ai-dynamo/dynamo

Pattern Findings

The scanner identified 19405 distinct pattern matches across 27 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 Identifiers9851 hits · 8872 pts

Severity	File	Line	Snippet	Context
LOW	conftest.py	80	def _patched_get_preparation_data(name):	CODE
LOW⚡	deploy/power-agent/power_agent.py	130	def _extract_pod_uid_from_cgroup(pid: int) -> Optional[str]:	CODE
LOW⚡	deploy/power-agent/power_agent.py	1010	def _restore_orphaned_gpus_on_startup(actuator: Actuator) -> None:	CODE
LOW	deploy/power-agent/power_agent.py	252	def _load_previously_managed_gpus() -> set[str]:	CODE
LOW	deploy/power-agent/power_agent.py	299	def _record_managed_gpu_by_uuid(uuid: str) -> None:	CODE
LOW	deploy/power-agent/power_agent.py	339	def _flush_pending_acquisitions() -> None:	CODE
LOW	deploy/power-agent/power_agent.py	521	def _retire_actuator_ownership(actuator: Actuator, uuid: str) -> None:	CODE
LOW	deploy/power-agent/power_agent.py	582	def _flush_pending_retirements() -> None:	CODE
LOW	deploy/power-agent/actuator.py	1170	def _coerce_power_limit_watts(value: Any, field_name: str, gpu_idx: int) -> int:	CODE
LOW	deploy/power-agent/tests/test_multi_pod_policy.py	59	def safe_default_applied_total(self):	CODE
LOW	deploy/power-agent/tests/test_multi_pod_policy.py	77	def test_single_pod_apply_annotation(self):	CODE
LOW	deploy/power-agent/tests/test_multi_pod_policy.py	101	def test_no_parseable_annotation(self):	CODE
LOW⚡	deploy/power-agent/tests/test_multi_pod_policy.py	113	def test_invalid_annotation_value(self):	CODE
LOW⚡	deploy/power-agent/tests/test_multi_pod_policy.py	121	def test_three_pods_all_agree(self):	CODE
LOW⚡	deploy/power-agent/tests/test_multi_pod_policy.py	131	def test_multipod_missing_annotation_on_one_pod_is_conflict(self):	CODE
LOW	deploy/power-agent/tests/test_multi_pod_policy.py	153	def test_multipod_invalid_annotation_on_one_pod_is_conflict(self):	CODE
LOW	deploy/power-agent/tests/test_multi_pod_policy.py	167	def test_multipod_all_missing_is_conflict(self):	CODE
LOW⚡	deploy/power-agent/tests/test_orphan_recovery.py	107	def test_unmanaged_uuid_is_skipped(self):	CODE
LOW⚡	deploy/power-agent/tests/test_orphan_recovery.py	161	def test_gpu_with_running_pids_is_skipped(self):	CODE
LOW⚡	deploy/power-agent/tests/test_orphan_recovery.py	236	def test_one_gpu_failure_does_not_abort_others(self):	CODE
LOW⚡	deploy/power-agent/tests/test_orphan_recovery.py	275	def test_successful_restore_discards_uuid(self):	CODE
LOW⚡	deploy/power-agent/tests/test_orphan_recovery.py	560	def test_inconclusive_read_skips_recovery_and_does_not_rewrite(self):	CODE
LOW⚡	deploy/power-agent/tests/test_orphan_recovery.py	590	def test_persist_failure_queues_retirements_and_does_not_raise(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	140	def test_no_managed_uuids_means_no_writes(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	195	def test_idle_managed_gpu_delegates_to_restore_by_uuid(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	211	def test_caller_does_not_read_current_or_default(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	291	def test_at_default_gpu_retires_ownership(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	319	def test_retired_uuid_is_not_clobbered_on_next_startup(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	381	def test_true_return_discards_uuid(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	391	def test_none_return_retires_ownership(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	405	def test_false_return_retains_uuid(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	436	def test_absent_uuid_is_pruned_on_complete_scan_without_hardware_write(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	462	def test_absent_uuid_pruned_when_no_devices_present(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	474	def test_incomplete_scan_retains_unobserved_uuid_and_skips_hardware(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	495	def test_busy_gpu_behind_inconclusive_scan_keeps_its_cap(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	521	def test_uuid_moved_to_new_index_after_growth_is_not_pruned(self):	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	609	def test_reconcile_flush_persists_queued_startup_retirement(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	34	def test_fresh_module_copy_shares_managed_state(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	71	def test_handler_sets_shutdown_event(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	76	def test_handler_does_no_cleanup_work(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	96	def test_cleanup_runs_once_on_normal_shutdown(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	108	def test_cleanup_still_runs_when_reconcile_raises(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	128	def test_restores_default_via_actuator_for_each_managed_gpu(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	141	def test_dcgm_actuator_routes_restore_through_dcgm(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	154	def test_per_gpu_restore_failure_does_not_prevent_shutdown(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	167	def test_actuator_shutdown_failure_is_logged_not_raised(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	181	def test_no_managed_gpus_still_shuts_actuator_down(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	210	def test_successful_restore_prunes_uuid_and_persists(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	226	def test_successful_restore_prunes_actuator_managed_uuid_when_available(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	253	def test_skipped_restore_does_not_prune(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	270	def test_failed_restore_does_not_prune(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	291	def test_uuid_lookup_failure_is_logged_but_not_fatal(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	309	def test_persist_failure_does_not_prevent_shutdown(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	382	def test_sweep_restores_leaked_uuid_not_in_index_set(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	399	def test_sweep_ignores_unowned_persisted_uuid(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	416	def test_sweep_retires_owned_uuid_already_at_default(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	430	def test_sweep_keeps_uuid_on_inconclusive_scan(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	444	def test_sweep_exception_keeps_uuid_and_still_shuts_down(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	458	def test_indexed_restore_retires_uuid_before_sweep(self):	CODE
LOW	deploy/power-agent/tests/test_shutdown.py	507	def test_sweep_does_not_run_on_nvml_actuator(self):	CODE
9791 more matches not shown…

Decorative Section Separators1708 hits · 5979 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	deploy/power-agent/power_agent.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/power_agent.py	120	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/power_agent.py	1005	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/power_agent.py	1007	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/power_agent.py	1680	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/power_agent.py	1682	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	156	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	368	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	370	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	451	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	453	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	824	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	826	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	852	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	854	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	1162	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	1164	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	1260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/power_agent.py	1262	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/actuator.py	764	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/actuator.py	766	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/actuator.py	2043	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/actuator.py	2045	# ------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/actuator.py	640	# ------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/actuator.py	642	# ------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/actuator.py	833	# ------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/actuator.py	835	# ------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/actuator.py	1200	# ------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/actuator.py	1202	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	103	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	155	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	157	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	232	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	269	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	271	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	549	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	551	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	579	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deploy/power-agent/tests/test_orphan_recovery.py	581	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/test_orphan_recovery.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/test_orphan_recovery.py	43	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/test_orphan_recovery.py	182	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/test_orphan_recovery.py	184	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/test_orphan_recovery.py	359	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/test_orphan_recovery.py	361	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/test_orphan_recovery.py	419	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/test_orphan_recovery.py	421	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/e2e_actuator_parity.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/e2e_actuator_parity.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/e2e_actuator_parity.py	93	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/e2e_actuator_parity.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/e2e_actuator_parity.py	141	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/e2e_actuator_parity.py	143	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/e2e_actuator_parity.py	223	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/power-agent/tests/e2e_actuator_parity.py	226	# ---------------------------------------------------------------------------	COMMENT
1648 more matches not shown…

Over-Commented Block2741 hits · 2642 pts

Severity	File	Line	Snippet	Context
LOW	deny.toml	1	# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	conftest.py	21	from tests.marker_categories import REQUIRED_CATEGORIES	COMMENT
LOW	.pre-commit-config.yaml	1	# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	pyproject.toml	241	# FIXME: Get relative/generic blob paths to work here	COMMENT
LOW	deploy/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	deploy/power-agent/pytest.ini	1	# Standalone pytest config for the power-agent deployable unit.	COMMENT
LOW	deploy/power-agent/managed_state.py	61	# currently OWNS a below-default cap on — added on a successful cap write and	COMMENT
LOW	deploy/power-agent/power_agent.py	81	RECONCILE_INTERVAL_S = 15	COMMENT
LOW	deploy/power-agent/power_agent.py	101	# client (see `_build_k8s_core_v1`) — the 15s reconcile loop is the only retry	COMMENT
LOW	deploy/power-agent/power_agent.py	281	return uuid.decode("ascii") if isinstance(uuid, bytes) else uuid	COMMENT
LOW	deploy/power-agent/power_agent.py	701	# that fallback would make managed_uuid == uuid, silently pass the	COMMENT
LOW	deploy/power-agent/power_agent.py	1061		COMMENT
LOW	deploy/power-agent/power_agent.py	1081	# Bind the idle check to `uuid` (same reason as the reconcile path):	COMMENT
LOW	deploy/power-agent/power_agent.py	1101	# index's identity could not be confirmed at write time / a mid	COMMENT
LOW	deploy/power-agent/power_agent.py	1281	raise RuntimeError("pynvml is required — install pynvml or nvidia-ml-py")	COMMENT
LOW	deploy/power-agent/power_agent.py	1341	# TODO(#9682 follow-up): this polls a full pod LIST per agent every	COMMENT
LOW	deploy/power-agent/power_agent.py	1441	if _shutdown.is_set():	COMMENT
LOW	deploy/power-agent/power_agent.py	1621		COMMENT
LOW	deploy/power-agent/power_agent.py	1781	if __name__ == "__main__":	COMMENT
LOW	deploy/power-agent/actuator.py	601	# init() would leak one refcount per reconnect and leave NVML	COMMENT
LOW	deploy/power-agent/actuator.py	621	# In-process restore identity snapshot. `_managed_gpu_indices` stores	COMMENT
LOW	deploy/power-agent/actuator.py	821		COMMENT
LOW	deploy/power-agent/actuator.py	1241	# establish which physical GPU that is, we cannot guarantee the cap	COMMENT
LOW	deploy/power-agent/actuator.py	1261	gpu_idx,	COMMENT
LOW	deploy/power-agent/actuator.py	1421	# the Set, and no post-Set reconnect-capable re-read that a	COMMENT
LOW	deploy/power-agent/actuator.py	1501		COMMENT
LOW	deploy/power-agent/actuator.py	1581	# Guard the write with the UUID we intend to restore so a reconnect	COMMENT
LOW	deploy/power-agent/tests/test_dcgm_actuator.py	901	nvml = MagicMock()	COMMENT
LOW	deploy/utils/dynamo_deployment.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	deploy/utils/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	deploy/utils/kubernetes.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	deploy/utils/convert_api_version.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	deploy/utils/tests/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	deploy/utils/tests/test_convert_api_version.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	deploy/pre-deployment/pre-deployment-check.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ploy/inference-gateway/ext-proc/tests/ext_proc_test.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…oy/inference-gateway/ext-proc/examples/onramp/agg.yaml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…oy/inference-gateway/ext-proc/examples/onramp/agg.yaml	21	# The EPP runs the runtime-free selection service in-process, so there is NO	COMMENT
LOW	…oy/inference-gateway/ext-proc/examples/onramp/agg.yaml	41	# - A secret `hf-token-secret` with key `HF_TOKEN` for the vLLM worker.	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	261	/// router accepts without checking.	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	281	// the body.	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	341	}	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	381	routing_constraints,	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	441	}	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	501	allowed_worker_ids,	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	881	///	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	921	/// helper additionally validates the address and port before comparing an	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	941	/// `"main"` hashes to the pod identity (`hash_container_name`), so a pod whose	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	981	///	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	1141	// During a relist the reflector emits Init + one InitApply per	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/epp.rs	1221	tokio::spawn(run_pod_reflector(	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/lib.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…nference-gateway/ext-proc/src/epp_standalone_config.rs	121	pub inference_pool_name: String,	COMMENT
LOW	…nference-gateway/ext-proc/src/epp_standalone_config.rs	141	#[validate(range(min = 1, message = "DYN_KV_CACHE_BLOCK_SIZE must be >= 1"))]	COMMENT
LOW	…nference-gateway/ext-proc/src/epp_standalone_config.rs	161	message = "DYN_EPP_KV_EVENT_REPLAY_PORT must be greater than zero when set"	COMMENT
LOW	…nference-gateway/ext-proc/src/epp_standalone_config.rs	261	/// Reject `DYN_KUBE_DISCOVERY_MODE=container` (e.g. intra-pod GMS failover)	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/server.rs	661	// In streaming mode the upstream flushes HTTP	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/server.rs	781	/// * We tokenize it.	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/server.rs	801	/// Streaming the response also requires `FULL_DUPLEX_STREAMED` specifically:	COMMENT
LOW	deploy/inference-gateway/ext-proc/src/peer_discovery.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
2681 more matches not shown…

Empty Error Handlers275 hits · 1348 pts

Severity	File	Line	Snippet	Context
HIGH	conftest.py	85	except Exception:	CODE
HIGH	hatch_build.py	56	except (subprocess.CalledProcessError, FileNotFoundError):	CODE
HIGH	deploy/power-agent/tests/e2e_actuator_parity.py	509	except Exception:	CODE
HIGH	deploy/utils/kubernetes.py	98	except Exception:	CODE
HIGH	deploy/utils/kubernetes.py	134	except Exception:	CODE
HIGH	…ploy/operator/api/scripts/generate_pydantic_from_go.py	121	except (subprocess.CalledProcessError, FileNotFoundError):	CODE
HIGH	deploy/operator/api/scripts/validate_pydantic_models.py	39	except (subprocess.CalledProcessError, FileNotFoundError):	CODE
HIGH	deploy/operator/api/scripts/validate_pydantic_models.py	195	except pydantic.ValidationError:	CODE
HIGH	deploy/operator/api/scripts/validate_pydantic_models.py	202	except pydantic.ValidationError:	CODE
HIGH	tests/report_pytest_markers.py	713	except (KeyError, AttributeError):	CODE
HIGH	tests/report_pytest_markers.py	724	except (ImportError, AttributeError):	CODE
HIGH	tests/report_pytest_markers.py	502	except (ImportError, AttributeError):	CODE
HIGH	tests/frontend/test_request_tracing_logs.py	483	except (	CODE
HIGH	tests/frontend/test_request_tracing_logs.py	560	except (	CODE
HIGH	tests/frontend/test_request_tracing_logs.py	685	except (	CODE
HIGH	tests/frontend/test_request_tracing_logs.py	721	except (	CODE
HIGH	tests/frontend/test_frontend_route_extension.py	121	except requests.RequestException:	CODE
HIGH	tests/gpu_memory_service/test_shadow_failover.py	60	except ChildProcessError:	CODE
HIGH	tests/deploy/dgd_utils.py	1633	except ValueError:	CODE
HIGH	tests/utils/profile_pytest.py	162	except OSError:	CODE
HIGH	tests/utils/profile_pytest.py	262	except pynvml.NVMLError:	CODE
HIGH	tests/utils/test_managed_process_teardown.py	71	except psutil.NoSuchProcess:	CODE
HIGH	tests/utils/test_managed_process_teardown.py	299	except (ProcessLookupError, PermissionError, OSError):	CODE
HIGH	tests/utils/test_managed_process_teardown.py	344	except (ProcessLookupError, PermissionError, OSError):	CODE
HIGH	tests/utils/test_managed_process_teardown.py	255	except (ProcessLookupError, OSError):	CODE
HIGH	tests/utils/test_managed_process_teardown.py	308	except (ProcessLookupError, PermissionError, OSError):	CODE
HIGH	tests/utils/test_managed_process_teardown.py	353	except (ProcessLookupError, PermissionError, OSError):	CODE
HIGH	tests/utils/vram_utils.py	112	except (OSError, ValueError):	CODE
HIGH	tests/utils/vram_utils.py	121	except (OSError, ValueError):	CODE
HIGH	tests/utils/vram_utils.py	146	except (OverflowError, ValueError):	CODE
HIGH	tests/utils/managed_process.py	574	except psutil.NoSuchProcess:	CODE
HIGH	tests/utils/managed_process.py	586	except ProcessLookupError:	CODE
HIGH	tests/utils/managed_process.py	625	except ProcessLookupError:	CODE
HIGH	tests/utils/managed_process.py	317	except (	CODE
HIGH	tests/utils/managed_process.py	612	except (ProcessLookupError, OSError):	CODE
HIGH	tests/utils/managed_process.py	892	except (	CODE
HIGH	tests/utils/managed_process.py	566	except (ProcessLookupError, OSError):	CODE
HIGH	tests/fault_tolerance/test_unified_canary.py	45	except (requests.exceptions.RequestException, ValueError):	CODE
HIGH	tests/fault_tolerance/client.py	67	except json.JSONDecodeError:	CODE
HIGH	tests/fault_tolerance/test_canary_rank_pause.py	118	except psutil.NoSuchProcess:	CODE
HIGH	tests/fault_tolerance/test_canary_rank_pause.py	203	except ProcessLookupError:	CODE
HIGH	tests/fault_tolerance/cancellation/test_vllm.py	190	except FileNotFoundError:	CODE
HIGH	tests/fault_tolerance/cancellation/test_sglang.py	143	except FileNotFoundError:	CODE
HIGH	tests/fault_tolerance/cancellation/utils.py	621	except ValueError:	CODE
HIGH	tests/fault_tolerance/cancellation/utils.py	456	except ValueError:	CODE
HIGH	tests/fault_tolerance/cancellation/utils.py	495	except ValueError:	CODE
HIGH	…ware/fault_injection_service/helpers/k8s_operations.py	227	except Exception:	CODE
HIGH	tests/fault_tolerance/deploy/client.py	414	except ProcessLookupError:	CODE
HIGH	tests/fault_tolerance/deploy/legacy_client.py	302	except Exception:	CODE
HIGH	tests/fault_tolerance/deploy/legacy_client.py	134	except ValueError:	CODE
HIGH	tests/fault_tolerance/deploy/test_deployment.py	58	except (KeyError, AttributeError):	CODE
HIGH	tests/fault_tolerance/etcd_ha/test_vllm.py	149	except FileNotFoundError:	CODE
HIGH	tests/fault_tolerance/etcd_ha/test_vllm.py	568	except psutil.NoSuchProcess:	CODE
HIGH	tests/fault_tolerance/etcd_ha/test_trtllm.py	105	except FileNotFoundError:	CODE
HIGH	tests/fault_tolerance/etcd_ha/test_sglang.py	121	except FileNotFoundError:	CODE
HIGH	tests/fault_tolerance/etcd_ha/utils.py	171	except FileNotFoundError:	CODE
HIGH	tests/fault_tolerance/migration/test_sglang.py	75	except (psutil.AccessDenied, psutil.NoSuchProcess):	CODE
HIGH	tests/fault_tolerance/migration/test_sglang.py	73	except (ProcessLookupError, OSError):	CODE
HIGH	tests/fault_tolerance/migration/test_sglang.py	90	except ProcessLookupError:	CODE
HIGH	tests/fault_tolerance/migration/utils.py	226	except FileNotFoundError:	CODE
215 more matches not shown…

Unused Imports1171 hits · 1105 pts

Severity	File	Line	Context
LOW	conftest.py	12	CODE
LOW	deploy/power-agent/actuator.py	39	CODE
LOW	deploy/power-agent/tests/test_orphan_recovery.py	33	CODE
LOW	deploy/power-agent/tests/e2e_actuator_parity.py	43	CODE
LOW	deploy/power-agent/tests/test_managed_state_parser.py	35	CODE
LOW	deploy/power-agent/tests/test_reconcile_wiring.py	27	CODE
LOW	deploy/power-agent/tests/test_multi_dgd_topology.py	37	CODE
LOW	deploy/power-agent/tests/test_dcgm_actuator.py	34	CODE
LOW	tests/report_pytest_markers.py	14	CODE
LOW	tests/frontend/realtime_omni_mock_worker.py	14	CODE
LOW	tests/frontend/test_vllm_prepost_integration.py	4	CODE
LOW	tests/frontend/test_completion_mocker_engine.py	11	CODE
LOW	tests/frontend/test_vllm.py	12	CODE
LOW	tests/frontend/test_request_tracing_logs.py	14	CODE
LOW	tests/frontend/realtime_echo_worker.py	13	CODE
LOW	tests/frontend/test_realtime_python_bridge.py	18	CODE
LOW	tests/frontend/test_unified_worker_otlp_export.py	14	CODE
LOW	tests/frontend/vllm_prepost_worker.py	6	CODE
LOW	tests/frontend/router_ais_image_smoke.py	6	CODE
LOW	tests/frontend/test_sglang_generate_mocker.py	6	CODE
LOW	tests/frontend/test_anthropic_messages_stream_usage.py	30	CODE
LOW	tests/frontend/test_frontend_route_construction.py	11	CODE
LOW	tests/frontend/test_realtime_omni_bridge.py	19	CODE
LOW	tests/frontend/test_self_host_metadata.py	17	CODE
LOW	tests/frontend/http_status_propagation_worker.py	18	CODE
LOW	tests/frontend/test_prompt_embeds.py	20	CODE
LOW	tests/frontend/route_extension_provider.py	17	CODE
LOW	tests/frontend/test_http_status_propagation.py	11	CODE
LOW	tests/frontend/test_frontend_route_extension.py	19	CODE
LOW	tests/frontend/test_unified_worker_tracing_smoke.py	17	CODE
LOW	tests/frontend/test_tool_calling_sglang.py	16	CODE
LOW	tests/frontend/test_frontend_route_extension_mode.py	13	CODE
LOW	tests/frontend/grpc/test_tensor_mocker_engine.py	13	CODE
LOW	…s/gpu_memory_service/test_restored_engine_reconnect.py	18	CODE
LOW	tests/gpu_memory_service/conftest.py	11	CODE
LOW	tests/gpu_memory_service/test_shadow_failover.py	4	CODE
LOW	tests/gpu_memory_service/flow_assertions.py	4	CODE
LOW	tests/gpu_memory_service/test_pause_resume.py	4	CODE
LOW	tests/gpu_memory_service/common/runtime.py	6	CODE
LOW	tests/gpu_memory_service/common/_gms_server_runner.py	12	CODE
LOW	tests/gpu_memory_service/common/gms.py	6	CODE
LOW	tests/deploy/test_dgdr_h100.py	6	CODE
LOW	tests/deploy/test_dgdr.py	6	CODE
LOW	tests/deploy/dgdr_utils.py	6	CODE
LOW	tests/runtime/test_fetch_model_runtime_bridge.py	4	CODE
LOW	tests/runtime/test_sample_multimodal_smoke.py	6	CODE
LOW	tests/dependencies/test_aisimulate_namespaces.py	6	CODE
LOW	tests/dependencies/test_no_software_video_codecs.py	33	CODE
LOW	tests/dependencies/test_aisimulate_consistency.py	6	CODE
LOW	tests/utils/gpu_args.py	6	CODE
LOW	tests/utils/http_checks.py	6	CODE
LOW	tests/utils/sglang_generate.py	10	CODE
LOW	tests/utils/vram_utils.py	21	CODE
LOW	tests/utils/test_http_checks.py	4	CODE
LOW	tests/utils/collection_env_guard.py	6	CODE
LOW	tests/utils/pytest_parallel_gpu.py	26	CODE
LOW	tests/utils/router_logs.py	6	CODE
LOW	tests/utils/managed_process.py	20	CODE
LOW	tests/utils/payloads.py	33	CODE
LOW	tests/utils/payloads.py	34	CODE
1111 more matches not shown…

Excessive Try-Catch Wrapping981 hits · 939 pts

Severity	File	Line	Snippet	Context
LOW	conftest.py	85	except Exception:	CODE
LOW⚡	deploy/power-agent/power_agent.py	989	except Exception as e:	CODE
LOW⚡	deploy/power-agent/power_agent.py	997	except Exception:	CODE
LOW⚡	deploy/power-agent/power_agent.py	1671	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	322	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	353	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	439	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	571	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	595	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	662	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	698	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	789	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	919	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	928	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	944	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	968	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	1120	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	1150	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	1387	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	1481	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	1504	except Exception as e:	CODE
LOW	deploy/power-agent/power_agent.py	1565	except Exception as e:	CODE
LOW⚡	deploy/power-agent/actuator.py	756	except Exception:	CODE
LOW⚡	deploy/power-agent/actuator.py	2034	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	302	except Exception:	CODE
LOW	deploy/power-agent/actuator.py	329	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	342	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	489	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	726	except Exception:	CODE
LOW	deploy/power-agent/actuator.py	735	except Exception:	CODE
LOW	deploy/power-agent/actuator.py	806	except Exception:	CODE
LOW	deploy/power-agent/actuator.py	871	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	1254	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	1438	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	1560	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	1739	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	1851	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	1954	except Exception as e:	CODE
LOW	deploy/power-agent/actuator.py	2022	except Exception as e:	CODE
LOW	deploy/power-agent/tests/e2e_actuator_parity.py	480	except Exception as e:	CODE
LOW	deploy/power-agent/tests/e2e_actuator_parity.py	509	except Exception:	CODE
LOW	deploy/utils/dynamo_deployment.py	160	except Exception:	CODE
LOW	deploy/utils/dynamo_deployment.py	349	except Exception:	CODE
LOW	deploy/utils/dynamo_deployment.py	525	except Exception as e:	CODE
MEDIUM	deploy/utils/dynamo_deployment.py	629	print(f"Error getting logs for pod {pod.metadata.name}: {e}")	CODE
LOW	deploy/utils/dynamo_deployment.py	672	except Exception as e:	CODE
LOW	deploy/utils/kubernetes.py	98	except Exception:	CODE
LOW	deploy/utils/kubernetes.py	103	except Exception as e:	CODE
LOW	deploy/utils/kubernetes.py	134	except Exception:	CODE
LOW	deploy/utils/kubernetes.py	184	except Exception as e:	CODE
LOW	deploy/operator/internal/dynamo/backend_vllm.go	245	except Exception as e:	CODE
LOW	deploy/operator/internal/dynamo/backend_vllm.go	263	except Exception as e:	CODE
MEDIUM	deploy/operator/internal/dynamo/backend_vllm.go	220	def leader_pod_is_healthy():	CODE
MEDIUM	…ploy/operator/api/scripts/generate_pydantic_from_go.py	643	print(f"Error: Input file not found: {args.input}")	CODE
MEDIUM	tests/conftest.py	903	def check():	CODE
LOW	tests/conftest.py	513	except Exception as exc:	CODE
LOW	tests/conftest.py	657	except Exception as exc:	CODE
LOW	tests/conftest.py	858	except Exception as e:	CODE
LOW	tests/conftest.py	917	except Exception:	CODE
LOW	tests/conftest.py	938	except Exception as e:	CODE
921 more matches not shown…

Structural Annotation Overuse425 hits · 740 pts

Severity	File	Line	Snippet	Context
LOW⚡	deploy/pre-deployment/nixl/README.md	97	### Step 1: Build nixlbench Docker Image	COMMENT
LOW⚡	deploy/pre-deployment/nixl/README.md	104	### Step 2: Update Deployment YAML File	COMMENT
LOW⚡	deploy/pre-deployment/nixl/README.md	110	### Step 3: Deploy to Kubernetes	COMMENT
LOW⚡	deploy/observability/cleanup-monitoring.sh	18	# Step 1: Delete Grafana dashboard ConfigMap	COMMENT
LOW⚡	deploy/observability/cleanup-monitoring.sh	23	# Step 2: Revert DCGM custom metrics configuration	COMMENT
LOW	deploy/observability/cleanup-monitoring.sh	43	# Step 3: Revert Dynamo operator Prometheus endpoint	COMMENT
LOW⚡	deploy/observability/cleanup-monitoring.sh	64	# Step 4: Uninstall kube-prometheus-stack	COMMENT
LOW⚡	deploy/observability/cleanup-monitoring.sh	72	# Step 5: Delete monitoring namespace (optional)	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	20	# Step 1: Add Helm repositories	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	27	# Step 2: Update Helm repositories	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	32	# Step 3: Install kube-prometheus-stack	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	67	# Step 4: Wait for pods to be ready	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	73	# Step 5: Verify installation	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	78	# Step 6: Update Dynamo operator with Prometheus endpoint	COMMENT
LOW	deploy/observability/setup-monitoring.sh	102	# Step 7: Configure DCGM custom metrics for NVLink profiling	COMMENT
LOW	deploy/observability/setup-monitoring.sh	123	# Step 8: Verify DCGM ServiceMonitor exists (created by GPU operator during cluster setup)	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	136	# Step 9: Deploy Grafana dashboard ConfigMap	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	142	# Step 10: Get Grafana credentials	COMMENT
LOW	deploy/operator/internal/dynamo/backend_vllm.go	416	// Step 1: Check explicit override	COMMENT
LOW	deploy/operator/internal/dynamo/backend_vllm.go	431	// Step 2: Check operator origin version gate	COMMENT
LOW	…ontroller/dynamocomponentdeployment_controller_test.go	1792	// Step 1: Create the deployment with 1 replica	COMMENT
LOW	…ontroller/dynamocomponentdeployment_controller_test.go	1806	// Step 2: Manually update the deployment to 2 replicas (simulating manual edit)	COMMENT
LOW⚡	…ontroller/dynamocomponentdeployment_controller_test.go	1824	// Step 3: Call createOrUpdateOrDeleteDeployments again - it should reconcile back to 1 replica	COMMENT
LOW⚡	…ontroller/dynamocomponentdeployment_controller_test.go	1830	// Step 4: Verify the deployment was reconciled back to 1 replica	COMMENT
LOW⚡	…ontroller/dynamocomponentdeployment_controller_test.go	1837	// Step 5: Call createOrUpdateOrDeleteDeployments again - it should not be modified	COMMENT
LOW	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1892	// Step 1: first apply. Server ConvertsFrom the user's v1beta1 to	COMMENT
LOW	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1907	// Step 2: second apply. Server reads stored, converts to v1beta1 so	COMMENT
LOW⚡	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1918	// Step 3: apply JSON merge patch. Arrays are replaced wholesale.	COMMENT
LOW⚡	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1928	// Step 4: server converts back to v1alpha1 for storage. This is	COMMENT
LOW⚡	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1935	// Step 5: apiserver generation-bump check.	COMMENT
LOW	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1953	// Step 6: mimic the apiserver's unstructured-level comparison. The	COMMENT
LOW⚡	…alpha1/dynamographdeploymentrequest_conversion_test.go	289	// Step 1: v1alpha1 → v1beta1	COMMENT
LOW⚡	…alpha1/dynamographdeploymentrequest_conversion_test.go	295	// Step 2: v1beta1 → v1alpha1	COMMENT
LOW⚡	…alpha1/dynamographdeploymentrequest_conversion_test.go	348	// Step 1: v1beta1 → v1alpha1	COMMENT
LOW⚡	…alpha1/dynamographdeploymentrequest_conversion_test.go	354	// Step 2: v1alpha1 → v1beta1	COMMENT
LOW⚡	…ploy/operator/api/scripts/generate_pydantic_from_go.py	302	# Step 1: find the index just after the last non-comment line before the block	COMMENT
LOW⚡	…ploy/operator/api/scripts/generate_pydantic_from_go.py	310	# Step 2: forward scan — collect the first paragraph, skip markers	COMMENT
LOW⚡	tests/utils/managed_process.py	596	# Step 3: poll for all process groups to exit.	COMMENT
LOW	tests/utils/managed_process.py	557	# Step 1: Snapshot all process groups before signaling. Only self.proc runs	COMMENT
LOW	tests/utils/managed_process.py	577	# Step 2: SIGTERM all snapshotted process groups (graceful shutdown).	COMMENT
LOW	tests/utils/managed_process.py	619	# Step 4: SIGKILL all snapshotted process groups to ensure nothing	COMMENT
LOW	tests/utils/managed_process.py	860	# WARNING: This method is NOT pytest-xdist safe! Kills ALL matching processes system-wide.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	135	# Step 1: Start the frontend	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	142	# Step 2: Start a worker	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	154	# Step 3: Send a test request to prove the worker is live.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	161	# Step 4: Find and kill vLLM engine processes to force the EngineDeadError condition.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	175	# Step 5: Send a request triggering the handler to shutdown everything.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	181	# Step 6: Ensure the worker process has been stopped as a result of the EngineDeadError condition.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	208	# Step 1: Start the frontend	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	215	# Step 2: Start a worker	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	227	# Step 3: Send a test request to prove the worker is live.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	234	# Step 4: Find and kill vLLM engine processes to force the EngineDeadError condition.	COMMENT
LOW	tests/fault_tolerance/test_vllm_health_check.py	248	# Step 5: Ensure the worker process has been stopped as a result of the EngineDeadError condition.	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	161	# Step 1: Start the frontend (allocates its own frontend_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	165	# Step 2: Start an aggregated worker (allocates its own system_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	172	# Step 3: Test request cancellation with polling approach	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	254	# Step 1: Start the frontend (allocates its own frontend_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	258	# Step 2: Start the prefill worker (allocates its own system_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	264	# Step 3: Start the decode worker (allocates its own system_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	273	# Step 4: Test request cancellation for streaming scenario	COMMENT
365 more matches not shown…

Modern Structural Boilerplate560 hits · 569 pts

Severity	File	Line	Snippet	Context
LOW	tests/metrics/test_otlp_prometheus_parity.py	45	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_vllm_prepost_integration.py	20	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/conftest.py	23	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_completion_mocker_engine.py	22	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_vllm.py	30	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_request_tracing_logs.py	32	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_realtime_python_bridge.py	32	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_anthropic_messages_stream_usage.py	43	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_realtime_omni_bridge.py	38	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_self_host_metadata.py	28	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_prompt_embeds.py	42	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_frontend_route_extension.py	40	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_frontend_api_surface_compliance.py	62	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/test_tool_calling_sglang.py	42	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/grpc/test_tensor_fp16.py	37	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/grpc/test_tensor_parameters.py	48	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/grpc/test_tensor_mocker_engine.py	36	logger = logging.getLogger(__name__)	CODE
LOW	tests/frontend/grpc/test_triton_identity.py	20	logger = logging.getLogger(__name__)	CODE
LOW	tests/gpu_memory_service/conftest.py	19	logger = logging.getLogger(__name__)	CODE
LOW	tests/gpu_memory_service/test_shadow_failover.py	43	logger = logging.getLogger(__name__)	CODE
LOW	tests/gpu_memory_service/flow_assertions.py	16	logger = logging.getLogger(__name__)	CODE
LOW	tests/gpu_memory_service/common/runtime.py	26	logger = logging.getLogger(__name__)	CODE
LOW	tests/deploy/efa_utils.py	40	logger = logging.getLogger(__name__)	CODE
LOW	tests/deploy/dgd_utils.py	39	logger = logging.getLogger(__name__)	CODE
LOW	tests/deploy/dgd_utils.py	385	def _set_args(self, tokens: list[str]) -> None:	CODE
LOW	tests/deploy/test_dgdr_h100.py	15	logger = logging.getLogger(__name__)	CODE
LOW	tests/deploy/test_kvcr_guard.py	40	logger = logging.getLogger(__name__)	CODE
LOW	tests/deploy/test_dynamocheckpoint.py	22	logger = logging.getLogger(__name__)	CODE
LOW	tests/deploy/test_dgd.py	44	logger = logging.getLogger(__name__)	CODE
LOW	tests/deploy/api_checks.py	28	logger = logging.getLogger(__name__)	CODE
LOW	tests/deploy/dgdr_utils.py	30	logger = logging.getLogger(__name__)	CODE
LOW	tests/deploy/dgdr_utils.py	125	def _set_ci_profiling_job_defaults(spec: dict[str, Any]) -> None:	CODE
LOW	tests/utils/device.py	13	logger = logging.getLogger(__name__)	CODE
LOW	tests/utils/client.py	13	logger = logging.getLogger(__name__)	CODE
LOW	tests/utils/profile_pytest.py	68	logger = logging.getLogger(__name__)	CODE
LOW	tests/utils/engine_process.py	17	logger = logging.getLogger(__name__)	CODE
LOW	tests/utils/test_mock_gpu_alloc.py	26	logger = logging.getLogger(__name__)	CODE
LOW	tests/utils/payloads.py	42	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/test_vllm_health_check.py	18	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/test_canary_rank_pause.py	30	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/cancellation/test_vllm.py	39	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/cancellation/test_trtllm.py	32	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/cancellation/test_sglang.py	31	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/cancellation/utils.py	21	logger = logging.getLogger(__name__)	CODE
LOW	…_service/agents/gpu_fault_injector/gpu_xid_injector.py	76	logger = logging.getLogger(__name__)	CODE
LOW	…t_injection_service/agents/gpu_fault_injector/agent.py	41	logger = logging.getLogger(__name__)	CODE
LOW⚡	…e/hardware/fault_injection_service/api_service/main.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…e/hardware/fault_injection_service/helpers/__init__.py	11	__all__ = [	CODE
LOW	…ware/fault_injection_service/helpers/k8s_operations.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…dware/fault_injection_service/helpers/gpu_discovery.py	17	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/deploy/scenarios.py	36	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/deploy/k8s_utils.py	28	logger = logging.getLogger(__name__)	CODE
LOW⚡	tests/fault_tolerance/deploy/checkers.py	38	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/deploy/base_checker.py	29	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/deploy/checker_factory.py	40	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/deploy/validation_checks.py	28	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/etcd_ha/test_vllm.py	34	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/etcd_ha/test_trtllm.py	23	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/etcd_ha/test_sglang.py	27	logger = logging.getLogger(__name__)	CODE
LOW	tests/fault_tolerance/etcd_ha/utils.py	25	logger = logging.getLogger(__name__)	CODE
500 more matches not shown…

Verbosity Indicators301 hits · 546 pts

Severity	File	Line	Snippet	Context
LOW⚡	deploy/observability/cleanup-monitoring.sh	18	# Step 1: Delete Grafana dashboard ConfigMap	COMMENT
LOW⚡	deploy/observability/cleanup-monitoring.sh	23	# Step 2: Revert DCGM custom metrics configuration	COMMENT
LOW	deploy/observability/cleanup-monitoring.sh	43	# Step 3: Revert Dynamo operator Prometheus endpoint	COMMENT
LOW⚡	deploy/observability/cleanup-monitoring.sh	64	# Step 4: Uninstall kube-prometheus-stack	COMMENT
LOW⚡	deploy/observability/cleanup-monitoring.sh	72	# Step 5: Delete monitoring namespace (optional)	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	20	# Step 1: Add Helm repositories	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	27	# Step 2: Update Helm repositories	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	32	# Step 3: Install kube-prometheus-stack	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	67	# Step 4: Wait for pods to be ready	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	73	# Step 5: Verify installation	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	78	# Step 6: Update Dynamo operator with Prometheus endpoint	COMMENT
LOW	deploy/observability/setup-monitoring.sh	102	# Step 7: Configure DCGM custom metrics for NVLink profiling	COMMENT
LOW	deploy/observability/setup-monitoring.sh	123	# Step 8: Verify DCGM ServiceMonitor exists (created by GPU operator during cluster setup)	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	136	# Step 9: Deploy Grafana dashboard ConfigMap	COMMENT
LOW⚡	deploy/observability/setup-monitoring.sh	142	# Step 10: Get Grafana credentials	COMMENT
LOW	deploy/operator/internal/dynamo/backend_vllm.go	416	// Step 1: Check explicit override	COMMENT
LOW	deploy/operator/internal/dynamo/backend_vllm.go	431	// Step 2: Check operator origin version gate	COMMENT
LOW	…ontroller/dynamocomponentdeployment_controller_test.go	1792	// Step 1: Create the deployment with 1 replica	COMMENT
LOW	…ontroller/dynamocomponentdeployment_controller_test.go	1806	// Step 2: Manually update the deployment to 2 replicas (simulating manual edit)	COMMENT
LOW⚡	…ontroller/dynamocomponentdeployment_controller_test.go	1824	// Step 3: Call createOrUpdateOrDeleteDeployments again - it should reconcile back to 1 replica	COMMENT
LOW⚡	…ontroller/dynamocomponentdeployment_controller_test.go	1830	// Step 4: Verify the deployment was reconciled back to 1 replica	COMMENT
LOW⚡	…ontroller/dynamocomponentdeployment_controller_test.go	1837	// Step 5: Call createOrUpdateOrDeleteDeployments again - it should not be modified	COMMENT
LOW	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1892	// Step 1: first apply. Server ConvertsFrom the user's v1beta1 to	COMMENT
LOW	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1907	// Step 2: second apply. Server reads stored, converts to v1beta1 so	COMMENT
LOW⚡	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1918	// Step 3: apply JSON merge patch. Arrays are replaced wholesale.	COMMENT
LOW⚡	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1928	// Step 4: server converts back to v1alpha1 for storage. This is	COMMENT
LOW⚡	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1935	// Step 5: apiserver generation-bump check.	COMMENT
LOW	…/api/v1alpha1/dynamographdeployment_conversion_test.go	1953	// Step 6: mimic the apiserver's unstructured-level comparison. The	COMMENT
LOW⚡	…alpha1/dynamographdeploymentrequest_conversion_test.go	289	// Step 1: v1alpha1 → v1beta1	COMMENT
LOW⚡	…alpha1/dynamographdeploymentrequest_conversion_test.go	295	// Step 2: v1beta1 → v1alpha1	COMMENT
LOW⚡	…alpha1/dynamographdeploymentrequest_conversion_test.go	348	// Step 1: v1beta1 → v1alpha1	COMMENT
LOW⚡	…alpha1/dynamographdeploymentrequest_conversion_test.go	354	// Step 2: v1alpha1 → v1beta1	COMMENT
LOW⚡	…ploy/operator/api/scripts/generate_pydantic_from_go.py	302	# Step 1: find the index just after the last non-comment line before the block	COMMENT
LOW⚡	…ploy/operator/api/scripts/generate_pydantic_from_go.py	310	# Step 2: forward scan — collect the first paragraph, skip markers	COMMENT
LOW⚡	tests/utils/managed_process.py	596	# Step 3: poll for all process groups to exit.	COMMENT
LOW	tests/utils/managed_process.py	557	# Step 1: Snapshot all process groups before signaling. Only self.proc runs	COMMENT
LOW	tests/utils/managed_process.py	577	# Step 2: SIGTERM all snapshotted process groups (graceful shutdown).	COMMENT
LOW	tests/utils/managed_process.py	619	# Step 4: SIGKILL all snapshotted process groups to ensure nothing	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	135	# Step 1: Start the frontend	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	142	# Step 2: Start a worker	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	154	# Step 3: Send a test request to prove the worker is live.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	161	# Step 4: Find and kill vLLM engine processes to force the EngineDeadError condition.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	175	# Step 5: Send a request triggering the handler to shutdown everything.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	181	# Step 6: Ensure the worker process has been stopped as a result of the EngineDeadError condition.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	208	# Step 1: Start the frontend	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	215	# Step 2: Start a worker	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	227	# Step 3: Send a test request to prove the worker is live.	COMMENT
LOW⚡	tests/fault_tolerance/test_vllm_health_check.py	234	# Step 4: Find and kill vLLM engine processes to force the EngineDeadError condition.	COMMENT
LOW	tests/fault_tolerance/test_vllm_health_check.py	248	# Step 5: Ensure the worker process has been stopped as a result of the EngineDeadError condition.	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	161	# Step 1: Start the frontend (allocates its own frontend_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	165	# Step 2: Start an aggregated worker (allocates its own system_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	172	# Step 3: Test request cancellation with polling approach	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	254	# Step 1: Start the frontend (allocates its own frontend_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	258	# Step 2: Start the prefill worker (allocates its own system_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	264	# Step 3: Start the decode worker (allocates its own system_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	273	# Step 4: Test request cancellation for streaming scenario	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	358	# Step 1: Start the frontend (allocates its own frontend_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	362	# Step 2: Start the prefill worker (allocates its own system_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	368	# Step 3: Start the decode worker (allocates its own system_port)	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/test_trtllm.py	377	# Step 4: Test request cancellation during prefill phase	COMMENT
241 more matches not shown…

Deep Nesting601 hits · 507 pts

Severity	File	Line	Context
LOW	deploy/power-agent/power_agent.py	876	CODE
LOW	deploy/power-agent/tests/e2e_actuator_parity.py	146	CODE
LOW	deploy/utils/dynamo_deployment.py	323	CODE
LOW	deploy/utils/dynamo_deployment.py	382	CODE
LOW	…ploy/operator/api/scripts/generate_pydantic_from_go.py	203	CODE
LOW	…ploy/operator/api/scripts/generate_pydantic_from_go.py	265	CODE
LOW	…ploy/operator/api/scripts/generate_pydantic_from_go.py	334	CODE
LOW	…ploy/operator/api/scripts/generate_pydantic_from_go.py	460	CODE
LOW	tests/conftest.py	671	CODE
LOW	tests/conftest.py	1145	CODE
LOW	tests/conftest.py	1172	CODE
LOW	tests/test_kustomize_matrix.py	32	CODE
LOW	tests/metrics/test_otlp_prometheus_parity.py	211	CODE
LOW	tests/metrics/test_otlp_prometheus_parity.py	89	CODE
LOW	tests/frontend/test_http_mtls.py	89	CODE
LOW	tests/frontend/test_vllm_prepost_integration.py	143	CODE
LOW	tests/frontend/conftest.py	79	CODE
LOW	tests/frontend/test_request_tracing_logs.py	247	CODE
LOW	tests/frontend/test_request_tracing_logs.py	599	CODE
LOW	tests/frontend/test_realtime_python_bridge.py	164	CODE
LOW	tests/frontend/test_unified_worker_otlp_export.py	73	CODE
LOW	tests/frontend/test_unified_worker_otlp_export.py	183	CODE
LOW	tests/frontend/test_unified_worker_otlp_export.py	281	CODE
LOW	tests/frontend/test_unified_worker_otlp_export.py	422	CODE
LOW	tests/frontend/test_prepost_mistral.py	556	CODE
LOW	tests/frontend/test_anthropic_messages_stream_usage.py	129	CODE
LOW	tests/frontend/test_realtime_omni_bridge.py	135	CODE
LOW	tests/frontend/test_prepost.py	1444	CODE
LOW	tests/frontend/test_frontend_route_extension.py	94	CODE
LOW	tests/frontend/test_frontend_api_surface_compliance.py	182	CODE
LOW	tests/frontend/test_unified_worker_tracing_smoke.py	72	CODE
LOW	tests/frontend/test_tool_calling_sglang.py	516	CODE
LOW	tests/frontend/grpc/test_tensor_mocker_engine.py	154	CODE
LOW	tests/frontend/grpc/echo_tensor_worker.py	57	CODE
LOW	tests/deploy/test_api_checks.py	312	CODE
LOW	tests/deploy/test_api_checks.py	313	CODE
LOW	tests/deploy/dgd_utils.py	1023	CODE
LOW	tests/deploy/dgd_utils.py	1142	CODE
LOW	tests/deploy/dgd_utils.py	1212	CODE
LOW	tests/deploy/dgd_utils.py	1671	CODE
LOW	tests/deploy/dgd_utils.py	1734	CODE
LOW	tests/deploy/test_dynamocheckpoint.py	239	CODE
LOW	tests/deploy/test_dgdr.py	98	CODE
LOW	tests/deploy/test_dgd.py	110	CODE
LOW	tests/deploy/api_checks.py	114	CODE
LOW	tests/basic/test_cuda_version_consistency.py	156	CODE
LOW	tests/dependencies/test_no_software_video_codecs.py	176	CODE
LOW	tests/dependencies/test_pynvvideocodec_spec.py	90	CODE
LOW	tests/utils/client.py	26	CODE
LOW	tests/utils/client.py	51	CODE
LOW	tests/utils/client.py	157	CODE
LOW	tests/utils/profile_pytest.py	118	CODE
LOW	tests/utils/profile_pytest.py	832	CODE
LOW	tests/utils/test_managed_process_teardown.py	224	CODE
LOW	tests/utils/pytest_parallel_gpu.py	448	CODE
LOW	tests/utils/pytest_parallel_gpu.py	681	CODE
LOW	tests/utils/managed_process.py	272	CODE
LOW	tests/utils/managed_process.py	350	CODE
LOW	tests/utils/managed_process.py	523	CODE
LOW	tests/utils/managed_process.py	645	CODE
541 more matches not shown…

Modern AI Meta-Vocabulary163 hits · 462 pts

Severity	File	Line	Snippet	Context
MEDIUM	deploy/helm/charts/platform/README.md	497	enabled: true # Enables multinode orchestration via PodCliqueSets	CODE
MEDIUM	deploy/helm/charts/platform/README.md	507	enabled: true # Enables multinode orchestration via PodCliqueSets	CODE
MEDIUM	deploy/helm/charts/platform/values.yaml	54	# -- Whether to enable Grove integration (multinode orchestration via PodCliqueSets).	COMMENT
MEDIUM	deploy/helm/charts/platform/values.yaml	286	# Grove component - distributed inference orchestration	COMMENT
MEDIUM	deploy/operator/cmd/main.go	82	//+kubebuilder:scaffold:imports	COMMENT
MEDIUM	deploy/operator/cmd/main.go	139	//+kubebuilder:scaffold:scheme	COMMENT
MEDIUM	deploy/operator/internal/AGENTS.md	6	# DGD workload orchestration	COMMENT
MEDIUM	tests/frontend/test_vllm.py	102	"--max-model-len", # this reduced max context window and amount of GPU memory allocated for context	CODE
MEDIUM	tests/frontend/test_frontend_api_surface_compliance.py	566	# hallucination — it must actually invoke `ls` to discover it.	COMMENT
MEDIUM	tests/frontend/test_tool_calling_sglang.py	739	# hallucinate values for optional fields. Validate only that the	COMMENT
MEDIUM	…lerance/deploy/templates/sglang/sglang_elastic_ep.yaml	40	# The joining group is NOT launched by the operator yet (that orchestration is	COMMENT
MEDIUM⚡	tests/serve/test_vllm.py	1018	# 1. Load-balances across N workers serving the SAME embedding model.	COMMENT
MEDIUM	docs/fern/components/RecipeStyles.tsx	234	#workload-agentic-coding:checked ~ .dynamo-recipe-browser label[for="workload-agentic-coding"],	COMMENT
MEDIUM	docs/fern/components/RecipeStyles.tsx	712	#workload-agentic-coding:checked ~ .dynamo-model-grid [data-recipe-card]:not([data-workload~="agentic-coding"]),	COMMENT
MEDIUM	docs/fern/components/publications.data.ts	432	url: "https://www.digitalocean.com/blog/workato-nvidia-technical-deep-dive-agentic-inference-cloud",	CODE
MEDIUM⚡	docs/fern/components/BlogStyles.tsx	617	body:has(.dynamo-blog-home) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/agentic-harnesses"]::before,	CODE
MEDIUM⚡	docs/fern/components/BlogStyles.tsx	618	body:has(.dynamo-blog-article) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/agentic-harnesses"]::before { content	CODE
MEDIUM⚡	docs/fern/components/BlogStyles.tsx	620	body:has(.dynamo-blog-home) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/agentic-inference"]::before,	CODE
MEDIUM⚡	docs/fern/components/BlogStyles.tsx	621	body:has(.dynamo-blog-article) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/agentic-inference"]::before { content	CODE
MEDIUM⚡	docs/fern/components/BlogStyles.tsx	1000	body:has(.dynamo-blog-home) #fern-sidebar a[href$="/agentic-harnesses"] .fern-sidebar-link-title-inner::before,	CODE
MEDIUM⚡	docs/fern/components/BlogStyles.tsx	1001	body:has(.dynamo-blog-article) #fern-sidebar a[href$="/agentic-harnesses"] .fern-sidebar-link-title-inner::before { cont	CODE
MEDIUM⚡	docs/fern/components/BlogStyles.tsx	1003	body:has(.dynamo-blog-home) #fern-sidebar a[href$="/agentic-inference"] .fern-sidebar-link-title-inner::before,	CODE
MEDIUM⚡	docs/fern/components/BlogStyles.tsx	1004	body:has(.dynamo-blog-article) #fern-sidebar a[href$="/agentic-inference"] .fern-sidebar-link-title-inner::before { cont	CODE
MEDIUM	docs/fern/pages/use-cases/multimodal-serving/voice.md	46	[external orchestration](https://github.com/ai-dynamo/dynamo/tree/main/examples/nemotron_speech_cascaded_pipeline#extern	CODE
MEDIUM	…es/reinforcement-learning/operations-and-simulation.md	63	Open the result in the [Perfetto UI](https://ui.perfetto.dev/). The timeline shows request, prefill, and decode slices;	CODE
MEDIUM	…-guide/advanced-customizations/developing-with-tilt.md	103	# enable_grove: false # PodClique-based multi-node orchestration	COMMENT
MEDIUM	…es/tensorrt-llm-details/building-a-custom-container.md	87	If your custom build places TRT-LLM's bundled NIXL at a different path (or uses a non-3.12 Python), edit the `LD_PRELOAD	CODE
MEDIUM	…/fern/pages/developer-guide/knowledge-base/overview.md	70	### Control Plane (adaptation and orchestration path)	COMMENT
MEDIUM	…/modular-components/backends/sglang/reference-guide.md	40	\| `--dyn-reasoning-parser` \| `DYN_REASONING_PARSER` \| `None` \| [Reasoning](../../../../../use-cases/tool-calling-and-rea	CODE
MEDIUM	…n/pages/kubernetes/model-deployment/deploy-with-dgd.md	462	Multinode. When TP × PP exceeds the GPUs on one node, set `multinode.nodeCount` on the worker so it spans machines;	CODE
MEDIUM	…s/fern/pages/kubernetes/installation/install-dynamo.md	60	Grove + KAI Scheduler — Grove is the default multinode orchestrator. The operator returns a hard error on multinode	CODE
MEDIUM	…s/fern/pages/kubernetes/installation/install-dynamo.md	240	See the [LWS docs](https://lws.sigs.k8s.io/docs/) and [Volcano docs](https://github.com/volcano-sh/volcano#quick-start-g	CODE
MEDIUM	…bernetes-api/additional-resources/api-reference-k8s.md	876	\| `extraClientPods` _[GMSClientPodSpec](#gmsclientpodspec) array_ \| ExtraClientPods declares additional GMS client pods	CODE
MEDIUM	…bernetes-api/additional-resources/api-reference-k8s.md	2359	\| `extraClientPods` _[GMSClientPodSpec](#gmsclientpodspec) array_ \| extraClientPods declares additional GMS client pods	CODE
MEDIUM	…ntainer/compliance/base_sboms/capture_baseline_sbom.py	606	# ---- main capture orchestration ----------------------------------------------	COMMENT
MEDIUM	components/src/dynamo/frontend/tests/FRONTEND_CASES.md	139	## `FRONTEND.9` — Reasoning ↔ tool-call orchestration	COMMENT
MEDIUM⚡	…rc/dynamo/frontend/tests/test_sglang_processor_unit.py	5508	class TestReasoningParsing: # FRONTEND.9 — reasoning ↔ tool-call orchestration	CODE
MEDIUM	components/src/dynamo/vllm/instrumented_scheduler.py	7143	# scaffolding. A rank that reached the deadline with the	COMMENT
MEDIUM	components/src/dynamo/vllm/instrumented_scheduler.py	7271	# Warmup replicas are best-effort scaffolding and must be	COMMENT
MEDIUM	components/src/dynamo/vllm/instrumented_scheduler.py	7409	# Warmup replicas are best-effort scaffolding on EVERY failure	COMMENT
MEDIUM	…nts/src/dynamo/profiler/utils/config_modifiers/vllm.py	134	# vllm reads the context window cap from --max-model-len	COMMENT
MEDIUM	…src/dynamo/profiler/utils/config_modifiers/protocol.py	178	# Worker CLI args that cap the context window. An external generator derives	COMMENT
MEDIUM	components/src/dynamo/replay/simulation.py	339	# The native loader distinguishes standard from agentic Dynamo	COMMENT
MEDIUM	components/src/dynamo/replay/api.py	355	# offline planner run (matches the CLI's guardrails).	COMMENT
MEDIUM	agent-docs/rules/execution/user-workload.md	37	type: chat # chat \| agentic \| custom	CODE
MEDIUM	recipes/gpt-oss-120b/vllm/agg-b200-agentic/deploy.yaml	3	# gpt-oss-120b — AGGREGATED, B200, agentic (64k/400) — Dynamo 1.3.0 / vLLM 0.23.	COMMENT
MEDIUM	recipes/gpt-oss-120b/vllm/agg-h200-agentic/deploy.yaml	3	# gpt-oss-120b — AGGREGATED, H200, agentic (64k/400) — Dynamo 1.3.0 / vLLM 0.23.	COMMENT
MEDIUM	recipes/gpt-oss-120b/vllm/agg-h200-agentic/deploy.yaml	76	# agentic trace (2026-07-09 perf A/B) — the host tier relieves GPU KV eviction pressure — and it	COMMENT
MEDIUM	…ipes/gpt-oss-120b/vllm/disagg-b200-agentic/deploy.yaml	3	# gpt-oss-120b -- DISAGGREGATED (DGD, single-node colocated), B200, agentic -- Dynamo 1.3.0 / vLLM 0.23.	COMMENT
MEDIUM	…ipes/gpt-oss-120b/vllm/disagg-b200-agentic/deploy.yaml	8	# fast path; EAGLE3 spec on both P and D. 2P6D is the best B200 split on the agentic trace -- see perf/README.md.	COMMENT
MEDIUM	…ipes/gpt-oss-120b/vllm/disagg-h200-agentic/deploy.yaml	3	# gpt-oss-120b -- DISAGGREGATED (DGD, single-node colocated), H200, agentic -- Dynamo 1.3.0 / vLLM 0.23.	COMMENT
MEDIUM	…ipes/gpt-oss-120b/vllm/disagg-h200-agentic/deploy.yaml	8	# fast path; EAGLE3 spec on both P and D. 4P4D is the best H200 split on the agentic trace -- see perf/README.md.	COMMENT
MEDIUM	recipes/gpt-oss-120b/perf/README.md	151	# kubectl delete pods -n ${NAMESPACE} -l nvidia.com/dynamo-graph-deployment-name=turbo-gptoss-120b-disagg-b200-agentic,n	COMMENT
MEDIUM	recipes/gpt-oss-120b/perf/perf.yaml	146	value: /model-cache/traces/64k_400_90kv_agent_new_noschedule_short_15perc.jsonl # agentic 15% trace (staged f	CODE
MEDIUM	recipes/gpt-oss-120b/perf/perf.yaml	148	value: "384" # B200 agentic ~50-tps floor; H200 ~128. Sweep by restarting DGD workers between runs.	CODE
MEDIUM	recipes/inkling/vllm/agg-gb300-agentic/deploy.yaml	4	# Inkling-NVFP4 on vLLM, aggregated serving on GB300, tuned for an agentic	COMMENT
MEDIUM⚡	…inkling/vllm/disagg-gb300-agentic/deploy-aws-roce.yaml	6	# scripts/kustomize-matrix.py unfold recipes/inkling/vllm/disagg-gb300-agentic/.kustomize-matrix.yaml	COMMENT
MEDIUM⚡	…inkling/vllm/disagg-gb300-agentic/deploy-aws-roce.yaml	7	# scripts/kustomize-matrix.py render recipes/inkling/vllm/disagg-gb300-agentic/.kustomize-matrix.yaml	COMMENT
MEDIUM⚡	…inkling/vllm/disagg-gb300-agentic/deploy-aws-roce.yaml	9	# kustomize build recipes/inkling/vllm/disagg-gb300-agentic/kustomize/overlays/aws-roce	COMMENT
MEDIUM	…inkling/vllm/disagg-gb300-agentic/deploy-aws-roce.yaml	28	# agentic workload (64K median ISL / 400 median OSL, 90% KV cache hit) with	COMMENT
103 more matches not shown…

Cross-Language Confusion95 hits · 461 pts

Severity	File	Line	Snippet	Context
HIGH	deploy/utils/convert_api_version.py	309	misread as bool/null, so converted manifests round-trip through kubectl."""	STRING
HIGH	tests/test_kustomize_matrix.py	930	# An empty (or all-null) mapping would render `legacySortOptions:` with no	COMMENT
HIGH	tests/fault_tolerance/cancellation/test_utils.py	45	b'data: {"choices":[{"delta":{"role":"assistant"},"finish_reason":null}]}',	CODE
HIGH	tests/fault_tolerance/cancellation/test_utils.py	62	b'data: {"choices":[{"delta":{"content":"healthy"},"finish_reason":null}]}',	CODE
HIGH	…ault_injection_service/helpers/cuda_fault_injection.py	458	f'mkdir -p /host-fault && echo "{toggle_value}" > /host-fault/cuda_fault_enabled && cat /host-fault/	CODE
HIGH	…ault_injection_service/helpers/cuda_fault_injection.py	565	'rm -f /host-fault/cuda_fault_enabled 2>/dev/null; echo "ok"',	CODE
HIGH	tests/kvbm_integration/test_determinism_disagg.py	328	f"pip install hf_transfer && HF_HUB_ENABLE_HF_TRANSFER=1 hf download {model}",	CODE
HIGH	tests/router/e2e_harness.py	77	stack.push(process)	CODE
HIGH	…ynamo-interconnect-check/scripts/check_interconnect.py	285	"command -v nixlbench nixl_test 2>/dev/null; ls /usr/local/nixl 2>/dev/null",	CODE
HIGH	docs/fern/scripts/gen_nightly_selector.py	491	" dynamo: string \| null;",	CODE
HIGH	docs/fern/scripts/gen_llms_tables.py	63	numbers, true/false/null, and bare identifier references to previously	STRING
HIGH	docs/fern/pages/recipes/_catalog/validate.py	27	mappings, block lists of scalars and of mappings, quoted/plain scalars, null,	STRING
HIGH	components/src/dynamo/frontend/vllm_processor.py	350	(not null) from usage.	STRING
HIGH	…/src/dynamo/frontend/tests/test_vllm_processor_unit.py	329	text='[{"name":"get_weather","parameters":null}]',	CODE
HIGH	components/src/dynamo/planner/plugins/scheduler.py	191	# call (last_call_at == -inf) lag is undefined; pin at	COMMENT
HIGH	…/src/dynamo/vllm/multimodal_utils/request_processor.py	173	f"strings or null; got invalid entry at index {index}"	CODE
HIGH	components/src/dynamo/vllm/omni/audex.py	332	"""Return the (conditional, null) ChatML prompt builders for a task.	STRING
HIGH	…src/dynamo/common/configuration/groups/runtime_args.py	283	help="[Deprecated for vLLM] Use --kv-transfer-config instead. For TRT-LLM, options: nixl, lmcache, kvbm, nul	CODE
HIGH⚡	…namo/common/tests/configuration/test_kv_router_args.py	609	'{"eff_isl_ratio_threshold":null}',	CODE
HIGH	…c/dynamo/profiler/tests/unit/test_profiler_protocol.py	1718	"export FOO=bar && python3 -m vllm.entrypoints.openai.api_server "	CODE
HIGH⚡	…namo/profiler/tests/unit/test_trtllm_override_merge.py	152	"export READY=1 && python3 -m dynamo.trtllm "	CODE
HIGH⚡	…namo/profiler/tests/unit/test_trtllm_override_merge.py	154	"--trtllm.enable_chunked_prefill false && echo ready"	CODE
HIGH	…namo/profiler/tests/unit/test_trtllm_override_merge.py	187	"export READY=1 && python3 -m dynamo.trtllm "	CODE
HIGH	…namo/profiler/tests/unit/test_trtllm_override_merge.py	189	"--trtllm.enable_chunked_prefill true && echo ready"	CODE
HIGH	…onents/src/dynamo/profiler/utils/dgdr_v1beta1_types.py	215	description="Planner contains the raw Planner configuration passed to the Planner service. Its schema is defined	CODE
HIGH	…/src/dynamo/trtllm/tests/test_trtllm_logits_runtime.py	83	"""When `stream_ptr` is non-null, the adapter wraps the processor	STRING
HIGH	benchmarks/frontend/scripts/sweep_k8s/aiperf.py	63	apt-get update -qq && apt-get install -y -qq curl jq git procps 2>/dev/null	CODE
HIGH	benchmarks/frontend/scripts/sweep_k8s/aiperf.py	311	command: ["sh", "-c", "echo ready && sleep 300"]	CODE
HIGH	…nchmarks/request_trace/validate_convert_to_perfetto.py	206	'{"request_kind":"compaction","unknown":null}',	CODE
HIGH	lib/gpu_memory_service/common/vmm/_sycl_vmm/__init__.py	51	"Build it with: cd _sycl_vmm && cmake -B build "	CODE
HIGH⚡	dev/sanity_check.py	3972	print(" Runtime: (cd lib/bindings/python && maturin develop)")	CODE
HIGH⚡	dev/sanity_check.py	3986	" Runtime: (cd lib/bindings/python && maturin develop)",	CODE
HIGH	gyms/planner-gym/tests/test_html_report.py	964	assert "if (!schedulerReuse.length && cachePoints.length)" in rendered	CODE
HIGH	gyms/planner-gym/tests/test_html_report.py	966	"if (!routerKvHit.length && !schedulerReuse.length && cachePoints.length)"	CODE
HIGH⚡	gyms/planner-gym/tests/test_scorecard.py	136	_rec(250.0, 250.0, 1), # bad (itl undefined)	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1846	const queueMeasurements = result.timeline.filter(point => point.total_queued_requests !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1847	const schedulerQueue = result.timeline.filter(point => point.scheduler_waiting_requests !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1848	const routerQueue = result.timeline.filter(point => point.router_pending_requests !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1849	const latency = result.timeline.filter(point => point.ttft_ms !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1850	const tpot = result.timeline.filter(point => point.tpot_ms !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1851	const activeKv = result.timeline.filter(point => point.active_kv_cache_utilization !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1852	const physicalKv = result.timeline.filter(point => point.physical_kv_cache_utilization !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1853	const schedulerReuse = result.timeline.filter(point => point.scheduler_cache_reuse !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1854	const routerKvHit = result.timeline.filter(point => point.router_kv_hit_rate !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1855	const decisions = result.timeline.filter(point => point.requested_replicas !== null);	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1863	if (activeKv.length \|\| physicalKv.length) laneCounts.kv += 1;	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1867	if (cacheAggregate !== null) laneCounts.cacheAggregate += 1;	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1877	if (queueMeasurements.length) traces.push({	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1917	if (latency.length) traces.push({	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1927	if (tpot.length) traces.push({	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1937	if (activeKv.length) traces.push({	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1989	if (!schedulerReuse.length && cachePoints.length) traces.push({	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1989	if (!schedulerReuse.length && cachePoints.length) traces.push({	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1999	if (!schedulerReuse.length && !cachePoints.length && cacheAggregate !== null) traces.push({	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1999	if (!schedulerReuse.length && !cachePoints.length && cacheAggregate !== null) traces.push({	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	1999	if (!schedulerReuse.length && !cachePoints.length && cacheAggregate !== null) traces.push({	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	2075	if (scope.arrivals.status !== "ok") annotations.push(laneAnnotation(scope.arrivals.note, .945));	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	2077	.filter(result => !result.timeline.some(point => point.total_queued_requests !== null))	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	2080	annotations.push(laneAnnotation("Total requests in queue unavailable; no values inferred.", .8125));	CODE
HIGH⚡	gyms/planner-gym/src/autoscaling_arena/html_report.py	2082	annotations.push(laneAnnotation(`Queue depth unavailable for ${queueUnavailable.join(", ")}; no values inferred.`,	CODE
35 more matches not shown…

Docstring Block Structure80 hits · 385 pts

Severity	File	Line	Snippet	Context
HIGH	tests/frontend/conftest.py	82	Check if the gRPC server process is up and accepting connections. Uses KServe `server_live` rather than `server_rea	STRING
HIGH	tests/deploy/dgd_utils.py	83	Validate the structure and content of a chat completion response. Args: response: HTTP response from the ch	STRING
HIGH	tests/utils/client.py	59	Send an HTTP request to the engine with detailed logging. Args: url: The endpoint URL payload:	STRING
HIGH	tests/utils/output_paths.py	18	Resolve a test output path to an absolute path. This function ensures test output is written to a dedicated locatio	STRING
HIGH	…_service/agents/gpu_fault_injector/gpu_xid_injector.py	157	Get PCI address for GPU by reading /host/proc/driver/nvidia/gpus/. This method works without nvidia-sm	STRING
HIGH	tests/fault_tolerance/deploy/parse_factory.py	110	Auto-detect and parse test results using the appropriate parser. This function automatically detects whether result	STRING
HIGH	tests/fault_tolerance/deploy/client_factory.py	22	Get the appropriate client function based on client type. This factory function returns the correct client implemen	STRING
HIGH	tests/fault_tolerance/deploy/client_factory.py	95	Get a human-readable description of a client type. Args: client_type: Client type to describe Returns:	STRING
HIGH	tests/kvbm_integration/common.py	1329	Fetch and parse KVBM metrics from the metrics endpoint. Args: port: Metrics server port (required for dynam	STRING
HIGH	tests/router/helper.py	423	Poll the endpoint's discovery client until the expected number of worker instances appear. Args: endpoint:	STRING
HIGH	tests/router/helper.py	470	Wait for workers to be ready and return their instance IDs. Supports mocker and vLLM workers. This function pol	STRING
HIGH	docs/fern/scripts/tests/test_gen_python_api.py	152	\ """Fixture package exercising every docstring section the renderer maps.""" def documented(request_model: str, respo	STRING
HIGH	components/src/dynamo/planner/connectors/kubernetes.py	438	Get GPU shapes from an already-fetched deployment. Args: deployment: Deployment dict to inspect	STRING
HIGH	components/src/dynamo/planner/plugins/transport/base.py	60	Invoke a plugin RPC by method name. Args: method: RPC method name. One of ``"Predict"`` / ``"Propos	STRING
HIGH	components/src/dynamo/vllm/envs.py	27	Resolve port from environment variable with validation. Args: env_var: Environment variable name	STRING
HIGH	components/src/dynamo/vllm/handlers.py	3202	Decode base64-encoded prompt embeddings in PyTorch format. Use vllm's safe loader to prevent out-of-bo	STRING
HIGH	components/src/dynamo/vllm/handlers.py	3245	Decode prompt embeddings and create EmbedsPrompt for vLLM. Args: prompt_embeds_base64: Bas	STRING
HIGH	components/src/dynamo/vllm/handlers.py	3278	Build a prompt from request, handling both prompt_embeds and token_ids. Args: request: The	STRING
HIGH	components/src/dynamo/vllm/multimodal_utils/model.py	132	Return the multimodal model family for the given identifier, or `None` if no registered family matches. Resolut	STRING
HIGH	…nents/src/dynamo/vllm/multimodal_utils/encode_utils.py	47	Extract image features using Qwen-style vision encoder. Args: vision_encoder: The vision encoder model	STRING
HIGH	…nents/src/dynamo/vllm/multimodal_utils/encode_utils.py	92	Encode image embeddings using the appropriate model-specific encoder. Args: model_name: The model iden	STRING
HIGH	…nents/src/dynamo/vllm/multimodal_utils/encode_utils.py	136	Get the appropriate vision encoder and projector components for a given model. Args: model_name: The m	STRING
HIGH	…vllm/multimodal_utils/custom_encoder/adapter/linear.py	56	Build the mixed token-ids/embeds inputs for an aggregated request. Args: token_ids: The full prompt token I	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	137	Format the next text delta as a chat-completion chunk. Args: request_output: vLLM request output co	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	213	Format a diffusion stage output as an image or video response. Args: stage_output: vLLM-Omni stage	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	258	Encode generated frames and optional audio as video responses. Args: images: Primary generated vide	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	421	Separate a batched diffusion payload into individual videos. Args: images: Primary video-frame payl	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	466	Normalize one video to uint8 ``(frames, height, width, channels)``. Args: video: Video tensor, arra	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	544	Align generated audio payloads with their corresponding videos. Args: audio: Batched or per-video a	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	579	Convert an audio payload to a float32 NumPy array. Args: audio: Tensor, array, or array-like audio	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	604	Resolve positive numeric metadata rounded to the nearest integer. Args: multimodal_output: Multimod	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	631	Resolve an audio sample rate from known metadata aliases. Args: multimodal_output: Multimodal paylo	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	667	Round a scalar value to a positive integer when possible. Args: value: Scalar-like value to convert	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	696	Encode generated images for chat or image-generation responses. Args: images: Generated image objec	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	760	Serialize images as data URLs or upload-backed URLs. Args: images: Generated image objects supporti	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	925	Encode all buffered raw chunks as one complete audio file. Args: request_id: Identifier included in	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	957	Normalize and append one chunk to aggregate audio state. Args: state: Aggregate state receiving the	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	993	Validate and record stable audio-stream metadata. Args: state: Streaming or aggregate state to vali	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1030	Extract new float32 audio samples and their sample rate. Args: mm_output: Multimodal mapping contai	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1078	Resolve the latest sample rate from multimodal output. Args: mm_output: Multimodal mapping containi	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1103	Encode one incremental audio chunk as PCM or streaming WAV. Args: audio_np: Raw mono or stereo audi	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1139	Normalize mono or stereo audio to vLLM-Omni's channel-first layout. An established channel axis determines the	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1226	Convert supported audio layouts to soundfile's frame-major layout. Args: audio_np: Raw mono or ster	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1253	Build a PCM WAV header whose payload length is not known yet. Args: sample_rate: Audio sample rate	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1290	Normalize, optionally retime, and encode complete audio. Args: audio_np: Raw mono or stereo audio s	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1322	Encode frame-major audio with soundfile. Args: audio_np: Frame-major mono or stereo samples.	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1404	Build token-usage statistics from a vLLM request output. Args: request_output: Request output containing pr	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1479	Dispatch a stage output to its modality formatter. Args: stage_output: vLLM-Omni output carrying ``	STRING
HIGH	components/src/dynamo/vllm/omni/output_formatter.py	1518	Finalize buffered audio through the audio formatter. Args: request_id: Identifier included in the f	STRING
HIGH	components/src/dynamo/vllm/omni/omni_handler.py	855	Build engine inputs from an NvCreateVideoRequest. Args: req: Parsed video generation request.	STRING
HIGH	components/src/dynamo/common/storage.py	76	Build a public URL for a file stored in the media filesystem. Args: fs: The DirFileSystem returned by ``get	STRING
HIGH	…mo/common/memory/multimodal_embedding_cache_manager.py	84	Calculate tensor size in bytes. Args: tensor: Must be a contiguous tensor. Returns:	STRING
HIGH	components/src/dynamo/common/utils/endpoint_types.py	10	Parse comma-separated endpoint types into ModelType flags. Args: endpoint_types_str: Comma-separated list o	STRING
HIGH	components/src/dynamo/common/utils/image_utils.py	20	Encode numpy image to PNG bytes (in-memory). Args: image: Numpy image array of shape (H, W, 3) with uint8 v	STRING
HIGH	components/src/dynamo/common/utils/video_utils.py	86	Convert a list of video frames to a numpy array suitable for encoding. Accepts either PIL Images or numpy arrays. D	STRING
HIGH	components/src/dynamo/common/utils/video_utils.py	135	Encode numpy frames to MP4 file. Args: frames: Video frames as numpy array of shape (num_frames, height, wi	STRING
HIGH	components/src/dynamo/common/utils/video_utils.py	198	Encode numpy frames to video bytes (in-memory). Args: frames: Video frames as numpy array of shape (num_fra	STRING
HIGH	components/src/dynamo/common/utils/runtime.py	22	Parse a Dynamo endpoint string into its components. Args: endpoint: Endpoint string in format 'namespace.co	STRING
HIGH	components/src/dynamo/common/utils/topology.py	121	Read topology config from a file-backed source and env vars. The deployment environment injects env vars for topolo	STRING
HIGH	components/src/dynamo/common/config_dump/environment.py	56	Get relevant environment variables based on prefixes. Args: prefixes: List of environment variable pre	STRING
20 more matches not shown…

AI Slop Vocabulary104 hits · 278 pts

Severity	File	Line	Snippet	Context
MEDIUM	conftest.py	30	# examples/backends/sglang/test_sglang_profile.py assumes a server the harness	COMMENT
MEDIUM	.pre-commit-config.yaml	165	# the reproducibility claim is only as good as the harness asserting it.	COMMENT
MEDIUM	deploy/helm/charts/power-agent/templates/dev-pod.yaml	7	# In-cluster dev-iteration harness. Renders a single Pod that mounts	COMMENT
MEDIUM	…perator/internal/namespace_scope/lease_manager_test.go	263	// Poll for renewal with timeout (more robust than fixed sleep)	COMMENT
MEDIUM	tests/deploy/efa_utils.py	60	# so request a larger budget here to keep these single-completion tests robust.	COMMENT
MEDIUM	tests/utils/collection_env_guard.py	46	# Nothing should mutate a watched var during collection -- legitimate harness	COMMENT
MEDIUM	tests/utils/managed_process.py	482	# Capture the child's process group id for robust cleanup even if parent shell exits	COMMENT
MEDIUM	tests/utils/managed_process.py	509	# Capture the child's process group id for robust cleanup even if parent shell exits	COMMENT
MEDIUM	tests/utils/payloads.py	1586	# by the harness). Each indexed worker must have observed >0 delta	COMMENT
MEDIUM	tests/utils/payloads.py	1590	# config-construction time because the harness assigns dynamic ports.	COMMENT
MEDIUM	tests/fault_tolerance/deploy/scenarios.py	475	"""Log comprehensive pod diagnostics including process list, GPU info, and nvidia-smi."""	STRING
MEDIUM	tests/kvbm_integration/common.py	359	"""Perform comprehensive server warmup with all test prompts."""	STRING
MEDIUM	tests/kvbm_integration/common.py	413	"""Run the test iterations with comprehensive warmup."""	STRING
MEDIUM	tests/serve/test_sidecar.py	181	# kill timer, while EngineConfig.timeout is what the harness gives	COMMENT
MEDIUM	tests/serve/test_vllm.py	685	# Pooling models do not use a KV cache, but the test harness still	COMMENT
MEDIUM	tests/serve/test_vllm.py	758	# Pooling models do not use a KV cache, but the harness requires	COMMENT
MEDIUM	tests/serve/common.py	51	# subclasses (e.g. ChatPayloadWithLogprobs) and is robust to ad-hoc `endpoint`	COMMENT
MEDIUM	tests/router/test_router_e2e_with_vllm.py	194	# harness launches internal-LB DP (only --data-parallel-size, no	COMMENT
MEDIUM	tests/router/test_router_e2e_with_vllm_xpu.py	197	# health_check_ports=[kv_event_port]: the harness will poll	COMMENT
MEDIUM	.agents/skills/dynamo-frontend-benchmark/scripts/env.sh	5	# Shared environment for the Dynamo frontend benchmark harness.	COMMENT
MEDIUM	docs/fern/scripts/simulate_docs_website.sh	5	# simulate_docs_website.sh — local regression harness for the fern-docs.yml	COMMENT
MEDIUM	container/compliance/generators/dpkg.py	233	# Detecting these references is the highest-leverage lever for cutting UNKNOWNs.	COMMENT
MEDIUM	components/src/dynamo/frontend/sglang_prepost.py	1267	# Full text accumulator for robust finish-time re-parse.	COMMENT
LOW	components/src/dynamo/common/utils/output_modalities.py	60	# For now, we ignore model repo and just use cli input to determine output modalities.	COMMENT
MEDIUM	examples/custom_encoder/launch/agg_qwen3_5_native.sh	49	# test harness can replace this per run through the same override.	COMMENT
MEDIUM	examples/custom_encoder/launch/agg_custom.sh	45	# Precedence: explicit DYN_WORKER_GPU/--gpu > harness-set CUDA_VISIBLE_DEVICES	COMMENT
MEDIUM	examples/custom_encoder/launch/agg_custom.sh	91	# VRAM sizing: honors the profiler/test-harness override	COMMENT
MEDIUM⚡	…ds/vllm/launch/agg_multimodal_router_chat_processor.sh	37	# Honor DYN_HTTP_PORT (set by the tests/serve harness for dynamic	COMMENT
MEDIUM	…ds/vllm/launch/agg_multimodal_router_chat_processor.sh	80	# The serve-test harness invokes scripts as `bash <script> --model NAME ...`,	COMMENT
MEDIUM	examples/backends/vllm/launch/disagg_same_gpu.sh	27	# Inherit GPU from parent (profiler/test harness sets CUDA_VISIBLE_DEVICES);	COMMENT
MEDIUM⚡	…launch/xpu/agg_multimodal_router_chat_processor_xpu.sh	37	# Honor DYN_HTTP_PORT (set by the tests/serve harness for dynamic	COMMENT
MEDIUM	…launch/xpu/agg_multimodal_router_chat_processor_xpu.sh	80	# The serve-test harness invokes scripts as `bash <script> --model NAME ...`,	COMMENT
MEDIUM	…ples/backends/sample/launch/multimodal_smoke_client.py	175	# a fresh timeout that can exceed the outer test harness deadline.	COMMENT
MEDIUM	examples/backends/sglang/launch/diffusion_llada.sh	25	# Manual HTTP_PORT override, else the harness-assigned DYN_HTTP_PORT, else the default.	COMMENT
MEDIUM	examples/backends/sglang/launch/agg_vision.sh	85	# Profiler/test-harness override: when _PROFILE_OVERRIDE_SGLANG_MAX_TOTAL_TOKENS is	COMMENT
MEDIUM	…amples/backends/sglang/launch/agg_multimodal_router.sh	23	# Honor DYN_HTTP_PORT (set by tests/serve harness for dynamic port allocation)	COMMENT
MEDIUM	…amples/backends/sglang/launch/agg_multimodal_router.sh	98	# harness for parallel runs; standalone runs fall back to the script's port bases.	COMMENT
MEDIUM	…amples/backends/sglang/launch/agg_multimodal_router.sh	165	# the harness may have applied (instead of the default formula).	COMMENT
MEDIUM	examples/backends/trtllm/launch/disagg_e_pd.sh	34	# Profiler/test-harness override applied to the KV-cache-bearing PD worker.	COMMENT
MEDIUM	…s/trtllm/launch/epd_multimodal_image_and_embeddings.sh	30	# Profiler/test-harness override applied to KV-cache-bearing workers (prefill, decode).	COMMENT
MEDIUM	examples/backends/trtllm/launch/disagg_multimodal.sh	21	# Profiler/test-harness override applied to KV-cache-bearing workers (prefill, decode).	COMMENT
MEDIUM	examples/backends/trtllm/launch/agg_multimodal.sh	18	# Profiler/test-harness override: when _PROFILE_OVERRIDE_TRTLLM_MAX_TOTAL_TOKENS or	COMMENT
MEDIUM	examples/backends/trtllm/launch/agg_router_approx.sh	18	# Profiler/test-harness override applied to the KV-cache-bearing worker.	COMMENT
MEDIUM	…amples/backends/trtllm/launch/agg_multimodal_router.sh	28	# Profiler/test-harness override: KvCacheConfig JSON when env var is set, empty otherwise.	COMMENT
MEDIUM⚡	examples/common/launch_utils.sh	123	# harness signalling the process group) otherwise interrupts wait -n and	COMMENT
MEDIUM⚡	examples/common/launch_utils.sh	134	# subreaper (pytest in CI), and the harness's pgid liveness check	COMMENT
MEDIUM	.github/filters.yaml	320	# Standalone CRD apiVersion converter: not used by the deploy-test harness and	COMMENT
MEDIUM	.github/actions/docker-remote-build/action.yml	296	# Output single comprehensive JSON with all build stages	COMMENT
MEDIUM	.github/actions/docker-remote-build/action.yml	344	# Upload comprehensive build metrics as artifact	COMMENT
LOW	.github/actions/bootstrap-buildkit/action.yml	93	# If the builder already exists, these commands will just set the right configurations to use it	COMMENT
MEDIUM	.github/actions/docker-build/action.yml	301	# Output single comprehensive JSON with all build stages	COMMENT
MEDIUM	.github/actions/docker-build/action.yml	349	# Upload comprehensive build metrics as artifact	COMMENT
MEDIUM	lib/llm/tests/kv_manager.rs	203	// /// and hold them until a RDMA GET COMPLETION notification is received. Essentially, the task which	COMMENT
MEDIUM	…ests/data/deepseek-v3.2/test_input_search_wo_date.json	243	"content": "[4] www.annualreports.com (https://www.annualreports.com/HostedData/AnnualReportArchive/d/defend	CODE
MEDIUM	…ests/data/deepseek-v3.2/test_input_search_wo_date.json	283	"content": "[6] www.annualreports.com (https://www.annualreports.com/HostedData/AnnualReportArchive/d/defend	CODE
MEDIUM	…ests/data/deepseek-v3.2/test_input_search_wo_date.json	323	"content": "[8] www.annualreports.com (https://www.annualreports.com/HostedData/AnnualReportArchive/d/defend	CODE
MEDIUM	…ests/data/deepseek-v3.2/test_input_search_wo_date.json	423	"content": "[13] As of December 5, 2021, Kenya had received a total of 16,201,670 vaccines (Search_Results/A	CODE
MEDIUM	…ests/data/deepseek-v3.2/test_input_search_wo_date.json	443	"content": "[14] www.worldbank.org (https://www.worldbank.org/en/news/press-release/2021/12/14/kenya-s-econo	CODE
MEDIUM⚡	…tests/data/deepseek-v3.2/test_input_search_w_date.json	199	"content": "[2] (https://ar5iv.org/html/2510.19631v1)\nviewing lines [0 - 119] of 983\n\nL0: \nL1: URL:	CODE
MEDIUM⚡	…tests/data/deepseek-v3.2/test_input_search_w_date.json	199	"content": "[2] (https://ar5iv.org/html/2510.19631v1)\nviewing lines [0 - 119] of 983\n\nL0: \nL1: URL:	CODE
44 more matches not shown…

Cross-File Repetition42 hits · 210 pts

Severity	File	Snippet	Context
HIGH	tests/fault_tolerance/etcd_ha/test_vllm.py	test etcd high availability with repeated node failures and recoveries for trt-llm in disaggregated mode. this test: 1.	STRING
HIGH	tests/fault_tolerance/etcd_ha/test_trtllm.py	test etcd high availability with repeated node failures and recoveries for trt-llm in disaggregated mode. this test: 1.	STRING
HIGH	tests/fault_tolerance/etcd_ha/test_sglang.py	test etcd high availability with repeated node failures and recoveries for trt-llm in disaggregated mode. this test: 1.	STRING
HIGH	tests/fault_tolerance/migration/test_vllm.py	end-to-end test for aggregated worker request migration. parameters: immediate_kill: true for abrupt kill (sigkill), fal	STRING
HIGH	tests/fault_tolerance/migration/test_trtllm.py	end-to-end test for aggregated worker request migration. parameters: immediate_kill: true for abrupt kill (sigkill), fal	STRING
HIGH	tests/fault_tolerance/migration/test_sglang.py	end-to-end test for aggregated worker request migration. parameters: immediate_kill: true for abrupt kill (sigkill), fal	STRING
HIGH	tests/kvbm_integration/test_determinism_agg.py	create determinism tester bound to the running server's base url.	STRING
HIGH	tests/kvbm_integration/common.py	create determinism tester bound to the running server's base url.	STRING
HIGH	tests/kvbm_integration/test_determinism_disagg.py	create determinism tester bound to the running server's base url.	STRING
HIGH	tests/kvbm_integration/test_determinism_agg.py	test determinism across cache reset: run test with warmup, reset cache, run again without warmup.	STRING
HIGH	tests/kvbm_integration/common.py	test determinism across cache reset: run test with warmup, reset cache, run again without warmup.	STRING
HIGH	tests/kvbm_integration/test_determinism_disagg.py	test determinism across cache reset: run test with warmup, reset cache, run again without warmup.	STRING
HIGH	tests/serve/test_vllm.py	test lora inference with aggregated sglang deployment. this test: 1. uses minio fixture to provide s3-compatible storage	STRING
HIGH	tests/serve/test_vllm_xpu.py	test lora inference with aggregated sglang deployment. this test: 1. uses minio fixture to provide s3-compatible storage	STRING
HIGH	tests/serve/test_sglang.py	test lora inference with aggregated sglang deployment. this test: 1. uses minio fixture to provide s3-compatible storage	STRING
HIGH	tests/router/test_router_e2e_with_sglang.py	validate kv cache prefix reuse with vllm by sending progressive requests with overlapping prefixes. same flow as test_ro	STRING
HIGH	tests/router/test_router_e2e_with_trtllm.py	validate kv cache prefix reuse with vllm by sending progressive requests with overlapping prefixes. same flow as test_ro	STRING
HIGH	tests/router/test_router_e2e_with_vllm.py	validate kv cache prefix reuse with vllm by sending progressive requests with overlapping prefixes. same flow as test_ro	STRING
HIGH	components/src/dynamo/vllm/tests/test_vllm_unit.py	test that invalid file path raises filenotfounderror.	STRING
HIGH	components/src/dynamo/sglang/tests/test_sglang_unit.py	test that invalid file path raises filenotfounderror.	STRING
HIGH	components/src/dynamo/trtllm/tests/test_trtllm_unit.py	test that invalid file path raises filenotfounderror.	STRING
HIGH	components/src/dynamo/vllm/tests/test_vllm_unit.py	test that environment variables in paths are expanded by python code.	STRING
HIGH	components/src/dynamo/sglang/tests/test_sglang_unit.py	test that environment variables in paths are expanded by python code.	STRING
HIGH	components/src/dynamo/trtllm/tests/test_trtllm_unit.py	test that environment variables in paths are expanded by python code.	STRING
HIGH	…s/src/dynamo/vllm/tests/omni/test_video_encode_real.py	return the video stream codec of encoded bytes, via the shipped ffmpeg.	STRING
HIGH	…ents/src/dynamo/sglang/tests/test_video_encode_real.py	return the video stream codec of encoded bytes, via the shipped ffmpeg.	STRING
HIGH	…ents/src/dynamo/trtllm/tests/test_video_encode_real.py	return the video stream codec of encoded bytes, via the shipped ffmpeg.	STRING
HIGH	…rc/dynamo/common/tests/multimodal/test_audio_loader.py	wiring smoke: videoloader plumbs ``url_policy`` to the validator. validator behavior is covered in ``test_url_validator.	STRING
HIGH	…rc/dynamo/common/tests/multimodal/test_image_loader.py	wiring smoke: videoloader plumbs ``url_policy`` to the validator. validator behavior is covered in ``test_url_validator.	STRING
HIGH	…rc/dynamo/common/tests/multimodal/test_video_loader.py	wiring smoke: videoloader plumbs ``url_policy`` to the validator. validator behavior is covered in ``test_url_validator.	STRING
HIGH	…mponents/src/dynamo/common/protocols/image_protocol.py	worker-boundary passthrough. the frontend nests unknown top-level request fields (an openai client's extra_body) under t	STRING
HIGH	…mponents/src/dynamo/common/protocols/audio_protocol.py	worker-boundary passthrough. the frontend nests unknown top-level request fields (an openai client's extra_body) under t	STRING
HIGH	…mponents/src/dynamo/common/protocols/video_protocol.py	worker-boundary passthrough. the frontend nests unknown top-level request fields (an openai client's extra_body) under t	STRING
HIGH	…c/dynamo/profiler/tests/unit/test_profiler_protocol.py	set dgdr_name so _validate_dgd_service_name_lengths runs in tests.	STRING
HIGH	…dynamo/profiler/tests/unit/test_helpers_profile_sla.py	set dgdr_name so _validate_dgd_service_name_lengths runs in tests.	STRING
HIGH	…mo/profiler/tests/integration/test_profile_sla_dgdr.py	set dgdr_name so _validate_dgd_service_name_lengths runs in tests.	STRING
HIGH	lib/bindings/python/examples/hello_world/server.py	create and serve the `generate` endpoint using the distributed runtime. multiple endpoints can be served from a single w	STRING
HIGH	lib/bindings/python/examples/error_handling/server.py	create and serve the `generate` endpoint using the distributed runtime. multiple endpoints can be served from a single w	STRING
HIGH	lib/bindings/python/examples/typed/server.py	create and serve the `generate` endpoint using the distributed runtime. multiple endpoints can be served from a single w	STRING
HIGH	lib/bindings/python/examples/hello_world/client.py	instantiate a `backend` client and call the `generate` endpoint	STRING
HIGH	lib/bindings/python/examples/error_handling/client.py	instantiate a `backend` client and call the `generate` endpoint	STRING
HIGH	lib/bindings/python/examples/typed/client.py	instantiate a `backend` client and call the `generate` endpoint	STRING

Redundant / Tautological Comments112 hits · 158 pts

Severity	File	Line	Snippet	Context
LOW	deploy/utils/dynamo_deployment.py	490	# Check if deployment is ready	COMMENT
LOW	deploy/utils/kubernetes.py	65	# Check if pod exists and delete it if it does	COMMENT
LOW	deploy/utils/kubernetes.py	114	# Check if pod already exists and is running	COMMENT
LOW	deploy/utils/setup_benchmarking_resources.sh	49	# Check if namespace exists	COMMENT
LOW	deploy/utils/setup_benchmarking_resources.sh	55	# Check if Dynamo platform is installed	COMMENT
LOW	deploy/pre-deployment/pre-deployment-check.sh	114	# Check if there are multiple default storage classes (which can cause issues)	COMMENT
LOW	deploy/pre-deployment/nixl/build_and_deploy.sh	257	# Check if at least one valid step was selected	COMMENT
LOW	deploy/pre-deployment/nixl/build_and_deploy.sh	387	# Check if deployment file exists	COMMENT
LOW	…/controller/dynamographdeploymentrequest_controller.go	211	# Check if profiler container terminated	COMMENT
LOW	…ploy/operator/api/scripts/generate_pydantic_from_go.py	438	# Check if it's a known enum	COMMENT
LOW	…ploy/operator/api/scripts/generate_pydantic_from_go.py	445	# Check if it's a struct we're defining	COMMENT
LOW	tests/conftest.py	1036	# Check if a process is already running on the stored port	COMMENT
LOW	tests/conftest.py	922	asyncio.get_running_loop() # Check if we're in async context	CODE
LOW	tests/deploy/dgd_utils.py	1698	# Check if port is assigned	COMMENT
LOW	tests/deploy/dgd_utils.py	852	) # Check if process exists	CODE
LOW⚡	tests/utils/managed_process.py	605	# Check if any signaled group is still alive	COMMENT
LOW	tests/utils/managed_process.py	691	# Check if the main process is still alive	COMMENT
LOW	tests/utils/payloads.py	104	# Check if content is empty	COMMENT
LOW	tests/utils/payloads.py	111	# Check if ANY of the expected strings are found (OR logic) and count matches	COMMENT
LOW⚡	tests/fault_tolerance/cancellation/utils.py	130	# Set socket to non-blocking to avoid hanging	COMMENT
LOW	…_service/agents/gpu_fault_injector/gpu_xid_injector.py	181	# Check if proc path exists	COMMENT
LOW⚡	…e/hardware/fault_injection_service/api_service/main.py	1006	# Check if it's a NetworkPolicy	COMMENT
LOW⚡	…e/hardware/fault_injection_service/api_service/main.py	1009	# Check if it's a ChaosMesh resource	COMMENT
LOW	…ction_service/cuda_fault_injection/inject_into_pods.py	811	# Check if we have the expected number of pods	COMMENT
LOW	…ction_service/cuda_fault_injection/inject_into_pods.py	813	# Check if all pods are running	COMMENT
LOW	…ction_service/cuda_fault_injection/inject_into_pods.py	883	# Check if library exists (try both /tmp and /cuda-fault paths)	COMMENT
LOW	…ware/fault_injection_service/helpers/k8s_operations.py	203	# Check if pod is ready	COMMENT
LOW	…ware/fault_injection_service/helpers/k8s_operations.py	365	# Check if ready (all containers must be ready)	COMMENT
LOW	…dware/fault_injection_service/helpers/gpu_discovery.py	115	# Check if our PID is in the list	COMMENT
LOW	tests/fault_tolerance/deploy/scenarios.py	1101	# Check if this is an MoE deployment	COMMENT
LOW	tests/fault_tolerance/deploy/parse_results.py	196	# Check if this is a token overflow test	COMMENT
LOW	tests/fault_tolerance/deploy/parse_results.py	259	# Check if this is a mixed token test	COMMENT
LOW	tests/fault_tolerance/deploy/parse_results.py	883	# Check if this is an overflow/recovery pair and show timing info	COMMENT
LOW	tests/fault_tolerance/deploy/legacy_parse_results.py	104	# Check if request was successful	COMMENT
LOW	tests/fault_tolerance/deploy/test_deployment.py	143	# Check if this is a continuous load test (rolling upgrade scenarios)	COMMENT
LOW	tests/fault_tolerance/deploy/test_deployment.py	146	# Check if this is a mixed token test (overflow + recovery)	COMMENT
LOW	tests/fault_tolerance/etcd_ha/utils.py	227	# Check if a leader is elected indicating cluster health	COMMENT
LOW	tests/kvbm_integration/common.py	648	# Check if process is listening on our port	COMMENT
LOW	tests/kvbm_integration/test_consolidator_router_e2e.py	30	# Check if engines are available and build list of available engines	COMMENT
LOW	tests/kvbm_integration/test_consolidator_router_e2e.py	206	# Check if consolidator started	COMMENT
LOW	tests/serve/lora_utils.py	149	# Check if MinIO is already running	COMMENT
LOW	tests/serve/launch/template_verifier.py	30	# Check if the custom template marker is present	COMMENT
LOW	tests/lmcache/summarize_scores_dynamo.py	185	# Check if this model passed consistency check	COMMENT
LOW	tests/lmcache/run_test.sh	30	# Check if data exists	COMMENT
LOW	tests/lmcache/run_test.sh	34	# Check if Python dependencies are installed	COMMENT
LOW	tests/lmcache/run_test.sh	63	# Check if server is responding	COMMENT
LOW	tests/lmcache/run_test.sh	104	# Check if server is responding	COMMENT
LOW	tests/lmcache/run_test.sh	141	# Check if result files exist	COMMENT
LOW	tests/router/helper.py	834	# Check if response has token_ids	COMMENT
LOW	tests/router/helper.py	864	# Verify if expected number of tokens are generated if max_tokens specified and ignore_eos is True	COMMENT
LOW	container/compliance/generate_go_deps.py	260	# Check if the package path starts with the module path	COMMENT
LOW	components/src/dynamo/frontend/vllm_processor.py	715	# Set DYNAMO_MM_TRANSFER to choose transfer mode:	COMMENT
LOW	components/src/dynamo/planner/core/load/predictors.py	154	# Check if all values are the same (constant data)	COMMENT
LOW	components/src/dynamo/planner/plugins/_proto_bridge.py	273	# Check if THIS message has a oneof named "result"	COMMENT
LOW	…onents/src/dynamo/planner/tests/unit/load_generator.py	381	# Print results summary	COMMENT
LOW	components/src/dynamo/vllm/worker_factory.py	2408	# Check if kv event consolidator is enabled (port was allocated in setup_vllm_engine)	COMMENT
LOW	components/src/dynamo/vllm/worker_factory.py	2705	# Check if kv event consolidator is enabled (port was allocated in setup_vllm_engine)	COMMENT
LOW	components/src/dynamo/vllm/handlers.py	3077	# Check if the LoRA exists after waiting for any in-progress load.	COMMENT
LOW	components/src/dynamo/vllm/args.py	702	# Check if --connector was explicitly provided via CLI or DYN_CONNECTOR env var	COMMENT
LOW	components/src/dynamo/vllm/main.py	481	# Check if kv_cache_events are explicitly disabled	COMMENT
52 more matches not shown…

Self-Referential Comments50 hits · 149 pts

Severity	File	Line	Snippet	Context
MEDIUM	hatch_build.py	59	version_content = f'# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All righ	CODE
MEDIUM	…rence-gateway/scripts/install_gaie_crd_agentgateway.sh	50	# Create an AgentgatewayParameters resource that excludes Istio sidecar injection	COMMENT
MEDIUM	tests/conftest.py	1069	# Create a log directory for session-scoped servers	COMMENT
MEDIUM	tests/conftest.py	1092	# Create a log directory for session-scoped servers	COMMENT
MEDIUM	tests/frontend/grpc/triton_echo_client.py	91	# Define the callback function. Note the last two parameters should be	COMMENT
MEDIUM	tests/frontend/grpc/test_tensor_mocker_engine.py	174	# Define the callback function. Note the last two parameters should be	COMMENT
MEDIUM	…e/hardware/fault_injection_service/api_service/main.py	769	# Create the NetworkPolicy	COMMENT
MEDIUM	…e/hardware/fault_injection_service/api_service/main.py	966	# Create the NetworkChaos resource	COMMENT
MEDIUM	tests/fault_tolerance/deploy/scenarios.py	797	# Define the yaml files for agg and disagg deployments	COMMENT
MEDIUM	tests/fault_tolerance/deploy/scenarios.py	803	# Define the different configurations to test	COMMENT
MEDIUM	tests/fault_tolerance/deploy/test_deployment.py	92	# Create a copy of the load config with overridden client type	COMMENT
MEDIUM	tests/lmcache/download_mmlu.py	68	# Create the expected CSV format: question, A, B, C, D, answer	COMMENT
MEDIUM	.devcontainer/gen_devcontainer_json.py	17	# Define the frameworks to generate	COMMENT
MEDIUM	.devcontainer/gen_devcontainer_json.py	29	# Create the target directory	COMMENT
MEDIUM	container/context.yaml	4	# This file represents the default ARG values of Dockerfiles generated	COMMENT
MEDIUM	components/src/dynamo/planner/core/base.py	763	# Creating the remote task is the admission point. PATCH uses	COMMENT
MEDIUM	components/src/dynamo/vllm/publisher.py	17	# Create a dedicated registry for dynamo_component metrics	COMMENT
MEDIUM⚡	…ests/memory/test_multimodal_embedding_cache_manager.py	264	# Create a non-contiguous tensor via transpose	COMMENT
MEDIUM	…amo/common/tests/multimodal/test_mm_kwargs_transfer.py	572	# Create a receiver with a mocked pool	COMMENT
MEDIUM⚡	…ponents/src/dynamo/common/config_dump/config_dumper.py	243	# Create a canonical JSON encoder with consistent formatting	COMMENT
MEDIUM	…nts/src/dynamo/common/multimodal/embedding_transfer.py	426	# Create a queue hinting whether the sender is expecting future transfer	COMMENT
MEDIUM	components/src/dynamo/mocker/main.py	192	# Create a separate DistributedRuntime for this worker (on same event loop)	COMMENT
MEDIUM	components/src/dynamo/mocker/main.py	248	# Create the engine with this worker's isolated runtime	COMMENT
MEDIUM	components/src/dynamo/sglang/args.py	769	# Create a minimal ServerArgs-like object that bypasses model config loading	COMMENT
MEDIUM	…mo/sglang/tests/test_sglang_image_diffusion_handler.py	146	# Create a simple test image	COMMENT
MEDIUM	…mo/sglang/tests/test_sglang_image_diffusion_handler.py	187	# Create a simple test image	COMMENT
MEDIUM	…mo/sglang/tests/test_sglang_image_diffusion_handler.py	344	# Create a numpy array representing an image	COMMENT
MEDIUM	components/src/dynamo/profiler/utils/plot.py	242	# Create the surface plot with customizations	COMMENT
MEDIUM	components/src/dynamo/profiler/utils/plot.py	278	# Create the throughput surface plot with customizations	COMMENT
MEDIUM	components/src/dynamo/trtllm/publisher.py	50	# Create a dedicated registry for dynamo_component metrics	COMMENT
MEDIUM	…ts/src/dynamo/trtllm/workers/image_diffusion_worker.py	76	# Create the request handler	COMMENT
MEDIUM	…ts/src/dynamo/trtllm/workers/video_diffusion_worker.py	75	# Create the request handler	COMMENT
MEDIUM	examples/backends/vllm/deploy/gms-failover.yaml	13	# This file contains variants you can use under .spec.components:	COMMENT
MEDIUM	benchmarks/prefix_data_generator/cli.py	29	# Create the parser for the "analyze" command	COMMENT
MEDIUM	benchmarks/prefix_data_generator/cli.py	32	# Create the parser for the "synthesize" command	COMMENT
MEDIUM⚡	benchmarks/prefix_data_generator/tests/test_sampler.py	26	# Create a test array with equal numbers of 1, 2, and 3	COMMENT
MEDIUM⚡	benchmarks/prefix_data_generator/tests/test_sampler.py	29	# Create the sampler	COMMENT
MEDIUM	benchmarks/frontend/scripts/sweep_k8s/aiperf.py	300	# Create a helper pod to access the PVC	COMMENT
MEDIUM	benchmarks/frontend/scripts/sweep_k8s/aiperf.py	460	# Create the Job	STRING
MEDIUM	benchmarks/multimodal/image/aiperf_large_image.sh	10	# Create a JSONL file with 11 identical large image URLs	COMMENT
MEDIUM	…ks/multimodal/image/aiperf_small_image_50_isl_ratio.sh	12	# Create a JSONL file with 30 identical small image URLs	COMMENT
MEDIUM	benchmarks/multimodal/image/aiperf_small_image.sh	11	# Create a JSONL file with 12 identical small image URLs	COMMENT
MEDIUM	.github/codeowners/external_contributors.yaml	14	# This file is also the single source for CONTRIBUTORS.md. Do not hand-edit	COMMENT
MEDIUM	.github/workflows/detect_broken_links.py	937	# Create a cleaned version of the report without resolved_path for JSON output	STRING
MEDIUM	.github/workflows/detect_broken_links.py	942	# Create a copy of the link without resolved_path	STRING
MEDIUM	.github/actions/docker-remote-build/action.yml	252	# Create the job metrics file	COMMENT
MEDIUM	.github/actions/docker-build/action.yml	249	# Create the job metrics file	COMMENT
MEDIUM	…gpu_memory_service/integrations/sglang/model_loader.py	39	# This module is only imported when load_format="gms" is used.	COMMENT
MEDIUM	lib/bindings/python/tests/test_kv_bindings.py	49	# Create a store event with parent_hash=None, block_hash=0	COMMENT
MEDIUM	lib/bindings/python/src/dynamo/nixl_connect/__init__.py	686	# This method is a no-op for now, in the future it may be used to initialize the connection.	COMMENT

Hallucination Indicators10 hits · 115 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	deploy/power-agent/tests/test_apply_cap.py	138	self.metrics.cap_clamped_total.labels.return_value.inc.assert_called_once()	CODE
CRITICAL⚡	deploy/power-agent/tests/test_apply_cap.py	146	self.metrics.cap_clamped_total.labels.return_value.inc.assert_called_once()	CODE
CRITICAL⚡	deploy/power-agent/tests/test_apply_cap.py	215	metrics.applied_limit_watts.labels.return_value.set.assert_called_once_with(450)	CODE
CRITICAL	deploy/power-agent/tests/test_actuator_protocol.py	353	metrics.applied_limit_watts.labels.return_value.set.assert_called_with(410)	CODE
CRITICAL	deploy/power-agent/tests/test_actuator_protocol.py	466	metrics.applied_limit_watts.labels.return_value.set.assert_called_with(700)	CODE
CRITICAL	deploy/power-agent/tests/test_dcgm_actuator.py	299	handle.GetSystem.return_value.discovery.GetAllGpuIds.assert_called_once_with()	CODE
CRITICAL	deploy/power-agent/tests/test_dcgm_actuator.py	1214	metrics.applied_limit_watts.labels.return_value.set.assert_called_with(300)	CODE
CRITICAL	deploy/power-agent/tests/test_dcgm_actuator.py	2585	metrics.applied_limit_watts.labels.return_value.set.assert_called_with(410)	CODE
CRITICAL	deploy/power-agent/tests/test_dcgm_actuator.py	2606	metrics.applied_limit_watts.labels.return_value.set.assert_called_with(700)	CODE
CRITICAL	deploy/operator/internal/cert/cert_test.go	503	originalService := crd.Spec.Conversion.Webhook.ClientConfig.Service.DeepCopy()	CODE

Example Usage Blocks46 hits · 70 pts

Severity	File	Line	Snippet	Context
LOW	…lates/vllm/run_bare_multinode_elastic_ep_scale_test.sh	24	# Usage:	COMMENT
LOW	…nce/deploy/templates/vllm/run_elastic_ep_scale_test.sh	16	# Usage:	COMMENT
LOW	…/templates/vllm/run_multinode_elastic_ep_scale_test.sh	28	# Usage:	COMMENT
LOW	…emplates/sglang/run_sglang_elastic_ep_scale_up_test.sh	24	# Usage:	COMMENT
LOW	docs/fern/scripts/hero-demo/record-hero.sh	8	# Usage:	COMMENT
LOW	…s/fern/pages/blog/_assets/flash-indexer/tools/build.sh	11	# Usage:	COMMENT
LOW	recipes/qwen3-vl-32b-fp8/benchmark/run-benchmark.sh	9	# Usage:	COMMENT
LOW	…qwen3-vl-30b/vllm/agg-embedding-cache/run-benchmark.sh	5	# Usage:	COMMENT
LOW	recipes/inkling/cleanup.sh	7	# Usage:	COMMENT
LOW	recipes/qwen3.6-35b/run-all-benchmarks.sh	12	# Usage:	COMMENT
LOW	recipes/qwen3.6-35b/run-benchmark.sh	12	# Usage:	COMMENT
LOW	examples/custom_encoder/launch/agg_custom.sh	26	# Usage:	COMMENT
LOW	examples/backends/vllm/launch/agg_omni_i2v.sh	7	# Usage:	COMMENT
LOW	examples/backends/vllm/launch/multi_node_tp.sh	9	# Usage:	COMMENT
LOW	examples/backends/vllm/launch/agg_embed_multiworker.sh	19	# Usage:	COMMENT
LOW	…kends/vllm/launch/lora/multimodal/validate_lora_agg.sh	13	# Usage:	COMMENT
LOW⚡	…mples/backends/vllm/launch/lora/multimodal/lora_agg.sh	11	# Usage:	COMMENT
LOW	…ckends/vllm/launch/lora/omni/validate_omni_lora_agg.sh	13	# Usage:	COMMENT
LOW	examples/common/gpu_utils.sh	7	# Usage:	COMMENT
LOW	examples/common/gpu_utils.sh	22	# Usage:	COMMENT
LOW	examples/common/gpu_utils.sh	88	# Usage:	COMMENT
LOW	examples/common/launch_utils.sh	19	# Usage:	COMMENT
LOW⚡	examples/common/launch_utils.sh	127	# Usage:	COMMENT
LOW	examples/common/launch_utils.sh	342	# Usage:	COMMENT
LOW	examples/global_planner/global-planner-gpu-budget.yaml	27	# Usage:	COMMENT
LOW	examples/global_planner/global-planner-vllm-test.yaml	19	# Usage:	COMMENT
LOW	examples/global_planner/global-planner-mocker-test.yaml	15	# Usage:	COMMENT
LOW	…s/global_planner/global-planner-vllm-test-xpu-dra.yaml	21	# Usage:	COMMENT
LOW	benchmarks/frontend/dgd/templates/mocker.yaml	19	# Usage:	COMMENT
LOW	benchmarks/frontend/dgd/templates/vllm-gpt-oss-20b.yaml	32	# Usage:	COMMENT
LOW	benchmarks/frontend/dgd/templates/vllm.yaml	17	# Usage:	COMMENT
LOW	benchmarks/frontend/scripts/run_perf.sh	9	# Usage:	COMMENT
LOW	benchmarks/frontend/scripts/nsight/nsys_profile.sh	13	# Usage:	COMMENT
LOW	…marks/frontend/scripts/flamegraph/offcpu_flamegraph.sh	8	# Usage:	COMMENT
LOW	…chmarks/frontend/scripts/flamegraph/diff_flamegraph.sh	8	# Usage:	COMMENT
LOW	…nchmarks/frontend/scripts/flamegraph/cpu_flamegraph.sh	8	# Usage:	COMMENT
LOW	benchmarks/frontend/scripts/bpf/setup.sh	10	# Usage:	COMMENT
LOW	benchmarks/frontend/scripts/bpf/run.sh	7	# Usage:	COMMENT
LOW	…modal/sweep/experiments/embedding_cache/trtllm_e_pd.sh	9	# Usage:	COMMENT
LOW	…odal/sweep/experiments/embedding_cache/vllm_serve.yaml	6	# Usage:	COMMENT
LOW	…dal/sweep/experiments/embedding_cache/trtllm_e_pd.yaml	6	# Usage:	COMMENT
LOW	…modal/sweep/experiments/embedding_cache/vllm_e_pd.yaml	6	# Usage:	COMMENT
LOW	…dal/sweep/experiments/embedding_cache/sglang_e_pd.yaml	6	# Usage:	COMMENT
LOW	benchmarks/omni/image/aiperf_image_gen.sh	8	# Usage:	COMMENT
LOW	lib/llm/tests/kv_manager.rs	249	// // Example usage:	COMMENT
LOW	dev/docker-observability.yml	7	# Usage:	COMMENT

AI Structural Patterns57 hits · 44 pts

Severity	File	Line	Context
LOW	tests/frontend/test_completion_mocker_engine.py	51	CODE
LOW	tests/frontend/test_vllm.py	162	CODE
LOW	tests/utils/managed_process.py	938	CODE
LOW	tests/utils/payloads.py	457	CODE
LOW	tests/utils/payload_builder.py	63	CODE
LOW	tests/utils/payload_builder.py	105	CODE
LOW	tests/utils/payload_builder.py	299	CODE
LOW	tests/utils/payload_builder.py	425	CODE
LOW	tests/fault_tolerance/deploy/scenarios.py	985	CODE
LOW	tests/fault_tolerance/deploy/scenarios.py	1026	CODE
LOW	tests/fault_tolerance/migration/utils.py	519	CODE
LOW	tests/router/test_router_e2e_with_sglang.py	75	CODE
LOW	tests/router/router_process.py	44	CODE
LOW	tests/router/test_router_e2e_with_trtllm.py	71	CODE
LOW	tests/router/test_router_e2e_with_vllm.py	117	CODE
LOW	tests/router/common.py	2033	CODE
LOW	tests/router/common.py	2882	CODE
LOW	tests/router/helper.py	754	CODE
LOW	tests/router/mocker_process.py	78	CODE
LOW	tests/router/mocker_process.py	495	CODE
LOW	docs/fern/scripts/convert_callouts.py	124	CODE
LOW	components/src/dynamo/frontend/sglang_prepost.py	1170	CODE
LOW	components/src/dynamo/frontend/prepost.py	522	CODE
LOW	components/src/dynamo/frontend/prepost.py	685	CODE
LOW	components/src/dynamo/frontend/sglang_processor.py	321	CODE
LOW	components/src/dynamo/frontend/sglang_processor.py	530	CODE
LOW	…rc/dynamo/planner/connectors/clients/kubernetes_api.py	860	CODE
LOW	…nts/src/dynamo/planner/tests/unit/test_batch_policy.py	77	CODE
LOW	…c/dynamo/planner/tests/unit/test_load_based_scaling.py	50	CODE
LOW	components/src/dynamo/vllm/handlers.py	1249	CODE
LOW	components/src/dynamo/vllm/handlers.py	3440	CODE
LOW	components/src/dynamo/vllm/handlers.py	3660	CODE
LOW	components/src/dynamo/vllm/handlers.py	4251	CODE
LOW	…/src/dynamo/vllm/multimodal_utils/request_processor.py	306	CODE
LOW	components/src/dynamo/common/utils/prometheus.py	224	CODE
LOW	components/src/dynamo/mocker/__init__.py	36	CODE
LOW	components/src/dynamo/sglang/engine_generate.py	39	CODE
LOW	components/src/dynamo/sglang/tests/test_sglang_unit.py	962	CODE
LOW	…ents/src/dynamo/profiler/tests/test_replay_optimize.py	278	CODE
LOW	…ents/src/dynamo/profiler/tests/test_replay_optimize.py	311	CODE
LOW	components/src/dynamo/profiler/utils/aiperf.py	75	CODE
LOW	…src/dynamo/profiler/utils/config_modifiers/protocol.py	135	CODE
LOW	…src/dynamo/profiler/utils/config_modifiers/protocol.py	461	CODE
LOW	components/src/dynamo/replay/api.py	233	CODE
LOW	components/src/dynamo/replay/api.py	442	CODE
LOW	components/src/dynamo/trtllm/publisher.py	1325	CODE
LOW	components/src/dynamo/trtllm/publisher.py	514	CODE
LOW	…mponents/src/dynamo/trtllm/engines/diffusion_engine.py	158	CODE
LOW	benchmarks/frontend/scripts/sweep_k8s/aiperf.py	382	CODE
LOW	lib/gpu_memory_service/snapshot/storage_client.py	38	CODE
LOW	gyms/planner-gym/tests/test_html_report.py	48	CODE
LOW	gyms/planner-gym/tests/test_html_report.py	87	CODE
LOW	gyms/planner-gym/src/autoscaling_arena/saved_report.py	147	CODE
LOW	gyms/planner-gym/src/autoscaling_arena/adapters/jev.py	77	CODE
LOW	…planner-gym/src/autoscaling_arena/adapters/reactive.py	58	CODE
LOW	gyms/planner-gym/src/autoscaling_arena/adapters/keda.py	178	CODE
LOW	gyms/planner-gym/src/autoscaling_arena/runners/sims.py	1325	CODE

Synthetic Comment Markers3 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	…pages/recipes/feature-benchmarks/benchmarking-guide.md	303	└── plots/ # Generated by aiperf plot	CODE
HIGH	lib/llm/src/kv_router/publisher/tests.rs	2207	#[ignore] // Mark as ignored as requested, because CI's integrations still don't have NATS	COMMENT
HIGH	lib/llm/src/kv_router/publisher/tests.rs	2207	#[ignore] // Mark as ignored as requested, because CI's integrations still don't have NATS	COMMENT

Dead Code9 hits · 17 pts

Severity	File	Line	Context
MEDIUM	tests/frontend/http_status_propagation_worker.py	51	CODE
MEDIUM	tests/frontend/http_status_propagation_worker.py	64	CODE
MEDIUM	…ponents/src/dynamo/vllm/tests/test_vllm_legacy_lora.py	653	CODE
MEDIUM	…s/src/dynamo/vllm/tests/omni/test_omni_stage_worker.py	71	CODE
MEDIUM	components/src/dynamo/vllm/omni/base_handler.py	229	CODE
MEDIUM	…amo/trtllm/request_handlers/base_generative_handler.py	46	CODE
MEDIUM	…ts/src/dynamo/trtllm/tests/test_trtllm_handler_base.py	1114	CODE
MEDIUM	components/src/dynamo/trtllm/tests/test_push_egress.py	170	CODE
MEDIUM	…/bindings/python/tests/test_kv_router_stream_errors.py	30	CODE

Fake / Example Data14 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	deploy/operator/internal/webhook/common_test.go	144	username: "admin@example.com",	CODE
LOW	…/tests/multimodal_utils/test_vllm_request_processor.py	1086	decode_mm_data = {"image": {"placeholder": object()}}	CODE
LOW	…/tests/multimodal_utils/test_vllm_request_processor.py	1119	image = {"placeholder": object()}	CODE
LOW⚡	.github/codeowners/test_codeowners.py	1796	"name": "Jane Doe",	CODE
LOW⚡	.github/codeowners/test_codeowners.py	1804	assert "Jane Doe" in md	CODE
LOW	lib/bench/multiturn_bench.rs	51	/// Approximate user-prompt token count per turn (lorem ipsum)	COMMENT
LOW	lib/bench/multiturn_bench.rs	137	// Lorem ipsum generator	COMMENT
LOW⚡	lib/llm/tests/tokenizers.rs	35	("Tell me about the following text.", "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempo	CODE
LOW⚡	lib/llm/tests/tokenizers.rs	35	("Tell me about the following text.", "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempo	CODE
LOW⚡	lib/llm/tests/tokenizers.rs	38	("Tell me about the following text.", "Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW⚡	lib/llm/tests/tokenizers.rs	38	("Tell me about the following text.", "Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur,	CODE
LOW	…sts/data/replays/deepseek-r1-distill-llama-8b/notes.md	10	"messages": [{"role": "user", "content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod te	CODE
LOW	…sts/data/replays/deepseek-r1-distill-llama-8b/notes.md	10	"messages": [{"role": "user", "content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod te	CODE
LOW	…rc/protocols/openai/chat_completions/unified_parser.rs	11007	let input = r#"{"to":"user@example.com","subject":"Hello","body":"Hi"}<\|tool_call_end\|>"#;	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	examples/global_planner/global-planner-gpu-budget.yaml	12	# --managed-namespaces), not to every DGD in the cluster. In this example the	COMMENT

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/backends/vllm/deploy/gms-failover.yaml	13	# This file contains variants you can use under .spec.components:	COMMENT
LOW	lib/llm/tests/parallel_tool_call_integration.rs	105	r#"<think>Okay, the user is asking two things: the weather in Dallas, Texas, and whether today is a holiday. I need	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/gpu_memory_service/v1/server/rpc.py	338	def handle_request(	CODE
LOW	lib/gpu_memory_service/server/gms.py	252	async def handle_request(	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/kvbm-engine/src/worker/coordinated.rs	392	// TODO: Add tests with mock Worker implementation	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings