models/qwen3_8_next/ops/ple.py	22	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/models/deepseek_v4_1/engram.py	19	logger = logging.getLogger(__name__)	CODE
LOW	miles_plugins/optimizers/nvme_stream.py	53	logger = logging.getLogger(__name__)	CODE
LOW	tests/ci/ci_utils.py	82	logger = logging.getLogger(__name__)	CODE
LOW	tests/ci/hardware.py	16	__all__ = [	CODE
LOW	tests/ci/ci_register.py	10	__all__ = [	CODE
LOW	tests/ci/metric_history/__init__.py	20	__all__ = [	CODE
LOW	tests/ci/metric_history/storage/__init__.py	13	__all__ = [	CODE
LOW	tests/fast/cluster_backends.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…t/backends/megatron_utils/test_shared_ppo_lifecycle.py	736	def update_weights(self) -> None:	CODE
LOW	…kends/training_utils/loss/test_loss_cp2_consistency.py	41	def _set_parallel_state(rank: int, world_size: int, tp_group) -> None:	CODE
LOW	…training_utils/loss/test_tinker_loss_cp_consistency.py	39	def _set_parallel_state(rank: int, world_size: int, tp_group) -> None:	CODE
LOW	tests/fast/utils/test_context_lock_failure_patterns.py	125	async def _update_weights_flow(controller: _Controller, label: str) -> None:	CODE
LOW	tests/fast/utils/test_health_checker.py	19	async def _settle(clock: FakeClock) -> None:	CODE
LOW	tests/fast/utils/test_context_lock.py	505	async def _set_after_yields(event: asyncio.Event, yields: int) -> None:	CODE
LOW	tests/fast/utils/test_arguments.py	53	def _set_megatron_parallel_sizes(args: argparse.Namespace) -> None:	CODE
LOW	tests/fast/utils/workers/cell_operations/test_ray.py	82	async def _settle() -> None:	CODE
LOW	tests/fast/ray/test_train_actor.py	256	def set_device(self, device: str) -> None:	CODE
LOW⚡	tests/fast/ray/test_kubernetes_assembly.py	98	def set_train_parallel_config(self, config: dict[str, Any]) -> None:	CODE
LOW⚡	tests/fast/ray/test_kubernetes_assembly.py	101	async def set_eval_fleet_info(self, eval_fleet_info: EvalFleetInfo \| None) -> None:	CODE
LOW	tests/fast/ray/test_kubernetes_assembly.py	157	async def update_weights(self, rollout_id: int \| None = None) -> None:	CODE
LOW	…ts/fast/ray/rollout/test_server_cell_health_checker.py	365	async def _settle(clock: FakeClock) -> None:	CODE
LOW⚡	tests/fast/ray/train/test_group.py	1026	async def _set_all_train_return(group: TrainerController, value: TrainStepOutput) -> None:	CODE
LOW⚡	tests/fast/ray/train/test_group.py	1032	async def _set_all_train_returns_per_attempt(group: TrainerController, values: list[TrainStepOutput]) -> None:	CODE
LOW	tests/fast/ray/train/test_group.py	308	def _set_configs(cell, configs: list[dict]) -> None:	CODE
LOW	tests/fast/ray/train/test_train_return_value.py	32	def _set_train_return_value(cell: Any, value: Any) -> None:	CODE
LOW⚡	tests/fast/ray/train/dummy_actor.py	29	def set_fail_methods(self, methods: list[str]) -> None:	CODE
LOW⚡	tests/fast/ray/train/dummy_actor.py	32	def set_train_return_value(self, value: Any) -> None:	CODE
LOW⚡	tests/fast/ray/train/dummy_actor.py	35	def set_train_return_values_per_attempt(self, values: list[Any]) -> None:	CODE
LOW⚡	tests/fast/ray/train/dummy_actor.py	38	def set_train_parallel_config(self, config: dict) -> None:	CODE
LOW	tests/fast/ray/train/dummy_actor.py	93	def set_update_weights_return_value(self, value: Any) -> None:	CODE
LOW⚡	tests/fast/ray/train/dummy_actor.py	104	def set_heartbeat_fail(self, fail: bool) -> None:	CODE
LOW⚡	tests/fast/ray/train/dummy_actor.py	107	def set_last_active_timestamp(self, ts: float) -> None:	CODE
LOW	tests/fast/ray/train/fake_worker_manager.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…s/e2e/deploy/conftest_deploy/split/split_deployment.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…s/e2e/deploy/conftest_deploy/hot_restart/fault_form.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…deploy/conftest_deploy/hot_restart/cluster_observer.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…/e2e/deploy/conftest_deploy/hot_restart/freeze_plan.py	15	logger = logging.getLogger(__name__)	CODE
297 more matches not shown…

Cross-Language Confusion60 hits · 338 pts

Severity	File	Line	Snippet	Context
HIGH	tests/ci/test/test_gpu_job_plan.py	178	assert "inputs.plan_already_resolved && inputs.ref" in checkout["with"]["ref"]	CODE
HIGH	tests/ci/test/test_gpu_job_plan.py	212	assert "'stage-c-4-gpu-b200' && 540 \|\| 360" in rerun["with"]["timeout_minutes"]	CODE
HIGH⚡	tests/ci/test/test_run_suite.py	546	assert "github.event.schedule \|\| inputs.ref \|\| github.run_id" in workflow	CODE
HIGH⚡	tests/ci/test/test_run_suite.py	552	"group: pr-test-${{ github.event.number \|\| github.event.schedule \|\| inputs.ref \|\| github.run_id }}"	CODE
HIGH	tests/ci/test/test_run_suite.py	573	"group: pr-test-rocm-${{ github.event.number \|\| github.event.schedule \|\| inputs.ref \|\| github.run_id }}"	CODE
HIGH	tests/ci/test/test_run_suite.py	609	assert "github.event.schedule \|\| inputs.ref \|\| github.run_id" in workflow	CODE
HIGH	tests/ci/test/test_file_run.py	246	"GITHUB_COMMIT_NAME: ${{ inputs.ref \|\| github.sha }}_"	CODE
HIGH	tests/ci/test/test_file_run.py	247	"${{ github.event.pull_request.number \|\| github.event.inputs.pull_number \|\| 'non-pr' }}"	CODE
HIGH	tests/fast/launch_scripts/test_sh_harness.py	30	AVAILABLE_GPUS=$(python3 -c "import ray; print(int(ray.cluster_resources().get('GPU', 0)))" 2>/dev/null \|\| echo 0)	CODE
HIGH	…st/backends/megatron_utils/test_checkpoint_transfer.py	491	# Empty view shares its base's storage (data_ptr is non-null).	COMMENT
HIGH⚡	tests/fast/charts/miles_run/test_auto_uninstall.py	56	f"sleep 120 && helm uninstall {RUN_RELEASE_NAME} --namespace myns --ignore-not-found",	CODE
HIGH⚡	tests/fast/utils/test_command_utils.py	256	assert command_utils.rsync_cmd("/src", "/dst") == "mkdir -p /dst && rsync -a --info=progress2 /src/ /dst"	CODE
HIGH	…/utils/chat_template_utils/test_message_matcher_hub.py	116	pytest.param('{"value":null}', '{"value":"null"}', id="null-string"),	CODE
HIGH⚡	…sts/fast/utils/external_utils/test_model_args_utils.py	200	f'MODEL_ARGS_LINE="$({sys.executable} {_MODEL_ARGS_CLI} no-such-model 2>/dev/null)" \|\| exit 1; '	CODE
HIGH	…_utils/helm_backend/launcher/values/test_pool_entry.py	25	PREPARE_CMD = "mkdir -p /scratch/dataset && rsync -a /cluster-storage/dataset/ /scratch/dataset"	CODE
HIGH	…mmand_utils/helm_backend/orchestrator/test_observer.py	136	path.write_text('{"status": "exited", "exit_code": null, "timestamp": 0.0}')	CODE
HIGH	…ternal_utils/command_utils/ray_backend/test_command.py	104	expected_cleanup = "pkill -f '^mooncake_master --rpc_port 50061 ' >/dev/null 2>&1 \|\| true"	CODE
HIGH	tests/fast/dashboard/test_dump_reader_views.py	473	assert rebuilt.equals(expected)	CODE
HIGH	tests/fast/dashboard/test_dump_reader_views.py	131	as null, never as numbers a chart would mistake for data."""	STRING
HIGH⚡	tests/fast/router/test_session_samples_op_v2.py	1076	response = app_client.post(f"/sessions/{uuid.uuid4().hex}/samples", content=b'{"max_seq_len":null}')	CODE
HIGH⚡	tests/fast/router/test_session_samples_op_v2.py	1086	response = app_client.post(f"/sessions/{sid}/samples", content=b'{"max_seq_len":null}')	CODE
HIGH⚡	tests/fast/router/test_session_samples_op.py	423	response = app_client.post(f"/sessions/{uuid.uuid4().hex}/samples", content=b'{"max_seq_len":null}')	CODE
HIGH⚡	tests/fast/router/test_session_samples_op.py	433	response = app_client.post(f"/sessions/{sid}/samples", content=b'{"max_seq_len":null}')	CODE
HIGH	tests/fast/router/test_session_evaluation.py	141	b'{"evaluation": null}',	CODE
HIGH	tests/e2e/short/test_qwen2.5_0.5B_external_rollout.py	223	f"ok=0; for _ in $(seq 1 120); do {probes} && ok=1 && break; sleep 5; done; "	CODE
HIGH	tests/e2e/megatron/test_qwen3_5_35b_a3b_lora_ci.py	69	"ray stop --force \|\| true; pkill -9 sglang \|\| true; sleep 10"	CODE
HIGH	…/model_scripts/test_glm5_2_744b_a40b_5layer_lora_ci.py	73	"ray stop --force \|\| true; pkill -9 sglang \|\| true; sleep 10"	CODE
HIGH	…/model_scripts/test_glm5_1_744b_a40b_6layer_lora_ci.py	73	"ray stop --force \|\| true; pkill -9 sglang \|\| true; sleep 10"	CODE
HIGH	…megatron/model_scripts/test_gpt_oss_20b_moe_lora_ci.py	137	"ray stop --force \|\| true; pkill -9 sglang \|\| true; sleep 10"	CODE
HIGH	…rify/scripts/mechanical_refactor_reproduction_utils.py	48	exec_command(f"git add -A && git commit -m {shlex.quote(message)}", cwd=cwd)	CODE
HIGH	…scripts/tests/reproduction_utils/test_infra_helpers.py	66	"shell $HOME && rm -rf / ; metacharacters",	CODE
HIGH	miles/utils/external_utils/ray_job.py	23	"export no_proxy=127.0.0.1 && export PYTHONUNBUFFERED=1 && "	CODE
HIGH	…ls/external_utils/command_utils/ray_backend/command.py	83	kill_master_cmd = f"pkill -f {shlex.quote(f'^mooncake_master --rpc_port {rpc_port} ')} >/dev/null 2>&1 \|\| true"	CODE
HIGH	miles/rollout/agentic/credentials.py	36	"provision_hint": "mkdir -p ~/.config/daytona && echo dtn_... > ~/.config/daytona/api_key",	CODE
HIGH	miles/rollout/agentic/credentials.py	48	"provision_hint": "mkdir -p ~/.config/e2b && echo <key> > ~/.config/e2b/api_key"	CODE
HIGH	miles/rollout/session/samples/codec.py	209	setattr(sample, field, copy(spec.null))	CODE
HIGH	miles/dashboard/store.py	1091	# with null, which would otherwise split one logical series	COMMENT
HIGH⚡	examples/infra_features/p2p_weight_transfer/run.py	732	pkill_python = f"pgrep -x 'python\|python3' \| grep -v -w {my_pid} \| grep -v -w {my_ppid} \| xargs -r kill -9 \|\| true"	CODE
HIGH⚡	examples/infra_features/p2p_weight_transfer/run.py	733	run_cmd("pkill -9 sglang \|\| true", check=False)	CODE
HIGH⚡	examples/infra_features/p2p_weight_transfer/run.py	735	run_cmd("ray stop --force \|\| true", check=False)	CODE
HIGH⚡	examples/infra_features/p2p_weight_transfer/run.py	736	run_cmd("pkill -9 ray \|\| true", check=False)	CODE
HIGH⚡	examples/infra_features/p2p_weight_transfer/run.py	739	run_cmd("pkill -9 ray \|\| true", check=False)	CODE
HIGH⚡	examples/infra_features/p2p_weight_transfer/run.py	741	run_cmd("pkill -9 redis \|\| true", check=False)	CODE
HIGH	…/infra_features/random_async/run_random_async_3node.py	32	f'test "$(cat {args.model_dir}/{args.model_name}_torch_dist/latest_checkpointed_iteration.txt 2>/dev/null)" = re	CODE
HIGH	examples/experimental/nemo-gym/run.py	68	f"pgrep -f '{t}' \| {exclude} \| xargs -r kill 2>/dev/null \|\| true",	CODE
HIGH	examples/experimental/harbor/run.py	80	subprocess.run(f"pgrep -f '{t}' \| {exclude} \| xargs -r kill 2>/dev/null \|\| true", shell=True)	CODE
HIGH	examples/experimental/openenv/openenv_launch_common.py	62	f"pgrep -f '{t}' \| {exclude} \| xargs -r kill 2>/dev/null \|\| true",	CODE
HIGH	examples/experimental/openenv/tb2_sandbox_recipe.py	284	f"mkdir -p /opt/tb2-tasks && curl -fsSL {url} \| "	CODE
HIGH	examples/experimental/openenv/tb2_sandbox_recipe.py	349	"apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y "	CODE
HIGH	examples/experimental/openenv/tb2_sandbox_recipe.py	363	f"mkdir -p /opt/src && echo {_env_src_tar_b64()} \| base64 -d \| tar xz -C /opt/src",	CODE
HIGH	examples/experimental/openenv/openenv_agent_function.py	212	"! -name repo_cache -exec rm -rf {} + 2>/dev/null \|\| true"	CODE
HIGH	examples/experimental/openenv/scan_golden.py	63	cmds.append("mkdir -p /solution && base64 -d /tmp/solution.b64 \| tar xz -C /solution && rm -f /tmp/solution.b64")	CODE
HIGH	…xperimental/formal_math/single_round/kimina_wrapper.py	105	'[ -n "$ids" ] && docker stop $ids && docker rm $ids; '	CODE
HIGH	examples/experimental/hud/run_hud2048.py	78	" mkdir -p ~/.config/daytona && echo dtn_... > ~/.config/daytona/api_key"	CODE
HIGH	…e-agent-harbor-docker/run-glm47-flash-agentic-async.py	121	f"pgrep -f '{pattern}' \| {exclude} \| xargs -r kill 2>/dev/null \|\| true",	CODE
HIGH	examples/swe-agent-harbor-docker/run.py	83	f"pgrep -f '{t}' \| {exclude} \| xargs -r kill 2>/dev/null \|\| true",	CODE
HIGH	…/swe-agent-harbor-docker/run_glm52_lora_tb2_daytona.py	157	f"pgrep -f '{pattern}' \| {exclude} \| xargs -r kill 2>/dev/null \|\| true",	CODE
HIGH	scripts/run_nemotron_3_super_120b_a12b.py	61	if U.exec_command_cpu(f"nc -z {args.head_ip} 6379 2>/dev/null; echo $?", capture_output=True).strip() == "0":	CODE
HIGH	scripts/run_nemotron_3_super_120b_a12b.py	71	if f"{expected_gpus}.0 GPU" in U.exec_command_cpu("ray status 2>/dev/null \|\| true", capture_output=True):	CODE
HIGH	scripts/ci/runner_utilization_report.py	287	equal to `created_at` (not null). The previous code required both a	STRING

Empty Error Handlers65 hits · 325 pts

Severity	File	Line	Snippet	Context
HIGH	tools/convert_hf_to_torch_dist.py	52	except Exception:	CODE
HIGH	miles_plugins/models/linear_attn.py	45	except ImportError:	CODE
HIGH	miles_plugins/models/qwen3_8_next/gdn.py	11	except ImportError:	CODE
HIGH	miles_plugins/models/qwen3_8_next/hyper_connection.py	165	except AssertionError:	CODE
HIGH	tests/ci/ci_utils.py	151	except ProcessLookupError:	CODE
HIGH	tests/ci/test/test_lark_notify.py	360	except ValueError:	CODE
HIGH	tests/fast-gpu/test_dsv4_indexer_cp_balance.py	124	except ImportError:	CODE
HIGH	tests/fast/utils/test_heartbeat_utils.py	50	except dataclasses.FrozenInstanceError:	CODE
HIGH	tests/fast/utils/test_file_utils.py	45	except RuntimeError:	CODE
HIGH	tests/fast/utils/test_distributed_lock.py	95	except RuntimeError:	CODE
HIGH	tests/fast/utils/test_clock.py	255	except asyncio.CancelledError:	CODE
HIGH	tests/fast/utils/ft_utils/test_mini_ft_controller.py	97	except asyncio.CancelledError:	CODE
HIGH	tests/fast/utils/workers/test_process_supervisor.py	867	except (ProcessLookupError, PermissionError):	CODE
HIGH	tests/fast/utils/workers/test_process_supervisor.py	874	except (ProcessLookupError, PermissionError):	CODE
HIGH	tests/fast/utils/workers/test_process_utils.py	92	except ProcessLookupError:	CODE
HIGH	tests/fast/utils/workers/test_process_utils.py	122	except ProcessLookupError:	CODE
HIGH	tests/fast/utils/workers/test_process_utils.py	280	except ProcessLookupError:	CODE
HIGH	tests/fast/utils/workers/test_process_utils.py	377	except ProcessLookupError:	CODE
HIGH	tests/fast/utils/workers/real_ray/conftest.py	145	except Exception:	CODE
HIGH	tests/fast/utils/workers/real_ray/conftest.py	251	except Exception:	CODE
HIGH	…fast/utils/workers/real_ray/test_ray_worker_manager.py	451	except WorkerUnreachableError:	CODE
HIGH	tests/fast/utils/workers/e2e/harness.py	220	except (ConnectionResetError, BrokenPipeError, asyncio.IncompleteReadError):	CODE
HIGH	tests/fast/ray/rollout/conftest.py	346	except Exception:	CODE
HIGH	tests/fast/ray/rollout/real_ray/conftest.py	32	except Exception:	CODE
HIGH	tests/fast/ray/rollout/real_ray/conftest.py	99	except Exception:	CODE
HIGH	tests/fast/ray/train/test_group.py	145	except ray.exceptions.RayActorError:	CODE
HIGH	tests/manual/session/bench_session_server_overhead.py	740	except (ValueError, ProcessLookupError, AttributeError):	CODE
HIGH	tests/manual/session/bench_session_server_overhead.py	443	except (psutil.NoSuchProcess, psutil.AccessDenied):	CODE
HIGH	tests/manual/session/_bench_load_generator.py	153	except transport_errors:	CODE
HIGH	tests/manual/session/_bench_load_generator.py	222	except Exception:	CODE
HIGH	tests/e2e/short/test_qwen2.5_0.5B_opd_sglang.py	87	except Exception:	CODE
HIGH	tests/e2e/agentic/test_harbor_rollout.py	118	except urllib.error.HTTPError:	CODE
HIGH	miles/backends/megatron_utils/checkpoint.py	99	except ImportError:	CODE
HIGH	miles/backends/sglang_utils/sglang_engine.py	28	except ValueError:	CODE
HIGH	miles/backends/sglang_utils/sglang_api_client.py	40	except httpx.HTTPError:	CODE
HIGH	miles/backends/sglang_utils/sglang_api_client.py	52	except httpx.HTTPError:	CODE
HIGH	miles/backends/sglang_utils/sglang_api_client.py	358	except httpx.HTTPError:	CODE
HIGH	miles/utils/http_utils.py	99	except ValueError:	CODE
HIGH	…utils/chat_template_utils/message_matcher_hub/funcs.py	92	except RecursionError:	CODE
HIGH	miles/utils/test_utils/session_verify_runner.py	296	except OSError:	CODE
HIGH	miles/utils/test_utils/agent_function_stubs.py	67	except asyncio.CancelledError:	CODE
HIGH	miles/utils/test_utils/uvicorn_thread_server.py	47	except Exception:	CODE
HIGH	miles/utils/workers/ray_worker_handle.py	60	except (TimeoutError, asyncio.TimeoutError):	CODE
HIGH	miles/utils/workers/process_utils.py	42	except ProcessLookupError:	CODE
HIGH	miles/utils/workers/process_utils.py	49	except ProcessLookupError:	CODE
HIGH	miles/utils/hf_utils/config.py	132	except ImportError:	CODE
HIGH	miles/rollout/agentic/agent_function.py	88	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	miles/rollout/rm_hub/math_utils.py	355	except Exception:	CODE
HIGH	miles/rollout/rm_hub/math_utils.py	301	except Exception:	CODE
HIGH	miles/dashboard/store.py	379	except json.JSONDecodeError:	CODE
HIGH	examples/experimental/openenv/tb2_sandbox_daytona.py	148	except Exception:	CODE
HIGH	examples/experimental/openenv/tb2_sandbox_modal.py	266	except Exception:	CODE
HIGH	…s/experimental/openenv/openenv_modal_agent_function.py	81	except ImportError: # pragma: no cover - only without the modal SDK	CODE
HIGH	…les/experimental/openenv/openenv_e2b_agent_function.py	79	except ImportError: # pragma: no cover - only without the e2b SDK	CODE
HIGH	…experimental/openenv/openenv_daytona_agent_function.py	90	except ImportError: # pragma: no cover - only without the daytona SDK	CODE
HIGH	examples/experimental/openenv/openenv_agent_function.py	216	except Exception:	CODE
HIGH	examples/experimental/openenv/scan_golden.py	87	except Exception:	CODE
HIGH	examples/experimental/openenv/tb2_sandbox_e2b.py	250	except Exception:	CODE
HIGH	…xperimental/formal_math/single_round/kimina_wrapper.py	96	except requests.RequestException:	CODE
HIGH	examples/retool_v2/tool_sandbox.py	183	except Exception:	CODE
5 more matches not shown…

Excessive Try-Catch Wrapping287 hits · 319 pts

Severity	File	Line	Snippet	Context
LOW	tools/convert_hf_to_hf_int4.py	39	except Exception as e:	CODE
LOW	tools/convert_hf_to_torch_dist.py	52	except Exception:	CODE
LOW	tools/convert_hf_to_int4.py	39	except Exception as e:	CODE
LOW	miles_plugins/mbridge/qwen3_8_next.py	164	except Exception:	CODE
LOW	miles_plugins/megatron_bridge/nemotron_h.py	223	except Exception as e: # best-effort; avoid breaking unrelated models	CODE
LOW⚡	miles_plugins/megatron_bridge/__init__.py	60	except Exception as _e: # best-effort	CODE
LOW⚡	miles_plugins/megatron_bridge/__init__.py	68	except Exception as _e: # best-effort; Qwen3-VL may be unavailable in some envs	CODE
LOW⚡	miles_plugins/megatron_bridge/__init__.py	77	except Exception as _e: # pragma: no cover - defensive	CODE
LOW⚡	miles_plugins/megatron_bridge/__init__.py	82	except Exception as _e: # pragma: no cover - defensive	CODE
LOW	miles_plugins/models/qwen3_vl.py	200	except Exception:	CODE
MEDIUM	miles_plugins/models/qwen3_vl.py	76	def _patch_model_forward_and_rope_index() -> None:	CODE
LOW	miles_plugins/models/inkling/ops.py	22	except Exception: # pragma: no cover	CODE
LOW	miles_plugins/models/inkling/ops.py	181	except Exception as _import_error:	CODE
LOW	miles_plugins/models/inkling/lora.py	649	except Exception:	CODE
LOW	tests/ci/ci_utils.py	153	except Exception as e:	CODE
LOW	tests/ci/ci_utils.py	192	except Exception as e:	CODE
LOW	tests/ci/ci_utils.py	293	except Exception as e: # noqa: BLE001 -- never let store setup fail CI	CODE
LOW	tests/ci/ci_utils.py	373	except Exception as e:	CODE
LOW	tests/ci/ci_utils.py	573	except Exception as e: # noqa: BLE001 -- gate infra must not affect pass/fail	CODE
LOW	tests/ci/ci_utils.py	617	except Exception:	CODE
MEDIUM	tests/ci/ci_utils.py	189	def _target_func():	CODE
LOW	tests/ci/github_runner/b200_job_lock.py	111	except Exception as error:	CODE
LOW	tests/ci/metric_history/storage/neon_store.py	138	except Exception:	STRING
LOW	tests/ci/metric_history/storage/neon_store.py	192	except Exception:	STRING
LOW⚡	tests/fast/utils/workers/real_ray/conftest.py	145	except Exception:	STRING
LOW	tests/fast/utils/workers/real_ray/conftest.py	251	except Exception:	CODE
LOW	tests/fast/dashboard/test_engine_derived.py	82	except Exception as e: # noqa: BLE001	CODE
MEDIUM	tests/fast/dashboard/test_engine_derived.py	79	def _collect(store, results, errors):	CODE
LOW⚡	tests/fast/dashboard/test_gpu_sampler.py	398	except Exception:	CODE
LOW⚡	tests/fast/ray/rollout/conftest.py	303	except Exception:	CODE
LOW	tests/fast/ray/rollout/conftest.py	346	except Exception:	CODE
MEDIUM	tests/fast/ray/rollout/conftest.py	300	def _count():	CODE
LOW	tests/fast/ray/rollout/real_ray/conftest.py	32	except Exception:	CODE
LOW	tests/fast/ray/rollout/real_ray/conftest.py	99	except Exception:	CODE
LOW	tests/fast/ray/train/fake_worker_manager.py	111	except Exception:	CODE
LOW	tests/manual/session/_bench_load_generator.py	222	except Exception:	CODE
LOW⚡	…s/e2e/deploy/conftest_deploy/split/split_deployment.py	137	except Exception:	CODE
LOW⚡	…s/e2e/deploy/conftest_deploy/hot_restart/fault_form.py	183	except Exception:	CODE
MEDIUM	…s/e2e/deploy/conftest_deploy/hot_restart/fault_form.py	180	def _read_restart_stamps_or_none(self) -> dict[str, str \| None] \| None:	CODE
LOW	…deploy/conftest_deploy/hot_restart/cluster_observer.py	228	except Exception:	CODE
LOW	…deploy/conftest_deploy/hot_restart/cluster_observer.py	264	except Exception:	CODE
LOW	tests/e2e/deploy/conftest_deploy/hot_restart/driver.py	258	except Exception:	CODE
LOW	tests/e2e/deploy/conftest_deploy/hot_restart/driver.py	304	except Exception:	CODE
MEDIUM	tests/e2e/deploy/conftest_deploy/hot_restart/driver.py	255	def _read_progress_and_observe_cluster(self) -> RunProgress \| None:	CODE
MEDIUM	tests/e2e/deploy/conftest_deploy/hot_restart/driver.py	299	def _reread_saved_iteration(self) -> int \| None:	CODE
LOW	tests/e2e/short/test_qwen2.5_0.5B_opd_sglang.py	87	except Exception:	CODE
LOW⚡	tests/e2e/k8s_apiserver/apiserver.py	104	except Exception:	CODE
LOW	tests/e2e/k8s_apiserver/test_k8s_reflector.py	505	except Exception as exception:	CODE
LOW	tests/e2e/k8s_apiserver/utils.py	64	except Exception:	CODE
LOW	tests/e2e/k8s_apiserver/test_environment.py	136	except Exception as exception:	CODE
LOW	tests/e2e/ft/conftest_ft/fault_injection/core.py	109	except Exception:	CODE
LOW	tests/e2e/ft/conftest_ft/fault_injection/core.py	152	except Exception:	CODE
LOW	…-verify/scripts/mechanical_refactor_proof_generator.py	925	except Exception:	CODE
LOW	…-verify/scripts/mechanical_refactor_proof_generator.py	978	except Exception:	CODE
LOW	…-verify/scripts/mechanical_refactor_proof_generator.py	1247	except Exception as exc:	CODE
LOW	miles/backends/megatron_utils/__init__.py	25	except Exception as _e: # best-effort; not every environment uses megatron.bridge	CODE
LOW	miles/backends/megatron_utils/model_provider.py	295	except Exception as e:	CODE
LOW	miles/backends/megatron_utils/hf_export.py	79	except Exception as e:	CODE
LOW	miles/backends/megatron_utils/lora/utils.py	210	except Exception:	CODE
LOW	miles/backends/megatron_utils/megatron_to_hf/inkling.py	56	except Exception:	CODE
227 more matches not shown…

Cross-File Repetition63 hits · 315 pts

Severity	File	Line	Snippet	Context
HIGH	tests/fast/utils/test_misc.py	0	teardown paths overlap, so a second dispose must not raise.	STRING
HIGH	…sts/fast/ray/rollout/test_server_cell_state_machine.py	0	teardown paths overlap, so a second dispose must not raise.	STRING
HIGH	tests/fast/ray/train/test_group_create.py	0	teardown paths overlap, so a second dispose must not raise.	STRING
HIGH	…t_utils/comparisons/test_inference_engine_checksums.py	0	the happy path has to stay reachable, or the refusals below prove nothing.	STRING
HIGH	tests/fast/utils/test_utils/comparisons/test_metrics.py	0	the happy path has to stay reachable, or the refusals below prove nothing.	STRING
HIGH	…t/e2e/deploy/split/test_scenario_split_multi_policy.py	0	the happy path has to stay reachable, or the refusals below prove nothing.	STRING
HIGH	tests/fast/e2e/deploy/common/test_example_args.py	0	the happy path has to stay reachable, or the refusals below prove nothing.	STRING
HIGH	…features/split_deployment/test_run_qwen3_0_6b_split.py	0	every other deployment holds the controller itself and refuses to be pointed at one.	STRING
HIGH	…lit_deployment/test_run_solver_verifier_gsm8k_split.py	0	every other deployment holds the controller itself and refuses to be pointed at one.	STRING
HIGH	…/e2e/deploy/split/test_scenario_split_deterministic.py	0	every other deployment holds the controller itself and refuses to be pointed at one.	STRING
HIGH	…features/split_deployment/test_run_qwen3_0_6b_split.py	0	the deployment that carries the trainer reaches it in its own process and refuses the flag.	STRING
HIGH	…lit_deployment/test_run_solver_verifier_gsm8k_split.py	0	the deployment that carries the trainer reaches it in its own process and refuses the flag.	STRING
HIGH	…/e2e/deploy/split/test_scenario_split_deterministic.py	0	the deployment that carries the trainer reaches it in its own process and refuses the flag.	STRING
HIGH	…features/split_deployment/test_run_qwen3_0_6b_split.py	0	deployments that disagree on the master hand each other references nothing can read back.	STRING
HIGH	…lit_deployment/test_run_solver_verifier_gsm8k_split.py	0	deployments that disagree on the master hand each other references nothing can read back.	STRING
HIGH	…/e2e/deploy/split/test_scenario_split_deterministic.py	0	deployments that disagree on the master hand each other references nothing can read back.	STRING
HIGH	…imental/openenv/test_openenv_daytona_agent_function.py	0	the typed check is best-effort: the backend still classifies by text when the sdk (or that class) is absent, rather than	STRING
HIGH	…xperimental/openenv/test_openenv_e2b_agent_function.py	0	the typed check is best-effort: the backend still classifies by text when the sdk (or that class) is absent, rather than	STRING
HIGH	…erimental/openenv/test_openenv_modal_agent_function.py	0	the typed check is best-effort: the backend still classifies by text when the sdk (or that class) is absent, rather than	STRING
HIGH	…st/e2e/deploy/hot_restart/test_scenario_hot_restart.py	0	such a take-over resumes exactly where the script it replaced stood, so it redoes nothing.	STRING
HIGH	…hot_restart/test_scenario_hot_restart_no_checkpoint.py	0	such a take-over resumes exactly where the script it replaced stood, so it redoes nothing.	STRING
HIGH	tests/fast/e2e/deploy/hot_restart/test_driver.py	0	such a take-over resumes exactly where the script it replaced stood, so it redoes nothing.	STRING
HIGH	tests/fast/ray/specs/test_inference.py	0	the release has to contain the executor pod, or the address book would point at nothing.	STRING
HIGH	tests/fast/ray/specs/test_train.py	0	the release has to contain the executor pod, or the address book would point at nothing.	STRING
HIGH	tests/fast/ray/specs/test_rollout.py	0	the release has to contain the executor pod, or the address book would point at nothing.	STRING
HIGH	tests/e2e/fsdp/test_qwen3_0.6B_megatron_fsdp_align.py	0	--train-env-vars '{"pytorch_cuda_alloc_conf":"expandable_segments:true"}'	STRING
HIGH	scripts/run_qwen3_4b.py	0	--train-env-vars '{"pytorch_cuda_alloc_conf":"expandable_segments:true"}'	STRING
HIGH	scripts/run_mcore_fsdp.py	0	--train-env-vars '{"pytorch_cuda_alloc_conf":"expandable_segments:true"}'	STRING
HIGH	scripts/run_qwen3_30b_a3b_fsdp.py	0	--train-env-vars '{"pytorch_cuda_alloc_conf":"expandable_segments:true"}'	STRING
HIGH	scripts/run_qwen3_0_6b_fsdp.py	0	--train-env-vars '{"pytorch_cuda_alloc_conf":"expandable_segments:true"}'	STRING
HIGH	scripts/run_qwen3_0_6b_torchtitan.py	0	--train-env-vars '{"pytorch_cuda_alloc_conf":"expandable_segments:true"}'	STRING
HIGH	scripts/run_nemotron_3_nano_4b_fsdp.py	0	--train-env-vars '{"pytorch_cuda_alloc_conf":"expandable_segments:true"}'	STRING
HIGH	examples/experimental/nemo-gym/run.py	0	kill old ray jobs and stale processes to free gpu resources.	STRING
HIGH	examples/experimental/harbor/run.py	0	kill old ray jobs and stale processes to free gpu resources.	STRING
HIGH	examples/experimental/openenv/openenv_launch_common.py	0	kill old ray jobs and stale processes to free gpu resources.	STRING
HIGH	…e-agent-harbor-docker/run-glm47-flash-agentic-async.py	0	kill old ray jobs and stale processes to free gpu resources.	STRING
HIGH	examples/swe-agent-harbor-docker/run.py	0	kill old ray jobs and stale processes to free gpu resources.	STRING
HIGH	…/swe-agent-harbor-docker/run_glm52_lora_tb2_daytona.py	0	kill old ray jobs and stale processes to free gpu resources.	STRING
HIGH	examples/experimental/nemo-gym/run.py	0	convert hf checkpoint to torch_dist format if not already done.	STRING
HIGH	examples/experimental/openenv/run-openenv-tbench2.py	0	convert hf checkpoint to torch_dist format if not already done.	STRING
HIGH	examples/swe-agent-harbor-docker/run.py	0	convert hf checkpoint to torch_dist format if not already done.	STRING
HIGH	scripts/run_deepseek_v32.py	0	use_tis: true use_rs: {"true" if args.tis_use_rs else "false"} tis_level: "token" rs_level: "token" tis_mode: "truncate"	STRING
HIGH	scripts/run_joy_ai_llm_flash.py	0	use_tis: true use_rs: {"true" if args.tis_use_rs else "false"} tis_level: "token" rs_level: "token" tis_mode: "truncate"	STRING
HIGH	scripts/run_qwen3_4b.py	0	use_tis: true use_rs: {"true" if args.tis_use_rs else "false"} tis_level: "token" rs_level: "token" tis_mode: "truncate"	STRING
HIGH	scripts/run_qwen3_30b_a3b.py	0	use_tis: true use_rs: {"true" if args.tis_use_rs else "false"} tis_level: "token" rs_level: "token" tis_mode: "truncate"	STRING
HIGH	scripts/run_glm45_355b_a32b.py	0	use_tis: true use_rs: {"true" if args.tis_use_rs else "false"} tis_level: "token" rs_level: "token" tis_mode: "truncate"	STRING
HIGH	scripts/amd/run_qwen3_30b_a3b.py	0	use_tis: true use_rs: {"true" if args.tis_use_rs else "false"} tis_level: "token" rs_level: "token" tis_mode: "truncate"	STRING
HIGH	scripts/run_glm5_744b_a40b.py	0	convert hf checkpoint to fp8 (block quantization). megatron still uses bf16.	STRING
HIGH	scripts/run_glm5_2_744b_a40b.py	0	convert hf checkpoint to fp8 (block quantization). megatron still uses bf16.	STRING
HIGH	scripts/amd/run_glm5_2_744b_a40b.py	0	convert hf checkpoint to fp8 (block quantization). megatron still uses bf16.	STRING
HIGH	scripts/run_glm5_1_744b_a40b_lora.py	0	run grpo lora training (assumes the dataset is already prepared).	STRING
HIGH	scripts/run_glm5_2_744b_a40b_lora.py	0	run grpo lora training (assumes the dataset is already prepared).	STRING
HIGH	scripts/run_qwen3_5_35b_a3b_lora.py	0	run grpo lora training (assumes the dataset is already prepared).	STRING
HIGH	scripts/run_glm5_1_744b_a40b_lora.py	0	download the model checkpoint + dataset, then run grpo lora training.	STRING
HIGH	scripts/run_glm5_2_744b_a40b_lora.py	0	download the model checkpoint + dataset, then run grpo lora training.	STRING
HIGH	scripts/run_qwen3_5_35b_a3b_lora.py	0	download the model checkpoint + dataset, then run grpo lora training.	STRING
HIGH	scripts/run_deepseek_v4_1.py	0	--apply-chat-template-kwargs '{"thinking_mode":"thinking"}'	STRING
HIGH	scripts/run_deepseek_v4.py	0	--apply-chat-template-kwargs '{"thinking_mode":"thinking"}'	STRING
HIGH	scripts/amd/run_deepseek_v4.py	0	--apply-chat-template-kwargs '{"thinking_mode":"thinking"}'	STRING
HIGH	scripts/run_inkling.py	0	return parallel config args for tested gpu configurations. only includes configurations that have been verified to work.	STRING
3 more matches not shown…

Deep Nesting250 hits · 246 pts

Severity	File	Line	Context
LOW	train_async.py	23	CODE
LOW	train.py	25	CODE
LOW	tools/convert_hf_to_nvfp4.py	185	CODE
LOW	tools/convert_hf_to_nvfp4.py	241	CODE
LOW	tools/convert_hf_to_nvfp4.py	264	CODE
LOW	tools/convert_hf_to_nvfp4.py	313	CODE
LOW	tools/convert_hf_to_mxfp8.py	123	CODE
LOW	tools/convert_mxfp4_to_fp8.py	52	CODE
LOW	tools/convert_mimo_v2_to_bf16.py	173	CODE
LOW	tools/convert_kimi_int4_to_bf16.py	101	CODE
LOW	tools/convert_torch_dist_to_hf_ray.py	573	CODE
LOW	tools/convert_torch_dist_to_hf_ray.py	325	CODE
LOW	tools/fp8_cast_bf16.py	43	CODE
LOW	tools/convert_to_hf.py	29	CODE
LOW	docker/build.py	102	CODE
LOW	docker/image_inputs.py	75	CODE
LOW	docker/image_inputs.py	82	CODE
LOW	miles_plugins/mbridge/deepseek_v32.py	91	CODE
LOW	miles_plugins/mbridge/deepseek_v32.py	125	CODE
LOW	miles_plugins/mbridge/glm4.py	83	CODE
LOW	miles_plugins/mbridge/glm4moe.py	35	CODE
LOW	miles_plugins/models/kimi_k3/lora.py	47	CODE
LOW	miles_plugins/models/kimi_k3/lora.py	438	CODE
LOW	miles_plugins/models/kimi_k3/lora.py	678	CODE
LOW	miles_plugins/models/inkling/mm_processor.py	51	CODE
LOW	miles_plugins/models/inkling/mm_processor.py	79	CODE
LOW	miles_plugins/models/inkling/mm_processor.py	211	CODE
LOW	miles_plugins/models/inkling/image_processing.py	101	CODE
LOW	miles_plugins/models/deepseek_v4/deepseek_v4.py	59	CODE
LOW	miles_plugins/models/deepseek_v4/deepseek_v4.py	240	CODE
LOW	miles_plugins/models/deepseek_v4_1/engram.py	118	CODE
LOW	miles_plugins/models/deepseek_v4_1/deepseek_v4_1.py	215	CODE
LOW	miles_plugins/models/deepseek_v4_1/deepseek_v4_1.py	466	CODE
LOW	tests/ci/stage_selection.py	142	CODE
LOW	tests/ci/ci_utils.py	50	CODE
LOW	tests/ci/ci_utils.py	308	CODE
LOW	tests/ci/ci_utils.py	415	CODE
LOW	tests/ci/ci_policy.py	92	CODE
LOW	tests/ci/ci_policy.py	184	CODE
LOW	tests/ci/hardware.py	76	CODE
LOW	tests/ci/file_run.py	31	CODE
LOW	tests/ci/ci_register.py	387	CODE
LOW	tests/ci/test/test_ci_register.py	732	CODE
LOW	tests/ci/github_runner/b200_job_lock.py	39	CODE
LOW	tests/ci/github_runner/b200_job_lock.py	81	CODE
LOW	tests/ci/metric_history/register.py	282	CODE
LOW	tests/fast-gpu/test_dsv4_thd_cp_correctness.py	128	CODE
LOW	tests/fast-gpu/test_dsv4_indexer_cp_balance.py	129	CODE
LOW	tests/fast/test_platform_contract.py	93	CODE
LOW	tests/fast/train_args.py	40	CODE
LOW	tests/fast/test_ray_cluster_bootstrap.py	81	CODE
LOW	tests/fast/source_scan.py	49	CODE
LOW	tests/fast/tinker/core/test_service.py	678	CODE
LOW	…sts/fast/backends/test_fsdp_hub_kernels_distributed.py	27	CODE
LOW	…sts/fast/backends/test_fsdp_hub_kernels_distributed.py	50	CODE
LOW	…ckends/training_utils/test_score_centering_filtered.py	191	CODE
LOW	…nds/training_utils/test_score_centering_distributed.py	212	CODE
LOW	…ils/weight_update/test_dist_weight_update_lifecycle.py	131	CODE
LOW	…ng_utils/weight_update/test_p2p_remote_weight_infos.py	45	CODE
LOW	…ng_utils/weight_update/test_p2p_remote_weight_infos.py	83	CODE
190 more matches not shown…

Structural Annotation Overuse123 hits · 224 pts

Severity	File	Line	Snippet	Context
LOW	tests/ci/README.md	11	### Step 0: Prepare `/data/miles_ci`	COMMENT
LOW⚡	tests/ci/README.md	28	### Step 1: Env	COMMENT
LOW⚡	tests/ci/README.md	38	### Step 2: Prepare `/home/runner/externals`	COMMENT
LOW⚡	tests/ci/README.md	48	### Step 3: Run	COMMENT
LOW⚡	…st/backends/megatron_utils/test_checkpoint_transfer.py	128	# Step 1: sender — wrap state_dict for transport	COMMENT
LOW⚡	…st/backends/megatron_utils/test_checkpoint_transfer.py	131	# Step 2: sender — flatten via pytree (what PGTransport does internally)	COMMENT
LOW⚡	…st/backends/megatron_utils/test_checkpoint_transfer.py	134	# Step 3: sender — pickle treespec + non-tensor leaves; "send" tensor leaves over the wire	COMMENT
LOW⚡	…st/backends/megatron_utils/test_checkpoint_transfer.py	141	# Step 4: receiver — unpickle metadata + interleave received tensors back into leaf order	COMMENT
LOW	…st/backends/megatron_utils/test_checkpoint_transfer.py	155	# Step 5: receiver — unwrap into iteration + state_dict	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	267	# Step 1: single group	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	273	# Step 2: two groups = global sum	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	278	# Step 3: bitwise equality across all ranks	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	286	# Step 4: empty groups = no-op	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	291	# Step 5: MAX op	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	310	# Step 1: single group gather	COMMENT
LOW	tests/fast/utils/test_process_group_utils.py	324	# Step 2: two group gather — global rank 0 gets everything	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	125	# Step 1: first_wait=0, so first check runs immediately after task starts	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	129	# Step 2: Elapse less than interval — no second check	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	133	# Step 3: Elapse to interval — second check	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	150	# Step 1: Elapse 100s — still in first_wait	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	154	# Step 2: Elapse to 300s — first_wait completes, first check runs	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	158	# Step 3: Elapse interval — second check	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	322	# Step 1: Initial first_wait (100s)	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	328	# Step 2: Normal interval (5s)	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	332	# Step 3: a full off/on cycle observed by the loop resets first_wait	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	337	# Step 4: the new first_wait (100s) must elapse before the next check	COMMENT
LOW⚡	tests/fast/utils/test_clock.py	239	# Step 1: first_wait=10	COMMENT
LOW⚡	tests/fast/utils/test_clock.py	244	# Step 2: interval=5	COMMENT
LOW⚡	tests/fast/utils/test_clock.py	248	# Step 3: interval=5	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	396	# Step 1: First poll → heal attempt fails, sets next_attempt_at	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	401	# Step 2: Poll again without advancing clock → should skip heal	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	406	# Step 3: Advance clock past backoff → should attempt heal again	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	435	# Step 1: First attempt fails	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	442	# Step 2: Advance clock past backoff, second attempt succeeds	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	512	# Step 1: Unhealthy → heal fails → backoff entry created	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	517	# Step 2: Cell becomes NOT_APPLICABLE → backoff entry cleaned	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	538	# Step 1: Unhealthy → heal fails → backoff entry created	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	543	# Step 2: Cell becomes HEALTHY → backoff entry cleaned	COMMENT
LOW⚡	tests/fast/utils/test_witness/test_module.py	71	# Step 1: Compute loss without witness	COMMENT
LOW⚡	tests/fast/utils/test_witness/test_module.py	81	# Step 2: Compute loss with witness	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	108	# Step 1: Run the full collection (no mocks)	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	111	# Step 2: Verify the package appears in editable_packages	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	118	# Step 3: Verify git info — clean repo	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	128	# Step 4: Verify package also in full_pip_list	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	138	# Step 1: Stage an uncommitted file	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	142	# Step 2: Run collection	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	145	# Step 3: Verify dirty + diff_stat mentions the file	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	160	# Step 1: Modify a tracked file without staging	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	164	# Step 2: Run collection	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	167	# Step 3: Verify dirty	COMMENT
LOW⚡	…t_analyzer/rules/test_cross_replica_weight_checksum.py	80	# Step 0: match	COMMENT
LOW⚡	…t_analyzer/rules/test_cross_replica_weight_checksum.py	83	# Step 1: mismatch	COMMENT
LOW⚡	…t_analyzer/rules/test_cross_replica_weight_checksum.py	86	# Step 2: match	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	374	# Step 1: Stop cell 1	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	377	# Step 2: Refresh	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	380	# Step 3: Quorum bumped (init was quorum 0, this is first reconfigure)	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	383	# Step 4: Remaining alive cells have updated indep_dp_info	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	392	# Step 5: Stopped cell untouched	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	395	# Step 6: Actors received reconfigure_indep_dp	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	414	# Step 1: Stop cell 2, then start it (pending)	COMMENT
63 more matches not shown…

Verbosity Indicators109 hits · 202 pts

Severity	File	Line	Snippet	Context
LOW⚡	…st/backends/megatron_utils/test_checkpoint_transfer.py	128	# Step 1: sender — wrap state_dict for transport	COMMENT
LOW⚡	…st/backends/megatron_utils/test_checkpoint_transfer.py	131	# Step 2: sender — flatten via pytree (what PGTransport does internally)	COMMENT
LOW⚡	…st/backends/megatron_utils/test_checkpoint_transfer.py	134	# Step 3: sender — pickle treespec + non-tensor leaves; "send" tensor leaves over the wire	COMMENT
LOW⚡	…st/backends/megatron_utils/test_checkpoint_transfer.py	141	# Step 4: receiver — unpickle metadata + interleave received tensors back into leaf order	COMMENT
LOW	…st/backends/megatron_utils/test_checkpoint_transfer.py	155	# Step 5: receiver — unwrap into iteration + state_dict	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	267	# Step 1: single group	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	273	# Step 2: two groups = global sum	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	278	# Step 3: bitwise equality across all ranks	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	286	# Step 4: empty groups = no-op	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	291	# Step 5: MAX op	COMMENT
LOW⚡	tests/fast/utils/test_process_group_utils.py	310	# Step 1: single group gather	COMMENT
LOW	tests/fast/utils/test_process_group_utils.py	324	# Step 2: two group gather — global rank 0 gets everything	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	125	# Step 1: first_wait=0, so first check runs immediately after task starts	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	129	# Step 2: Elapse less than interval — no second check	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	133	# Step 3: Elapse to interval — second check	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	150	# Step 1: Elapse 100s — still in first_wait	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	154	# Step 2: Elapse to 300s — first_wait completes, first check runs	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	158	# Step 3: Elapse interval — second check	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	322	# Step 1: Initial first_wait (100s)	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	328	# Step 2: Normal interval (5s)	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	332	# Step 3: a full off/on cycle observed by the loop resets first_wait	COMMENT
LOW⚡	tests/fast/utils/test_health_checker.py	337	# Step 4: the new first_wait (100s) must elapse before the next check	COMMENT
LOW⚡	tests/fast/utils/test_clock.py	239	# Step 1: first_wait=10	COMMENT
LOW⚡	tests/fast/utils/test_clock.py	244	# Step 2: interval=5	COMMENT
LOW⚡	tests/fast/utils/test_clock.py	248	# Step 3: interval=5	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	396	# Step 1: First poll → heal attempt fails, sets next_attempt_at	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	401	# Step 2: Poll again without advancing clock → should skip heal	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	406	# Step 3: Advance clock past backoff → should attempt heal again	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	435	# Step 1: First attempt fails	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	442	# Step 2: Advance clock past backoff, second attempt succeeds	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	512	# Step 1: Unhealthy → heal fails → backoff entry created	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	517	# Step 2: Cell becomes NOT_APPLICABLE → backoff entry cleaned	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	538	# Step 1: Unhealthy → heal fails → backoff entry created	COMMENT
LOW⚡	tests/fast/utils/test_mini_ft_controller.py	543	# Step 2: Cell becomes HEALTHY → backoff entry cleaned	COMMENT
LOW⚡	tests/fast/utils/test_witness/test_module.py	71	# Step 1: Compute loss without witness	COMMENT
LOW⚡	tests/fast/utils/test_witness/test_module.py	81	# Step 2: Compute loss with witness	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	108	# Step 1: Run the full collection (no mocks)	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	111	# Step 2: Verify the package appears in editable_packages	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	118	# Step 3: Verify git info — clean repo	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	128	# Step 4: Verify package also in full_pip_list	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	138	# Step 1: Stage an uncommitted file	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	142	# Step 2: Run collection	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	145	# Step 3: Verify dirty + diff_stat mentions the file	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	160	# Step 1: Modify a tracked file without staging	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	164	# Step 2: Run collection	COMMENT
LOW⚡	tests/fast/utils/env_report/test_git_state.py	167	# Step 3: Verify dirty	COMMENT
LOW⚡	…t_analyzer/rules/test_cross_replica_weight_checksum.py	80	# Step 0: match	COMMENT
LOW⚡	…t_analyzer/rules/test_cross_replica_weight_checksum.py	83	# Step 1: mismatch	COMMENT
LOW⚡	…t_analyzer/rules/test_cross_replica_weight_checksum.py	86	# Step 2: match	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	374	# Step 1: Stop cell 1	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	377	# Step 2: Refresh	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	380	# Step 3: Quorum bumped (init was quorum 0, this is first reconfigure)	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	383	# Step 4: Remaining alive cells have updated indep_dp_info	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	392	# Step 5: Stopped cell untouched	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	395	# Step 6: Actors received reconfigure_indep_dp	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	414	# Step 1: Stop cell 2, then start it (pending)	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	418	# Step 2: Refresh heals the pending cell	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	421	# Step 3: All 3 cells are now alive	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	424	# Step 4: All cells have consistent indep_dp_info	COMMENT
LOW⚡	tests/fast/ray/train/test_group.py	429	# Step 5: Healed cell's actors received init	COMMENT
49 more matches not shown…

AI Slop Vocabulary32 hits · 98 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/ci/test/test_history_gate.py	631	# --- dual-register files + harness-supplied registry ------------------------	STRING
MEDIUM	tests/ci/test/test_history_gate.py	656	# single-registry reparse raise (ambiguous). With the harness passing the	STRING
MEDIUM	tests/ci/test/test_ci_history.py	201	# This covers the backend's current file naming detail, not a CI harness	COMMENT
MEDIUM	tests/ci/metric_history/gate.py	276	# never raise on a dual-register / no-register file. Use the harness's	COMMENT
MEDIUM	tests/ci/metric_history/gate.py	292	# The harness already selected one register_*_ci() call; use it directly and	COMMENT
MEDIUM⚡	…fast/utils/chat_template_utils/test_fixed_templates.py	63	# stay append-only regardless of which roles the harness appends.	COMMENT
MEDIUM	tests/e2e/short/test_run_megatron.py	163	# The CI harness invokes this file as bare `python3 <file>` with no args.	COMMENT
MEDIUM	…s/e2e/sglang/test_session_server_multi_role/_common.py	92	# This harness produces one rollout batch, so its train-side batch divisor	COMMENT
LOW	…ron_utils/megatron_to_hf/processors/quantizer_nvfp4.py	94	# for other parameters, we just return the original converted_named_params	COMMENT
LOW	…atron_utils/megatron_to_hf/processors/quantizer_fp8.py	123	# for other parameters, we just return the original converted_named_params	COMMENT
LOW	…ron_utils/megatron_to_hf/processors/quantizer_mxfp8.py	106	# for other parameters, we just return the original converted_named_params	COMMENT
LOW	miles/backends/fsdp_utils/lr_scheduler.py	98	# If the learning rate is constant, just return the initial value.	COMMENT
MEDIUM	miles/utils/arguments.py	2843	# On iff the CI harness injected MILES_CI_GATE_RECORD_DIR (the same env var	COMMENT
MEDIUM	miles/utils/tracking_utils/ci_history.py	61	# Env var naming the directory the harness assigns for this run's records.	COMMENT
MEDIUM	miles/utils/tracking_utils/ci_history.py	102	# No harness-assigned directory: nothing to collect into. Leaving	COMMENT
MEDIUM	miles/rollout/rm_hub/math_dapo_utils.py	14	# Adapted from https://github.com/EleutherAI/lm-evaluation-harness/blob/main/lm_eval/tasks/hendrycks_math/utils.py	COMMENT
MEDIUM⚡	examples/experimental/harbor/harbor_agent_function.py	107	# --- harness bindings -------------------------------------------------------	COMMENT
MEDIUM⚡	examples/experimental/harbor/harbor_agent_function.py	109	# What Miles must know per harness to hand it the session URL: which env vars /	COMMENT
MEDIUM⚡	examples/experimental/harbor/harbor_agent_function.py	111	# Everything else about running the harness is Harbor's.	COMMENT
MEDIUM⚡	examples/experimental/harbor/harbor_agent_function.py	119	# constraint and which just follow the harness.	COMMENT
MEDIUM⚡	examples/experimental/harbor/harbor_agent_function.py	128	# the model name Harbor passes to the harness	COMMENT
MEDIUM	examples/experimental/openenv/openenv_launch_common.py	221	# WITH the harness marker, which the per-episode guard cannot tell from	COMMENT
MEDIUM	…s/experimental/openenv/openenv_modal_agent_function.py	60	# older install outright, and the shared agent loop's harness-marker guard	COMMENT
MEDIUM	…les/experimental/openenv/openenv_e2b_agent_function.py	57	# older install outright, and the shared agent loop's harness-marker guard	COMMENT
MEDIUM	…experimental/openenv/openenv_daytona_agent_function.py	65	# older install outright, and the shared agent loop's harness-marker guard	COMMENT
MEDIUM	examples/experimental/openenv/openenv_agent_function.py	333	# - harness marker absent: the server scored, but not through the	COMMENT
MEDIUM⚡	examples/experimental/openenv/openenv_agent_function.py	448	# No canonical verdict (infra/harness failure or a non-canonical server,	COMMENT
MEDIUM⚡	examples/experimental/openenv/openenv_agent_function.py	457	# the scalar reward (plus the harness marker). The detailed pytest CTRF	COMMENT
MEDIUM	examples/experimental/openenv/scan_golden.py	110	# server-side scoring failure or a non-canonical harness is	COMMENT
MEDIUM	examples/experimental/hud/hud2048_config.yaml	29	# cut mid-JSON, which the harness answers by rewriting that turn's recorded	COMMENT
MEDIUM	examples/experimental/hud/rollout.py	436	# from a turn the harness could not even parse a tool call out of.	COMMENT
MEDIUM	examples/experimental/hud/computer_tool.py	177	# typing, say), and the harness's own log says only "-> computer".	COMMENT

Hallucination Indicators6 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	tests/fast/utils/test_witness/test_module.py	218	model.local_head_witness.witness.weight.data.fill_(42.0)	CODE
CRITICAL⚡	tests/fast/utils/test_witness/test_module.py	246	assert 5 in model.local_head_witness.witness.weight.grad.squeeze(-1).nonzero(as_tuple=True)[0].tolist()	CODE
CRITICAL⚡	tests/fast/utils/test_witness/test_module.py	402	chunk.module.local_head_witness.witness.weight.data.fill_(1.0)	CODE
CRITICAL⚡	tests/fast/utils/test_witness/test_module.py	403	chunk.module.local_tail_witness.witness.weight.data.fill_(1.0)	CODE
CRITICAL⚡	tests/fast/utils/test_witness/test_module.py	425	chunk.module.local_head_witness.witness.weight.data.fill_(1.0)	CODE
CRITICAL⚡	tests/fast/utils/test_witness/test_module.py	426	chunk.module.local_tail_witness.witness.weight.data.fill_(1.0)	CODE

Modern AI Meta-Vocabulary26 hits · 70 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	72	[every model and every black-box harness](https://miles.radixark.com/docs/user-guide/agentic-rollout),	CODE
MEDIUM	tests/fast/dashboard/dummy_dump.py	174	# every third sample is agentic-shaped: multi-turn (mixed weight versions	COMMENT
MEDIUM	…-verify/scripts/mechanical_refactor_proof_generator.py	716	# are exactly the relocated symbols (the prep commit inlined them, scaffolding included, as	COMMENT
MEDIUM	…-verify/scripts/mechanical_refactor_proof_generator.py	1033	# A move source the commit deletes (its defs all relocated, leaving only scaffolding) is	COMMENT
MEDIUM	miles/utils/test_utils/session_verify_agent.py	159	# English-only on purpose: matches the production agentic flows tokenization	COMMENT
MEDIUM⚡	miles/rollout/fully_async_data_buffer.py	32	# returns multiple samples per trajectory (e.g. multi-agent).	COMMENT
MEDIUM	miles/rollout/base_types.py	105	# One generate may lead to multiple samples, such as multi-agent, tree-like exploration, or	COMMENT
MEDIUM	miles/dashboard/store.py	715	# per-turn spans (multi_turn / agentic) supersede the coarse	COMMENT
MEDIUM	miles/dashboard/static/views_tokens.js	305	// open on the first generated token: an agentic prompt runs to thousands of	COMMENT
MEDIUM	docs/models/gpt-oss/gpt-oss.md	8	[GPT-OSS](https://huggingface.co/openai/gpt-oss-20b) is OpenAI's open-weight language model, designed for reasoning, age	CODE
MEDIUM	docs/models/glm/glm5.md	7	[GLM-5](https://huggingface.co/zai-org/GLM-5) is the most powerful language model in Zhipu AI's GLM series, scaling to 7	CODE
MEDIUM	docs/models/glm/glm5-2.md	75	Beyond the math recipe above, [`examples/experimental/openenv/glm52_tbench2/`](https://github.com/radixark/miles/tree/ma	CODE
MEDIUM	docs/models/kimi/kimi-k2.5.md	9	[Kimi-K2.5](https://huggingface.co/moonshotai/Kimi-K2.5) is an open-source, natively multimodal agentic model from Moons	CODE
MEDIUM	docs/examples/index.md	55	- [tau-bench](https://github.com/radixark/miles/tree/main/examples/experimental/tau-bench): Training in an agentic m	CODE
MEDIUM	…erimental/multi_agent/run-qwen3-30B-A3B-multi-agent.sh	57	# multi-agent do not support eval for now	COMMENT
MEDIUM	examples/experimental/tau-bench/generate_with_tau.py	45	"agent": "tool-calling", # Select between ["tool-calling", "act", "react", "few-shot"]	CODE
MEDIUM	examples/experimental/openenv/openenv_agent_function.py	107	# total episode time: a long agentic trajectory can loop for turns * (long	COMMENT
MEDIUM	examples/experimental/openenv/openenv_agent_function.py	318	# text protocol the Harbor mini-swe-agent scaffold uses.	COMMENT
MEDIUM	…/openenv/glm52_tbench2/run_glm5_2_744b_a40b_daytona.py	142	# with long-horizon agentic trials, waiting for each group's slowest	COMMENT
MEDIUM	examples/experimental/openenv/glm52_tbench2/README.md	1	# GLM-5.2 744B-A40B — agentic RL on terminal-bench-2 (Daytona sandboxes)	COMMENT
MEDIUM	examples/experimental/strands_sglang/README.md	3	This example connects `miles` with [`strands-sglang`](https://github.com/horizon-rl/strands-sglang) (SGLang extension fo	CODE
MEDIUM	…/swe-agent-harbor-docker/run_glm52_lora_tb2_daytona.py	102	# GLM-5.2 specifics. megatron is dense O(S**2) and caps near S=4096, so agentic	COMMENT
MEDIUM	…/swe-agent-harbor-docker/run_glm52_lora_tb2_daytona.py	359	# earliest warning of policy collapse on a long agentic run.	COMMENT
MEDIUM	…/swe-agent-harbor-docker/run_glm52_lora_tb2_daytona.py	417	# Variable-length agentic batches fragment the allocator pool until NCCL's own	COMMENT
MEDIUM	scripts/sandbox_smoke/run.py	69	sys.path.insert(0, str(REPO)) # for miles.rollout.agentic; no PYTHONPATH needed	CODE
MEDIUM	.github/workflows/run-ci-file.yml	4	# Fixed default-branch orchestration for /rerun-test <test-file>. The reviewed	COMMENT

Over-Commented Block70 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	tools/cpu_memory_profiler.py	1	# CPU Memory Profiler - standalone tool for profiling system memory during training.	COMMENT
LOW	tests/ci/github_runner/docker-compose.yml	1	# Please refer to `README.md` for how to setup this GitHub action runner.	COMMENT
LOW	tests/fast/utils/test_http_utils.py	241	process.kill()	COMMENT
LOW	…/fast/utils/chat_template_utils/test_tito_tokenizer.py	161	# ---------------------------------------------------------------------------	COMMENT
LOW	…utils/chat_template_utils/test_token_seq_comparator.py	141		COMMENT
LOW	…utils/chat_template_utils/test_token_seq_comparator.py	241	#	COMMENT
LOW	…utils/chat_template_utils/test_token_seq_comparator.py	401	# ---------------------------------------------------------------------------	COMMENT
LOW	tests/fast/utils/chat_template_utils/test_template.py	201	# ---------------------------------------------------------------------------	COMMENT
LOW	tests/manual/session/bench_session_server_overhead.py	301	payload = dict(result)	COMMENT
LOW	tests/e2e/conftest_dumper.py	21	# attn_k disabled: megatron dumps k pre-RoPE (after adjust_key_value) while	COMMENT
LOW	…ang/test_session_server_multi_role/test_minimax_m27.py	21	)	COMMENT
LOW	tests/e2e/torchtitan/test_qwen3_8B_tp_pp.py	1	from tests.ci.ci_register import register_cuda_ci	COMMENT
LOW	tests/e2e/torchtitan/test_qwen3_30B_A3B_tp_pp_ep_cp.py	1	from tests.ci.ci_register import register_cuda_ci	COMMENT
LOW	tests/e2e/megatron/test_qwen3_5_35B_A3B/_common.py	41	enable_mtp_training: bool	COMMENT
LOW	.claude/skills/setup-ci-host/setup-host.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.claude/skills/manage-gh-runners/manage-runners.sh	1	#!/usr/bin/env bash	COMMENT
LOW	miles/backends/training_utils/loss/hub/math_utils.py	881		COMMENT
LOW	miles/utils/seqlen_balancing.py	1	# Copied from https://github.com/volcengine/verl/blob/468adf22c43b744348051fccd7a5d830c6c3c36a/verl/utils/seqlen_balanci	COMMENT
LOW	miles/utils/test_utils/chat_template_verify.py	141	# * ``APPEND_ROLES: frozenset[str]`` — non-assistant roles that appear after	COMMENT
LOW	miles/utils/test_utils/chat_template_verify.py	401	)	COMMENT
LOW	miles/rollout/inference_rollout/__init__.py	1	# This is a refactor of the portions above generate-function in sglang_rollout.py,	COMMENT
LOW	miles/rollout/rm_hub/math_dapo_utils.py	1	# Copyright 2024 Bytedance Ltd. and/or its affiliates	COMMENT
LOW	miles/dashboard/static/carpet.js	21		COMMENT
LOW	…es/infra_features/train_infer_mismatch_helper/mis.yaml	1	# Enable importance sampling, details refer to the comments of compute_mis_weights in mis.py	COMMENT
LOW	…tures/low_precision/run-qwen3-30b-a3b-fp8-two-nodes.sh	1	#!/bin/bash	COMMENT
LOW	…_features/p2p_weight_transfer/prepare-qwen3-30B-A3B.sh	1	#!/bin/bash	COMMENT
LOW	…p2p_weight_transfer/run-qwen3-30B-A3B-4node-profile.sh	1	#!/bin/bash	COMMENT
LOW	…a_features/p2p_weight_transfer/prepare-glm4.7-flash.sh	1	#!/bin/bash	COMMENT
LOW	…fra_features/p2p_weight_transfer/prepare-glm4.5-air.sh	1	#!/bin/bash	COMMENT
LOW	…les/infra_features/p2p_weight_transfer/prepare-glm5.sh	1	#!/bin/bash	COMMENT
LOW	…/p2p_weight_transfer/run-glm4.7-flash-2node-profile.sh	1	#!/bin/bash	COMMENT
LOW	…es/p2p_weight_transfer/run-glm4.5-air-8node-profile.sh	1	#!/bin/bash	COMMENT
LOW	…eatures/p2p_weight_transfer/run-glm5-disagg-profile.sh	1	#!/bin/bash	COMMENT
LOW	…_weight_transfer/run-qwen3-235B-A22B-16node-profile.sh	1	#!/bin/bash	COMMENT
LOW	…ures/p2p_weight_transfer/run-kimi-k2-64node-profile.sh	1	#!/bin/bash	COMMENT
LOW	…/infra_features/p2p_weight_transfer/prepare-kimi-k2.sh	1		COMMENT
LOW	examples/experimental/harbor/harbor_agent_function.py	101		COMMENT
LOW	examples/experimental/openenv/tb2_sandbox_modal.py	81	# Lifetime (see the orphan-reclamation note above). The TTL is a HARD ceiling on	COMMENT
LOW	examples/experimental/openenv/tb2_sandbox_recipe.py	341	# debian-ish (all 89 current TB2 images are debian/ubuntu based). Do	COMMENT
LOW	examples/experimental/openenv/tb2_sandbox_recipe.py	361	# package: local fixes (canonical evaluate, TB2_COMMAND_TIMEOUT_S)	COMMENT
LOW	examples/experimental/openenv/run-openenv-tbench2.py	81	openenv_env_url: str = os.environ.get("OPENENV_ENV_URL", "http://localhost:8003")	COMMENT
LOW	examples/experimental/openenv/run-openenv-tbench2.py	101	openenv_sandbox_backend: str = os.environ.get("OPENENV_SANDBOX_BACKEND", "")	COMMENT
LOW	examples/experimental/openenv/openenv_agent_function.py	61		COMMENT
LOW	examples/experimental/openenv/openenv_agent_function.py	161	_DEFAULT_ENV_URL = "http://localhost:8003"	COMMENT
LOW	examples/experimental/openenv/openenv_agent_function.py	181		COMMENT
LOW	examples/experimental/openenv/openenv_agent_function.py	321	# rejects an empty message content with "content cannot be empty".	COMMENT
LOW	…/openenv/glm52_tbench2/run_glm5_2_744b_a40b_daytona.py	81	openenv_run_id: str = os.environ.get("OPENENV_RUN_ID", "")	COMMENT
LOW	…erimental/openenv/glm52_tbench2/launch_16node_slurm.sh	1	#!/bin/bash	COMMENT
LOW	examples/experimental/search-r1/qa_em_format.py	1	# Adapt from https://github.com/PeterGriffinJin/Search-R1/blob/ceee7b89655ed52f205b9beb98e1190c3eedcfb0/verl/utils/rewar	COMMENT
LOW	…al/search-r1/local_dense_retriever/retrieval_server.py	1	# Copyright 2024 Bytedance Ltd. and/or its affiliates	COMMENT
LOW	…perimental/search-r1/local_dense_retriever/download.py	1	# Copyright 2024 Bytedance Ltd. and/or its affiliates	COMMENT
LOW	examples/experimental/hud/hud2048_config.yaml	1	# HUD 2048 (v6 browser starter). Sizing comes from measurements on this task;	COMMENT
LOW	examples/experimental/hud/hud2048_config.yaml	21	# Turns are the expensive axis -- every turn re-prefills the whole screenshot	COMMENT
LOW	examples/experimental/hud/hud2048_config.yaml	41	# Reward = which task template to train on. Of the starter's three 2048	COMMENT
LOW	…/swe-agent-harbor-docker/run_glm52_lora_tb2_daytona.py	101		COMMENT
LOW	…n-qwen2.5-3B-megatron-lora-disaggregated-multi-node.sh	1	#!/bin/bash	COMMENT
LOW	…n-qwen2.5-3B-megatron-lora-disaggregated-multi-node.sh	21	# Run the script once per node, with NODE_RANK 0 on the head node and a distinct	COMMENT
LOW	…n-qwen2.5-3B-megatron-lora-disaggregated-multi-node.sh	41	# env ${ENV} bash ...-multi-node.sh broadcast 3 # worker 3 (rollout node 1)	COMMENT
LOW	…_policy_distillation/run-qwen3-8B-opd-multi-teacher.sh	1	#!/bin/bash	COMMENT
LOW	…llation/qwen3_5_35b_selfdistill/phase1_rlvr_teacher.sh	1	#!/bin/bash	COMMENT
10 more matches not shown…

Self-Referential Comments12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	miles_plugins/mbridge/mimo.py	81	# Create a proxy name to use with parent class methods	COMMENT
MEDIUM	miles_plugins/models/qwen3_5.py	64	# Define the decoder block spec	COMMENT
MEDIUM	miles_plugins/models/qwen3_next.py	54	# Define the decoder block spec	COMMENT
MEDIUM	miles_plugins/models/glm5/glm5.py	758	# Define the decoder block spec	COMMENT
MEDIUM	tests/test_attention_output_gate_tp.py	138	# Create a full gate where each head has a distinct value	COMMENT
MEDIUM	miles/backends/megatron_utils/model_provider.py	255	# Define the decoder block spec	COMMENT
MEDIUM	miles/backends/megatron_utils/model_provider.py	263	# Define the decoder layer spec	COMMENT
MEDIUM	miles/backends/fsdp_utils/lr_scheduler.py	77	# Initialize parent class	COMMENT
MEDIUM	miles/utils/async_utils.py	31	# Create a background event loop thread	COMMENT
MEDIUM	miles/utils/http_utils.py	326	# Define the async actor	COMMENT
MEDIUM	miles/rollout/rm_hub/__init__.py	56	# This function is intended for remote or time-consuming reward model evaluation.	COMMENT
MEDIUM	examples/experimental/tau-bench/trainable_agents.py	212	# Initialize tracking variables	COMMENT

AI Structural Patterns39 hits · 34 pts

Severity	File	Line	Context
LOW	tools/convert_hf_to_int4_direct.py	118	CODE
LOW	docker/build.py	197	CODE
LOW	miles_plugins/models/hf_attention.py	71	CODE
LOW	miles_plugins/models/linear_attn.py	503	CODE
LOW	miles_plugins/models/glm5/glm5.py	193	CODE
LOW	miles_plugins/models/kimi_k3/layers.py	207	CODE
LOW	miles_plugins/models/kimi_k3/layers.py	318	CODE
LOW	miles_plugins/models/inkling/model.py	65	CODE
LOW	miles_plugins/models/glm5_next/dsa.py	164	CODE
LOW	miles_plugins/models/qwen3_8_next/gdn.py	173	CODE
LOW	miles_plugins/models/deepseek_v4/deepseek_v4.py	240	CODE
LOW	miles_plugins/models/deepseek_v4/ops/cp_utils.py	44	CODE
LOW	miles_plugins/models/deepseek_v4/ops/cp_utils.py	65	CODE
LOW	miles_plugins/models/deepseek_v4_1/deepseek_v4_1.py	466	CODE
LOW	tests/ci/ci_utils.py	415	CODE
LOW	tests/ci/test/test_comment_ci_command.py	234	CODE
LOW	…ast/backends/training_utils/loss/test_loss_snapshot.py	241	CODE
LOW	…s/fast/backends/sglang_utils/test_server_args_utils.py	59	CODE
LOW	tests/fast/utils/test_health_checker.py	26	CODE
LOW	tests/fast/utils/test_arguments.py	361	CODE
LOW	…d_utils/helm_backend/launcher/test_launch_lifecycle.py	482	CODE
LOW	tests/fast/utils/workers/test_ray_worker_manager.py	39	CODE
LOW	…ts/fast/utils/workers/test_ray_worker_manager_serve.py	92	CODE
LOW	tests/fast/utils/workers/reconcile/test_loop.py	52	CODE
LOW	tests/fast/rollout/generate_hub/test_single_turn.py	71	CODE
LOW	tests/fast/rollout/generate_utils/test_sample_utils.py	17	CODE
LOW	tests/fast/rollout/session/test_samples.py	33	CODE
LOW	tests/fast/dashboard/dummy_dump.py	60	CODE
LOW	tests/fast/ray/rollout/real_ray/conftest.py	36	CODE
LOW	…atron_to_hf/processors/quantizer_compressed_tensors.py	225	CODE
LOW	miles/backends/training_utils/loss/hub/math_utils.py	970	CODE
LOW	miles/utils/http_utils.py	386	CODE
LOW	miles/utils/distributed_utils.py	49	CODE
LOW	miles/utils/data.py	192	CODE
LOW	…les/utils/external_utils/command_utils/base_backend.py	131	CODE
LOW	miles/utils/external_utils/miles_workbench/__main__.py	41	CODE
LOW	examples/experimental/tau-bench/openai_tool_adapter.py	109	CODE
LOW	…al/search-r1/local_dense_retriever/retrieval_server.py	290	CODE
LOW	examples/retool_v2/tool_sandbox.py	351	CODE

Example Usage Blocks14 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW⚡	…_features/p2p_weight_transfer/prepare-qwen3-30B-A3B.sh	7	# Usage:	COMMENT
LOW	…p2p_weight_transfer/run-qwen3-30B-A3B-4node-profile.sh	8	# Usage:	COMMENT
LOW⚡	…a_features/p2p_weight_transfer/prepare-glm4.7-flash.sh	8	# Usage:	COMMENT
LOW⚡	…fra_features/p2p_weight_transfer/prepare-glm4.5-air.sh	10	# Usage:	COMMENT
LOW	…les/infra_features/p2p_weight_transfer/prepare-glm5.sh	11	# Usage:	COMMENT
LOW⚡	…eatures/p2p_weight_transfer/prepare-qwen3-235b-A22B.sh	8	# Usage:	COMMENT
LOW	…/p2p_weight_transfer/run-glm4.7-flash-2node-profile.sh	5	# Usage:	COMMENT
LOW	…es/p2p_weight_transfer/run-glm4.5-air-8node-profile.sh	11	# Usage:	COMMENT
LOW	…eatures/p2p_weight_transfer/run-glm5-disagg-profile.sh	11	# Usage:	COMMENT
LOW	…_weight_transfer/run-qwen3-235B-A22B-16node-profile.sh	5	# Usage:	COMMENT
LOW	…ures/p2p_weight_transfer/run-kimi-k2-64node-profile.sh	9	# Usage:	COMMENT
LOW⚡	…/infra_features/p2p_weight_transfer/prepare-kimi-k2.sh	11	# Usage:	COMMENT
LOW	…n-qwen2.5-3B-megatron-lora-disaggregated-multi-node.sh	15	# Usage:	COMMENT
LOW	examples/geo3k_vlm/run_geo3k_vlm.sh	5	# Usage:	COMMENT

Overly Generic Function Names13 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	…/scripts/tests/proof_generator/test_script_and_diff.py	113	"model.py": ("def keep():\n return 0\n\n\ndef helper(x):\n return x + 1\n"),	CODE
LOW	…/scripts/tests/proof_generator/test_script_and_diff.py	135	"def helper(x):\n"	CODE
LOW	…rify/scripts/tests/proof_generator/test_infer_moves.py	37	"model.py": ("def keep():\n return 0\n\n\ndef helper(x):\n return x + 1\n"),	CODE
LOW	…rify/scripts/tests/proof_generator/test_infer_moves.py	59	"def helper(x):\n"	CODE
LOW⚡	…ipts/tests/reproduction_utils/test_extract_function.py	159	signature=" def helper(self):",	CODE
LOW⚡	…ipts/tests/reproduction_utils/test_extract_function.py	169	assert " def helper(self):\n val = compute_thing()\n" in out	CODE
LOW⚡	…y/scripts/tests/reproduction_utils/test_move_symbol.py	63	(tmp_path / "src.py").write_text("class Old:\n @staticmethod\n def helper(x):\n return x * 2\n")	CODE
LOW⚡	…y/scripts/tests/reproduction_utils/test_move_symbol.py	67	assert "def helper(x):\n return x * 2\n" in (tmp_path / "dst.py").read_text()	CODE
LOW⚡	…y/scripts/tests/reproduction_utils/test_move_symbol.py	222	" def helper(y):\n"	CODE
LOW⚡	…y/scripts/tests/reproduction_utils/test_move_symbol.py	230	assert " @staticmethod\n def helper(y):\n" in dst_out	CODE
LOW⚡	…y/scripts/tests/reproduction_utils/test_move_symbol.py	265	(tmp_path / "src.py").write_text("def helper(x):\n return x + 1\n")	CODE
LOW⚡	…y/scripts/tests/reproduction_utils/test_move_symbol.py	320	(tmp_path / "src.py").write_text("def helper(x):\n return x\n")	CODE
LOW⚡	…y/scripts/tests/reproduction_utils/test_move_symbol.py	324	assert " def helper(x):\n return x\n" in (tmp_path / "dst.py").read_text()	CODE

Fake / Example Data18 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	tests/fast/rollout/generate_hub/test_single_turn.py	252	"process_fn_kwargs": {"routed_experts": "placeholder"},	CODE
LOW⚡	tests/fast/ray/specs/test_inference.py	1159	{"worker_type": "placeholder", "num_gpus": gpu_offset, "num_gpus_per_engine": num_gpus_per_engine}	CODE
LOW	tests/fast/ray/specs/test_inference.py	546	{"worker_type": "placeholder", "num_gpus": 4, "num_gpus_per_engine": 4},	CODE
LOW	tests/fast/ray/specs/test_inference.py	680	{"worker_type": "placeholder", "num_gpus": 4, "num_gpus_per_engine": 4},	CODE
LOW	tests/fast/ray/specs/test_inference.py	904	if group_cfg.worker_type != "placeholder":	CODE
LOW	tests/fast/ray/specs/test_inference.py	1146	{"worker_type": "placeholder", "num_gpus": 12, "num_gpus_per_engine": 12},	CODE
LOW	tests/fast/ray/specs/test_entrypoint.py	61	{"worker_type": "placeholder", "num_gpus": 4, "num_gpus_per_engine": 4},	CODE
LOW	…/ray/rollout/test_rollout_server_expected_num_cells.py	28	dict(worker_type="placeholder", num_gpus=8, num_gpus_per_engine=4),	CODE
LOW	…/ray/rollout/test_rollout_server_expected_num_cells.py	48	dict(worker_type="placeholder", num_gpus=2, num_gpus_per_engine=2),	CODE
LOW	tests/fast/ray/rollout/test_config_matrix.py	90	@pytest.mark.parametrize("wt", ["regular", "prefill", "decode", "placeholder"])	CODE
LOW⚡	tests/fast/ray/rollout/test_debug_data.py	33	with pytest.raises(AssertionError, match="placeholder"):	CODE
LOW⚡	miles/backends/sglang_utils/sglang_config.py	25	worker_type: One of "regular", "prefill", "decode", or "placeholder".	STRING
LOW⚡	miles/backends/sglang_utils/sglang_config.py	26	"placeholder" reserves GPU slots without creating engines.	STRING
LOW⚡	miles/backends/sglang_utils/sglang_config.py	35	worker_type: Literal["regular", "prefill", "decode", "placeholder"]	CODE
LOW	miles/backends/sglang_utils/sglang_config.py	145	worker_type: Literal["regular", "prefill", "decode", "placeholder"]	CODE
LOW	miles/backends/sglang_utils/sglang_config.py	261	if group.worker_type != "placeholder"	CODE
LOW	miles/utils/debug_utils/send_to_sglang.py	53	client = AsyncOpenAI(api_key="dummy_key", base_url=url)	CODE
LOW	miles/ray/specs/inference.py	284	if server_group_config.worker_type != "placeholder"	CODE

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	miles/backends/sglang_utils/sglang_api_client.py	93	Run /health_generate on the underlying SGLang HTTP server. Args: timeout: Timeout for the health re	STRING
HIGH	examples/experimental/tau-bench/openai_tool_adapter.py	52	Parse sglang response to OpenAI compatible format Args: response: Raw response text from s	STRING
HIGH	examples/experimental/tau-bench/generate_with_tau.py	118	Generate a complete agent-environment interaction trajectory for tau-bench. This is the main entry point for m	STRING

Redundant / Tautological Comments10 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	miles_plugins/mbridge/mimo.py	51	# Check if this is an MTP layer weight	COMMENT
LOW	tests/ci/ci_utils.py	585	# Check if we should retry	COMMENT
LOW	miles/backends/megatron_utils/model_provider.py	159	# Check if the custom provider supports vp_stage parameter	COMMENT
LOW	miles/backends/megatron_utils/model_provider.py	292	# Check if fp8_model_init supports preserve_high_precision_init_val	COMMENT
LOW	miles/backends/fsdp_utils/arguments.py	90	if hasattr(f.type, "__args__"): # Check if it's a Union type	CODE
LOW	miles/backends/training_utils/metrics/log_utils.py	379	if val: # Check if val is not empty	CODE
LOW	miles/utils/hf_utils/config.py	29	# Set True to override transformers' native config.	COMMENT
LOW	examples/experimental/tau-bench/trainable_agents.py	321	# Check if done	COMMENT
LOW	examples/experimental/search-r1/qa_em_format.py	86	# Check if this is a tag	COMMENT
LOW	examples/retool_v2/tool_sandbox.py	235	# Return result	COMMENT

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	miles/rollout/on_policy_distillation.py	433	# If you have task rewards, you can add them here.	COMMENT
MEDIUM	examples/on_policy_distillation/run-qwen3-8B-opd.sh	9	TEACHER_IP="127.0.0.1" # Use localhost here, you can change it to your IP	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings