gpustack/gpustack

Pattern Findings

The scanner identified 8587 distinct pattern matches across 26 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers6084 hits · 5695 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_extension.py	51	def test_core_values_without_a_plugin(self, monkeypatch):	CODE
LOW⚡	tests/test_extension.py	58	def test_a_plugin_overrides_both_values(self, monkeypatch):	CODE
LOW⚡	tests/test_extension.py	64	def test_a_plugin_that_defers_is_skipped(self, monkeypatch):	CODE
LOW⚡	tests/test_extension.py	69	def test_a_broken_plugin_does_not_break_version_reporting(self, monkeypatch):	CODE
LOW⚡	tests/test_extension.py	74	def test_the_entry_point_scan_happens_once(self, monkeypatch):	CODE
LOW	tests/test_extension.py	92	async def test_the_version_endpoint(self, monkeypatch):	CODE
LOW	tests/test_extension.py	102	def test_the_deployment_document_header(self, monkeypatch):	CODE
LOW	tests/test_extension.py	143	async def test_a_matching_plugin_build_passes(self, monkeypatch, temp_dir, caplog):	CODE
LOW	tests/test_extension.py	153	async def test_a_differing_server_build_warns(self, monkeypatch, temp_dir, caplog):	CODE
LOW⚡	tests/test_security.py	32	def test_jwt_session_round_trip():	CODE
LOW⚡	tests/test_security.py	41	def test_jwt_rejects_expired_token():	CODE
LOW⚡	tests/test_security.py	49	def test_jwt_rejects_token_signed_with_another_key():	CODE
LOW⚡	tests/test_security.py	58	def test_jwt_rejects_unconfigured_algorithm(algorithm):	CODE
LOW⚡	tests/test_security.py	67	def test_jwt_rejects_header_recursion_as_invalid_token(monkeypatch):	CODE
LOW	tests/test_security.py	84	def test_generated_secret_key_shape():	CODE
LOW	tests/test_security.py	103	def test_both_verifiers_accept_the_same_plaintext():	CODE
LOW	tests/test_security.py	121	def test_digest_is_salted_per_key():	CODE
LOW	tests/test_security.py	148	def test_malformed_or_unknown_digest_never_verifies(digest):	CODE
LOW	tests/test_security.py	165	def test_unusable_digest_is_reported_as_such(digest):	CODE
LOW	tests/test_security.py	173	def test_a_real_digest_is_usable_whether_or_not_it_matches():	CODE
LOW	tests/test_security.py	188	def test_a_custom_key_follows_the_deployment_switch(monkeypatch, allowed):	CODE
LOW	tests/test_security.py	205	def test_the_shape_test_does_not_apply_to_a_custom_key(monkeypatch):	CODE
LOW	tests/test_security.py	222	def test_a_generated_key_still_has_to_look_generated(monkeypatch):	CODE
LOW	tests/test_security.py	238	def test_deployment_token_never_gets_a_digest():	CODE
LOW	tests/test_security.py	269	def test_secret_not_shaped_like_our_output_is_refused(secret_key):	CODE
LOW	tests/test_security.py	275	def test_generated_secret_is_eligible():	CODE
LOW	tests/test_security.py	301	def test_verify_memo_is_bounded(monkeypatch):	CODE
LOW	tests/test_security.py	334	def test_gateway_digest_matches_the_shared_vector():	CODE
LOW	tests/test_security.py	338	def test_gateway_digest_is_derived_not_recomputed():	CODE
LOW	tests/test_security.py	357	def test_gateway_digest_is_shorter_by_the_amount_the_budget_counts_on():	CODE
LOW	tests/test_security.py	374	def test_the_algorithm_name_changes_with_the_encoding():	CODE
LOW	tests/test_security.py	385	def test_an_underivable_digest_yields_nothing(digest):	CODE
LOW	tests/routers/test_clusters.py	25	def test_get_server_url_strips_trailing_slash_from_cluster_override():	CODE
LOW	tests/routers/test_clusters.py	37	def test_get_server_url_strips_trailing_slash_from_external_url():	CODE
LOW	tests/routers/test_clusters.py	49	def test_get_server_url_falls_back_to_request_host():	CODE
LOW	tests/routers/test_clusters.py	67	def test_cluster_update_normalizes_server_url():	CODE
LOW	tests/routers/test_clusters.py	76	def test_get_trusted_hosts_resolution(tmp_path):	CODE
LOW	tests/routers/test_clusters.py	113	def test_config_normalizes_server_external_url(monkeypatch, tmp_path):	CODE
LOW	tests/routers/test_clusters.py	148	async def test_rename_keeps_cluster_names_unique_within_the_org(engine):	CODE
LOW⚡	tests/routers/test_benchmarks.py	97	def test_a_wrong_case_load_type_is_refused(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	101	def test_the_two_valid_axes_survive_as_their_wire_values(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	107	def test_the_axis_name_the_runner_wants_is_derived_not_repeated(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	131	def test_an_empty_stage_list_is_not_the_stages_shape(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	137	def test_auto_tune_and_stages_together_are_refused(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	144	def test_an_inverted_search_range_is_refused(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	151	def test_an_empty_search_range_is_refused(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	156	def test_a_valid_range_passes(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	162	def test_non_positive_budgets_are_refused(self, field):	CODE
LOW⚡	tests/routers/test_benchmarks.py	167	def test_a_point_budget_the_grid_cannot_hold_is_refused(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	179	def test_the_ceiling_itself_is_allowed(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	184	def test_more_manual_stages_than_the_grid_can_hold_is_refused(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	192	def test_every_slo_threshold_must_be_positive(self, t):	CODE
LOW⚡	tests/routers/test_benchmarks.py	199	def test_a_stage_without_a_numeric_rate_is_refused(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	204	def test_a_stage_that_is_not_an_object_never_reaches_the_check(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	211	def test_a_non_positive_stage_rate_is_refused(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	221	def test_an_unusable_per_stage_constraint_is_refused(self, key):	CODE
LOW⚡	tests/routers/test_benchmarks.py	229	def test_a_stage_constraint_left_out_is_fine(self):	CODE
LOW⚡	tests/routers/test_benchmarks.py	236	def test_a_negative_pass_through_knob_is_refused(self, field):	CODE
LOW⚡	tests/routers/test_benchmarks.py	242	def test_zero_stays_a_legal_setting(self, field):	CODE
LOW⚡	tests/routers/test_benchmarks.py	247	def test_an_inverted_token_window_is_refused(self):	CODE
6024 more matches not shown…

Decorative Section Separators251 hits · 976 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/routers/test_usage_export_integration.py	377	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export_integration.py	383	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export_integration.py	452	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export_integration.py	454	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export.py	144	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export.py	146	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export.py	243	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export.py	245	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export.py	449	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export.py	451	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export.py	550	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/routers/test_usage_export.py	552	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cmd/test_reload_config_auth.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cmd/test_reload_config_auth.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cmd/test_reload_config_auth.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cmd/test_reload_config_auth.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cmd/test_reload_config_auth.py	111	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cmd/test_reload_config_auth.py	113	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cmd/test_reload_config_auth.py	207	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cmd/test_reload_config_auth.py	209	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cloud_providers/test_shuihua.py	95	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cloud_providers/test_shuihua.py	97	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cloud_providers/test_shuihua.py	176	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cloud_providers/test_shuihua.py	178	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cloud_providers/test_shuihua.py	218	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cloud_providers/test_shuihua.py	220	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cloud_providers/test_shuihua.py	308	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cloud_providers/test_shuihua.py	310	# --------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/k8s/test_template_config.py	105	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/k8s/test_template_config.py	113	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/k8s/test_template_config.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/k8s/test_template_config.py	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_usage_details_archiver.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_usage_details_archiver.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_usage_details_archiver.py	57	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_usage_details_archiver.py	60	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_usage_details_archiver.py	133	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_usage_details_archiver.py	135	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_usage_details_archiver.py	158	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_usage_details_archiver.py	160	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	220	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	222	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	503	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	505	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	523	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	525	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	676	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/server/test_resource_usage_collector_type_snapshot.py	678	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/server/test_resource_usage_collector_type_snapshot.py	60	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/server/test_resource_usage_collector_type_snapshot.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_metrics_collector.py	307	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_metrics_collector.py	309	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_metrics_collector.py	373	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_metrics_collector.py	375	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_metrics_collector.py	398	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_metrics_collector.py	400	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_metrics_collector.py	456	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/test_metrics_collector.py	460	# ---------------------------------------------------------------------------	COMMENT
191 more matches not shown…

Excessive Try-Catch Wrapping678 hits · 655 pts

Severity	File	Line	Snippet	Context
LOW	tests/websocket_proxy/test_connection.py	134	except Exception as e:	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	326	except Exception:	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	485	except Exception as e:	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	674	except Exception as e:	CODE
MEDIUM	tests/websocket_proxy/test_websocket_bench.py	86	def handle_request(reader, writer):	CODE
MEDIUM	tests/websocket_proxy/test_websocket_bench.py	181	def handle_request(reader, writer):	CODE
MEDIUM	tests/websocket_proxy/test_websocket_bench.py	277	def handle_request(reader, writer):	CODE
MEDIUM	tests/websocket_proxy/test_websocket_bench.py	369	def handle_request(reader, writer):	CODE
MEDIUM	tests/websocket_proxy/test_websocket_bench.py	458	def handle_request(reader, writer):	CODE
MEDIUM	tests/websocket_proxy/test_websocket_bench.py	552	def handle_request(reader, writer):	CODE
MEDIUM	tests/websocket_proxy/test_websocket_bench.py	648	def handle_request(reader, writer):	CODE
MEDIUM	tests/websocket_proxy/test_websocket_bench.py	784	def handle_request(reader, writer):	CODE
MEDIUM	tests/websocket_proxy/test_websocket_bench.py	914	def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	97	except Exception:	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	192	except Exception as e:	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	288	except Exception:	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	377	except Exception:	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	470	except Exception:	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	558	except Exception:	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	673	except Exception as e:	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	797	except Exception:	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	921	except Exception:	CODE
LOW	tests/websocket_proxy/test_server_federation.py	506	except Exception as e:	CODE
LOW	tests/api/test_exceptions.py	61	except Exception as e:	CODE
LOW	tests/api/test_exceptions.py	156	except Exception as e:	CODE
MEDIUM	tests/api/test_exceptions.py	55	def test_error_response_model_validate(name, given, expected):	CODE
MEDIUM	tests/api/test_exceptions.py	152	def test_raise_if_response_error(name, given, expected):	CODE
MEDIUM	tests/worker/test_serve_manager.py	1072	def emit(writer, batch):	CODE
LOW	tests/worker/test_serve_manager.py	1081	except Exception as e:	CODE
LOW	tests/routes/test_model_instance_log_download.py	118	except Exception as e:	CODE
LOW	hack/perf/run_model_benchmark.py	386	except Exception as exc:	CODE
LOW	hack/perf/run_model_benchmark.py	461	except Exception as exc:	CODE
LOW	hack/perf/run_model_benchmark.py	663	except Exception as exc:	CODE
LOW	hack/perf/run_model_benchmark.py	702	except Exception as exc:	CODE
LOW	hack/perf/run_model_benchmark.py	785	except Exception as exc:	CODE
LOW	hack/perf/run_model_benchmark.py	963	except Exception as e:	CODE
LOW	hack/perf/run_model_benchmark.py	976	except Exception as exc:	CODE
LOW	hack/perf/run_model_benchmark.py	1195	except Exception as e:	CODE
LOW	hack/perf/fill_benchmark_raw_metrics.py	191	except Exception as exc:	CODE
LOW	gpustack/security.py	68	except Exception:	CODE
LOW	gpustack/extension.py	61	except Exception:	CODE
LOW	gpustack/extension.py	86	except Exception:	CODE
LOW	gpustack/cmd/db_migration.py	81	except Exception as e:	CODE
LOW	gpustack/cmd/db_migration.py	120	except Exception as e:	CODE
LOW	gpustack/cmd/db_migration.py	142	except Exception as e:	CODE
LOW	gpustack/cmd/db_migration.py	169	except Exception as e:	CODE
MEDIUM	gpustack/cmd/db_migration.py	70	def _run(args):	CODE
LOW	gpustack/cmd/download_tools.py	80	except Exception as e:	CODE
LOW	gpustack/cmd/reload_config.py	124	except Exception as e:	CODE
LOW	gpustack/cmd/reload_config.py	286	except Exception as e:	CODE
LOW	gpustack/cmd/reload_config.py	320	except Exception:	CODE
MEDIUM	gpustack/cmd/reload_config.py	102	def run(args):	CODE
LOW	gpustack/cmd/start.py	747	except Exception as e:	CODE
LOW	gpustack/cmd/start.py	766	except Exception as e:	CODE
LOW	gpustack/cmd/start.py	802	except Exception as e:	CODE
LOW	gpustack/cmd/start.py	817	except Exception:	CODE
LOW	gpustack/cmd/start.py	847	except Exception as e:	CODE
LOW	gpustack/cmd/reset_admin_password.py	94	except Exception as e:	CODE
LOW	gpustack/cmd/reset_admin_password.py	121	except Exception:	CODE
MEDIUM	gpustack/cmd/reset_admin_password.py	47	def run(args):	CODE
618 more matches not shown…

Empty Error Handlers136 hits · 638 pts

Severity	File	Line	Snippet	Context
HIGH	tests/scheduler/test_scheduler_subscribe.py	18	except (asyncio.CancelledError, Exception):	CODE
HIGH	tests/server/test_bus.py	175	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_connection.py	197	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_connection.py	203	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_connection.py	213	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	119	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	125	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	134	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	217	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	223	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	232	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	290	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	296	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	303	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	395	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	401	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	410	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	521	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_proxy_server.py	717	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	134	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	140	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	150	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	230	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	236	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	246	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	323	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	329	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	339	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	413	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	419	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	429	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	506	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	512	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	522	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	597	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	603	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	613	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	717	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	723	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	733	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	853	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	859	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	869	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	964	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	970	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	980	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	97	except Exception:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	288	except Exception:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	377	except Exception:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	470	except Exception:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	558	except Exception:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	797	except Exception:	CODE
HIGH	tests/websocket_proxy/test_websocket_bench.py	921	except Exception:	CODE
HIGH	tests/websocket_proxy/test_server_federation.py	95	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_server_federation.py	99	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_server_federation.py	156	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_server_federation.py	164	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_server_federation.py	168	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_server_federation.py	223	except asyncio.CancelledError:	CODE
HIGH	tests/websocket_proxy/test_server_federation.py	231	except asyncio.CancelledError:	CODE
76 more matches not shown…

Cross-File Repetition54 hits · 270 pts

Severity	File	Snippet	Context
HIGH	tests/routes/test_lora_admission_under_roles.py	the api's httpexception carries its text on ``.message``, not on ``str()``, so ``pytest.raises(match=...)`` would match	STRING
HIGH	tests/routes/test_model_roles_validation.py	the api's httpexception carries its text on ``.message``, not on ``str()``, so ``pytest.raises(match=...)`` would match	STRING
HIGH	tests/routes/test_pd_backend_admission.py	the api's httpexception carries its text on ``.message``, not on ``str()``, so ``pytest.raises(match=...)`` would match	STRING
HIGH	tests/routes/test_role_pairing_validation.py	the api's httpexception carries its text on ``.message``, not on ``str()``, so ``pytest.raises(match=...)`` would match	STRING
HIGH	gpustack/schemas/gpu_instance_persistent_volumes.py	represents the public view of a gpu instance ssh public key, containing only fields that are safe to expose to clients.	STRING
HIGH	…ustack/schemas/gpu_instance_persistent_volume_types.py	represents the public view of a gpu instance ssh public key, containing only fields that are safe to expose to clients.	STRING
HIGH	gpustack/schemas/gpu_instance_templates.py	represents the public view of a gpu instance ssh public key, containing only fields that are safe to expose to clients.	STRING
HIGH	gpustack/schemas/gpu_instance_ssh_public_keys.py	represents the public view of a gpu instance ssh public key, containing only fields that are safe to expose to clients.	STRING
HIGH	gpustack/schemas/runner_source.py	validate raw community-backend yaml and return the canonical text stored in a source's ``content`` (the ``normalize`` fo	STRING
HIGH	gpustack/schemas/catalog_source.py	validate raw community-backend yaml and return the canonical text stored in a source's ``content`` (the ``normalize`` fo	STRING
HIGH	gpustack/schemas/inference_backend_source.py	validate raw community-backend yaml and return the canonical text stored in a source's ``content`` (the ``normalize`` fo	STRING
HIGH	gpustack/schemas/gpu_instance_types.py	created name of the gpu instance template. must be unique in the scope of the owning principal.	STRING
HIGH	…ustack/schemas/gpu_instance_persistent_volume_types.py	created name of the gpu instance template. must be unique in the scope of the owning principal.	STRING
HIGH	gpustack/schemas/gpu_instance_templates.py	created name of the gpu instance template. must be unique in the scope of the owning principal.	STRING
HIGH	gpustack/client/generated_benchmark_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	…tack/client/generated_cache_service_instance_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	gpustack/client/generated_user_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	gpustack/client/generated_model_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	gpustack/client/generated_model_instance_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	gpustack/client/generated_cache_service_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	gpustack/client/generated_model_file_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	gpustack/client/generated_model_route_target_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	gpustack/client/generated_worker_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	gpustack/client/generated_inference_backend_client.py	list resources. args: params: query parameters for filtering use_cache: whether to use cache. defaults to true (use cach	STRING
HIGH	gpustack/client/generated_benchmark_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	…tack/client/generated_cache_service_instance_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	gpustack/client/generated_user_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	gpustack/client/generated_model_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	gpustack/client/generated_model_instance_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	gpustack/client/generated_cache_service_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	gpustack/client/generated_model_file_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	gpustack/client/generated_model_route_target_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	gpustack/client/generated_worker_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	gpustack/client/generated_inference_backend_client.py	snapshot the cache atomically with the _watch_started check. returns none if the watch cache is not currently authoritat	STRING
HIGH	gpustack/client/generated_benchmark_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	…tack/client/generated_cache_service_instance_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	gpustack/client/generated_user_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	gpustack/client/generated_model_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	gpustack/client/generated_model_instance_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	gpustack/client/generated_cache_service_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	gpustack/client/generated_model_file_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	gpustack/client/generated_model_route_target_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	gpustack/client/generated_worker_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	gpustack/client/generated_inference_backend_client.py	update cache based on received event. runs on the awatch event loop. network i/o uses the async httpx client and happens	STRING
HIGH	gpustack/client/generated_benchmark_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING
HIGH	…tack/client/generated_cache_service_instance_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING
HIGH	gpustack/client/generated_user_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING
HIGH	gpustack/client/generated_model_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING
HIGH	gpustack/client/generated_model_instance_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING
HIGH	gpustack/client/generated_cache_service_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING
HIGH	gpustack/client/generated_model_file_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING
HIGH	gpustack/client/generated_model_route_target_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING
HIGH	gpustack/client/generated_worker_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING
HIGH	gpustack/client/generated_inference_backend_client.py	get a resource by id. args: id: resource id use_cache: whether to use cache. defaults to true (use cache if available).	STRING

Over-Commented Block296 hits · 267 pts

Severity	File	Line	Snippet	Context
LOW	alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	alembic.ini	21	# Any required deps can installed by adding `alembic[tz]` to the pip requirements	COMMENT
LOW	alembic.ini	41	# The path separator used here should be the separator specified by "version_path_separator" below.	COMMENT
LOW	alembic.ini	61	# output_encoding = utf-8	COMMENT
LOW	mkdocs.offline.yml	41	# katex and tablesort, the pages here reach out for katex's font files,	COMMENT
LOW	tests/charts/test_chart_render.py	21	HELM = shutil.which("helm")	COMMENT
LOW	tests/server/test_cache_provider_catalog.py	421	def test_lmcache_provider_declaration():	COMMENT
LOW	tests/server/test_cache_provider_catalog.py	1001	assert rendered is not None	COMMENT
LOW	tests/server/test_pd_membership.py	481	# --- the SGLang gateway: one declaration across a breaking upstream rename ---	COMMENT
LOW	tests/server/test_gather_unmet.py	221	#	COMMENT
LOW	pack/rootfs/etc/s6-overlay/scripts/base.sh	101	# For optional services, allow s6 to restart instead of halting the container	COMMENT
LOW	…/rootfs/etc/s6-overlay/scripts/postgres-log-cleanup.sh	1	#!/command/with-contenv /bin/bash	COMMENT
LOW	pack/rootfs/var/lib/istio/cron.txt	1	0 * * * * /usr/sbin/logrotate /etc/logrotate.d/higress-logrotate	COMMENT
LOW	charts/gpustack-chart/values.yaml	1	# Default values for gpustack.	COMMENT
LOW	charts/gpustack-chart/values.yaml	21	registrationTokenSecretName: ""	COMMENT
LOW	charts/gpustack-chart/values.yaml	41	# To reference your own pre-existing Secrets, replace the list entirely:	COMMENT
LOW	charts/gpustack-chart/values.yaml	61	# - `credentials.username` and `credentials.password` are set (populated	COMMENT
LOW	charts/gpustack-chart/values.yaml	81	password: null	COMMENT
LOW	charts/gpustack-chart/values.yaml	101	enabled: true	COMMENT
LOW	charts/gpustack-chart/values.yaml	121	# Ingress it generates for an LLM route, so they land on the whole	COMMENT
LOW	charts/gpustack-chart/values.yaml	141	metricsPort: 10161	COMMENT
LOW	charts/gpustack-chart/values.yaml	161	# to pin it.	COMMENT
LOW	charts/gpustack-chart/values.yaml	181	# Affinity for the server pod. When non-empty, REPLACES the built-in default	COMMENT
LOW	charts/gpustack-chart/values.yaml	221	gateway:	COMMENT
LOW	charts/gpustack-chart/values.yaml	281	pullPolicy: IfNotPresent	COMMENT
LOW	charts/gpustack-chart/values.yaml	301	# metax - MetaX GPU; mounts /opt/mxdriver and /opt/maca	COMMENT
LOW	charts/gpustack-chart/values.yaml	321	# based on the vendor's PCI ID. These labels are advertised by Node Feature	COMMENT
LOW	charts/gpustack-chart/values.yaml	341	# to fall back to `global.nodeSelector`. Each DaemonSet additionally	COMMENT
LOW	charts/gpustack-chart/values.yaml	361	# whenever `worker.enabled` is true (the sub-chart's `condition` in Chart.yaml).	COMMENT
LOW	charts/gpustack-chart/values.yaml	381	# Turning an individual component off (e.g. a cluster that already runs Kueue):	COMMENT
LOW	hack/install.sh	101	# Vendor the dependencies only when the vendored copies do not already satisfy	COMMENT
LOW	hack/build-docs.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/lib/log.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/lib/version.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docs/cli-reference/start.md	221	# -- which for several of them is not the name of the WasmPlugin resource they	COMMENT
LOW	docs/cli-reference/start.md	241	# only the case of one too busy to answer yet -- where waiting is what	COMMENT
LOW	.github/workflows/code-review.yml	1	# This workflow runs AI code review on pull requests by calling the reusable workflow in	COMMENT
LOW	gpustack/security.py	21	GENERATED_SECRET_KEY_BYTES = 16	COMMENT
LOW	gpustack/__init__.py	1	__version__ = '0.0.0'	COMMENT
LOW	gpustack/topology/tree.py	41	# The two layer ids the operator cannot use for a layer of their own. The	COMMENT
LOW	gpustack/topology/vocabulary.py	81	# by "rack".	COMMENT
LOW	gpustack/config/config.py	121	# unset, the derivation falls back to the management NIC on a host with a	COMMENT
LOW	gpustack/config/config.py	261	allow_headers: Optional[List[str]] = ['Authorization', 'Content-Type', 'X-API-Key']	COMMENT
LOW	gpustack/config/config.py	321	# for deployments fronted by a proxy that rewrites paths.	COMMENT
LOW	gpustack/config/config.py	461	self.make_dirs()	COMMENT
LOW	gpustack/k8s/values.py	241	# The cluster's node selector goes here and nowhere else. Helm shares	COMMENT
LOW	gpustack/k8s/pod_security.py	21	# at `privileged`.	COMMENT
LOW	gpustack/k8s/bootstrap.sh	1	#!/bin/bash	COMMENT
LOW	gpustack/k8s/bootstrap.sh	81	trap 'rm -f "${rendered}" "${live}" "${chart}" "${values}" "${scan_errors}"' EXIT	COMMENT
LOW	gpustack/k8s/bootstrap.sh	181	#	COMMENT
LOW	gpustack/k8s/bootstrap.sh	201	# pruned by `helm upgrade` only if a previous revision rendered it. The	COMMENT
LOW	gpustack/k8s/bootstrap.sh	221	# below, and this would delete a worker the chart means to run.	COMMENT
LOW	gpustack/k8s/bootstrap.sh	301	if [[ -n "${current_stamp}" && "${current_stamp}" != "${RENDERED_AT}" ]]; then	COMMENT
LOW	gpustack/k8s/bootstrap.sh	321	# deleted out of band leaves the status `deployed` and the revision matching, so	COMMENT
LOW	gpustack/k8s/bootstrap.sh	341	log "release is already at revision ${DESIRED_REVISION}, nothing to install"	COMMENT
LOW	gpustack/k8s/bootstrap.sh	361	# templates record the new revision, and every later Job skip.	COMMENT
LOW	gpustack/k8s/bootstrap.sh	401		COMMENT
LOW	gpustack/k8s/bootstrap.sh	421	# "The kind is not registered yet" is not among the cases refused here, because	COMMENT
LOW	gpustack/k8s/bootstrap.sh	521		COMMENT
LOW	gpustack/k8s/bootstrap.sh	541	--ignore-not-found \	COMMENT
236 more matches not shown…

Modern Structural Boilerplate242 hits · 242 pts

Severity	File	Line	Snippet	Context
LOW	hack/perf/run_model_benchmark.py	401	def _update_existing_model(self, config: Model, payload: Dict[str, Any]) -> None:	CODE
LOW	gpustack/extension.py	26	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/ssl_context.py	33	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/cmd/version.py	6	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/cmd/db_migration.py	22	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/cmd/download_tools.py	9	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/cmd/__init__.py	4	__all__ = ["setup_start_cmd", "setup_reload_config_cmd"]	CODE
LOW	gpustack/cmd/reload_config.py	26	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/cmd/start.py	22	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/cmd/reset_admin_password.py	19	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/cmd/prerun.py	28	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/topology/tree.py	39	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/cloud_providers/shuihua.py	52	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/cloud_providers/digital_ocean.py	17	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/mixins/active_record.py	34	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/config/config.py	69	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/config/__init__.py	4	__all__ = ["Config"]	CODE
LOW	gpustack/scheduler/queue.py	4	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/scheduler/group_schedule.py	59	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/scheduler/group_solver.py	44	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/scheduler/calculator.py	41	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/scheduler/offer_slot.py	32	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/scheduler/scheduler.py	108	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/scheduler/port_budget.py	43	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/scheduler/evaluator.py	92	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/scheduler/group_capacity.py	57	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/catalog.py	25	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/worker_request.py	21	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/worker_instance_cleaner.py	15	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/cache_provider_catalog.py	32	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/pd_mode_resolver.py	38	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/services.py	47	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/prometheus_query.py	22	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/server.py	150	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/scaling_scheduler.py	17	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/update_check.py	11	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/lora_model_routes.py	28	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/cache_service_metrics.py	46	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/controllers.py	236	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/resource_event_logger.py	53	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/gateway_auth_reconciler.py	76	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/storage_usage_collector.py	52	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/storage_usage_collector.py	299	async def _settle_locked(self, vol: _OpenVolume, end_ts: datetime) -> None:	CODE
LOW	gpustack/server/cache.py	15	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/cache.py	29	def set_coordinator(coordinator: Optional["Coordinator"]) -> None:	CODE
LOW	gpustack/server/system_load.py	9	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/pd_mode_catalog.py	20	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/metrics_collector.py	27	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/bus.py	18	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/bus.py	40	__all__ = [	CODE
LOW	gpustack/server/usage_details_archiver.py	28	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/worker_allocated_cache.py	39	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/resource_usage_collector.py	92	logger = logging.getLogger(__name__)	CODE
LOW⚡	gpustack/server/resource_usage_collector.py	977	async def _settle_locked(self, window: _OpenWindow, end_ts: datetime) -> None:	CODE
LOW	gpustack/server/app.py	22	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/cache_services.py	27	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/worker_syncer.py	12	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/worker_status_buffer.py	12	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/usage_archiver.py	28	logger = logging.getLogger(__name__)	CODE
LOW	gpustack/server/lora_adapters_discovery.py	19	logger = logging.getLogger(__name__)	CODE
182 more matches not shown…

Unused Imports325 hits · 238 pts

Severity	File	Line	Context
LOW	…sts/server/test_model_service_delete_created_routes.py	16	CODE
LOW	hack/perf/perf_doc_common.py	1	CODE
LOW	hack/perf/plot_latency_comparison.py	18	CODE
LOW	hack/perf/extract_json_key_table.py	32	CODE
LOW	hack/perf/generate_latency_optimization_doc.py	19	CODE
LOW	hack/perf/fill_benchmark_raw_metrics.py	18	CODE
LOW	hack/perf/generate_throughput_optimization_doc.py	19	CODE
LOW	gpustack/extension.py	24	CODE
LOW	gpustack/ssl_context.py	22	CODE
LOW	gpustack/cmd/__init__.py	1	CODE
LOW	gpustack/cmd/__init__.py	2	CODE
LOW	gpustack/topology/tree.py	33	CODE
LOW	gpustack/topology/view.py	14	CODE
LOW	gpustack/topology/vocabulary.py	29	CODE
LOW	gpustack/config/__init__.py	1	CODE
LOW	gpustack/scheduler/group_schedule.py	25	CODE
LOW	gpustack/scheduler/group_solver.py	20	CODE
LOW	gpustack/scheduler/offer_slot.py	24	CODE
LOW	gpustack/scheduler/port_budget.py	27	CODE
LOW	gpustack/scheduler/group_capacity.py	25	CODE
LOW	gpustack/server/cache_service_metrics.py	24	CODE
LOW	gpustack/server/cache_service_metrics.py	24	CODE
LOW	gpustack/server/cache_service_metrics.py	24	CODE
LOW	gpustack/server/cache.py	13	CODE
LOW	gpustack/server/bus.py	9	CODE
LOW	gpustack/server/bus.py	9	CODE
LOW	gpustack/server/coordinator/__init__.py	20	CODE
LOW	gpustack/server/coordinator/__init__.py	20	CODE
LOW	gpustack/server/coordinator/__init__.py	20	CODE
LOW	gpustack/server/coordinator/__init__.py	21	CODE
LOW	gpustack/utils/compat_importlib.py	4	CODE
LOW	gpustack/utils/compat_importlib.py	6	CODE
LOW	gpustack/utils/ephemeral_ports.py	18	CODE
LOW	gpustack/utils/resource_usage.py	7	CODE
LOW	gpustack/utils/attrs.py	1	CODE
LOW	gpustack/policies/scorers/group_placement_scorer.py	42	CODE
LOW	gpustack/policies/candidate_selectors/__init__.py	1	CODE
LOW	gpustack/policies/candidate_selectors/__init__.py	2	CODE
LOW	gpustack/policies/candidate_selectors/__init__.py	3	CODE
LOW	gpustack/policies/candidate_selectors/__init__.py	4	CODE
LOW	gpustack/policies/candidate_selectors/__init__.py	5	CODE
LOW	…ndidate_selectors/instance_type_whole_card_selector.py	29	CODE
LOW	gpustack/schemas/models.py	49	CODE
LOW	gpustack/schemas/models.py	63	CODE
LOW	gpustack/schemas/models.py	64	CODE
LOW	gpustack/schemas/clusters.py	41	CODE
LOW	gpustack/schemas/clusters.py	41	CODE
LOW	gpustack/schemas/clusters.py	42	CODE
LOW	gpustack/schemas/clusters.py	43	CODE
LOW	gpustack/schemas/principals.py	54	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
LOW	gpustack/schemas/__init__.py	1	CODE
265 more matches not shown…

Deep Nesting250 hits · 211 pts

Severity	File	Line	Context
LOW	tests/scheduler/test_scheduler_subscribe.py	99	CODE
LOW	tests/server/test_cache_provider_catalog.py	1414	CODE
LOW	tests/server/test_cache_provider_catalog.py	1430	CODE
LOW	tests/server/test_scaling_scheduler.py	319	CODE
LOW	…date_selectors/gguf/test_gguf_resource_fit_selector.py	1484	CODE
LOW	…end_mindie/test_ascend_mindie_resource_fit_selector.py	401	CODE
LOW	…end_mindie/test_ascend_mindie_resource_fit_selector.py	1697	CODE
LOW	…end_mindie/test_ascend_mindie_resource_fit_selector.py	1895	CODE
LOW	…end_mindie/test_ascend_mindie_resource_fit_selector.py	402	CODE
LOW	…end_mindie/test_ascend_mindie_resource_fit_selector.py	1700	CODE
LOW	…end_mindie/test_ascend_mindie_resource_fit_selector.py	1898	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	418	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	529	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	443	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	554	CODE
LOW	tests/worker/test_metrics_unit_scaling.py	131	CODE
LOW	tests/routes/test_model_files_authorization.py	161	CODE
LOW	tests/routes/test_model_pause.py	210	CODE
LOW	hack/perf/perf_doc_common.py	363	CODE
LOW	hack/perf/extract_json_key_table.py	128	CODE
LOW	hack/perf/run_model_benchmark.py	275	CODE
LOW	hack/perf/run_model_benchmark.py	411	CODE
LOW	hack/perf/run_model_benchmark.py	917	CODE
LOW	gpustack/cmd/db_migration.py	270	CODE
LOW	gpustack/cmd/reload_config.py	325	CODE
LOW	gpustack/cmd/reset_admin_password.py	47	CODE
LOW	gpustack/topology/vocabulary.py	364	CODE
LOW	gpustack/mixins/active_record.py	47	CODE
LOW	gpustack/mixins/active_record.py	516	CODE
LOW	gpustack/mixins/active_record.py	736	CODE
LOW	gpustack/mixins/active_record.py	832	CODE
LOW	gpustack/config/config.py	389	CODE
LOW	gpustack/config/config.py	730	CODE
LOW	gpustack/scheduler/group_solver.py	241	CODE
LOW	gpustack/scheduler/calculator.py	1094	CODE
LOW	gpustack/scheduler/calculator.py	1309	CODE
LOW	gpustack/scheduler/calculator.py	1345	CODE
LOW	gpustack/scheduler/calculator.py	266	CODE
LOW	gpustack/scheduler/calculator.py	525	CODE
LOW	gpustack/scheduler/scheduler.py	209	CODE
LOW	gpustack/scheduler/evaluator.py	348	CODE
LOW	gpustack/scheduler/evaluator.py	1145	CODE
LOW	gpustack/scheduler/meta_registry.py	122	CODE
LOW	gpustack/server/services.py	329	CODE
LOW	gpustack/server/services.py	780	CODE
LOW	gpustack/server/server.py	701	CODE
LOW	gpustack/server/server.py	921	CODE
LOW	gpustack/server/server.py	1489	CODE
LOW	gpustack/server/cache_service_metrics.py	153	CODE
LOW	gpustack/server/cache_service_metrics.py	234	CODE
LOW	gpustack/server/controllers.py	1587	CODE
LOW	gpustack/server/controllers.py	1776	CODE
LOW	gpustack/server/controllers.py	2574	CODE
LOW	gpustack/server/controllers.py	757	CODE
LOW	gpustack/server/controllers.py	832	CODE
LOW	gpustack/server/controllers.py	937	CODE
LOW	gpustack/server/controllers.py	992	CODE
LOW	gpustack/server/controllers.py	1207	CODE
LOW	gpustack/server/controllers.py	1315	CODE
LOW	gpustack/server/controllers.py	4959	CODE
190 more matches not shown…

Magic Placeholder Names25 hits · 150 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	185	# Replace `your_api_key` and `your_gpustack_server_url`	COMMENT
HIGH	README.md	187	export GPUSTACK_API_KEY=your_api_key	CODE
HIGH	README_CN.md	176	# 将 `your_api_key` 和 `your_gpustack_server_url`	COMMENT
HIGH	README_CN.md	178	export GPUSTACK_API_KEY=your_api_key	CODE
HIGH	README_JP.md	178	# `your_api_key` と `your_gpustack_server_url` を	COMMENT
HIGH	README_JP.md	180	export GPUSTACK_API_KEY=your_api_key	CODE
HIGH	docs/troubleshooting.md	37	-H "Authorization: Bearer <YOUR_API_KEY>" \	CODE
HIGH	docs/troubleshooting.md	37	-H "Authorization: Bearer <YOUR_API_KEY>" \	CODE
HIGH	docs/quickstart.md	114	# Replace `your_api_key` and `your_gpustack_server_url`	COMMENT
HIGH	docs/quickstart.md	116	export GPUSTACK_API_KEY=your_api_key	CODE
HIGH	docs/migration.md	115	--database-url ${your-database-url}	CODE
HIGH	docs/user-guide/api-key-management.md	147	export GPUSTACK_API_KEY=your_api_key	CODE
HIGH⚡	docs/using-models/using-reranker-models.md	43	export GPUSTACK_API_KEY=<your-api-key>	CODE
HIGH	docs/using-models/using-reranker-models.md	59	Replace `<your-server-url>` with the URL of your GPUStack server and `<your-api-key>` with the API key you generated in	CODE
HIGH⚡	docs/using-models/using-embedding-models.md	43	export GPUSTACK_API_KEY=<your-api-key>	CODE
HIGH	docs/using-models/using-embedding-models.md	54	Replace `<your-server-url>` with the URL of your GPUStack server and `<your-api-key>` with the API key you generated in	CODE
HIGH	docs/integrations/inference-apis.md	28	export GPUSTACK_API_KEY=your_api_key	CODE
HIGH	docs/integrations/inference-apis.md	55	export GPUSTACK_API_KEY=your_api_key	CODE
HIGH	docs/integrations/inference-apis.md	82	export GPUSTACK_API_KEY=your_api_key	CODE
HIGH	docs/integrations/inference-apis.md	143	export GPUSTACK_API_KEY=your_api_key	CODE
HIGH	docs/tutorials/serving-with-lora-adapters.md	78	-H "Authorization: Bearer <your-api-key>" \	CODE
HIGH⚡	docs/tutorials/serving-with-lora-adapters.md	90	-H "Authorization: Bearer <your-api-key>" \	CODE
HIGH⚡	docs/tutorials/serving-with-lora-adapters.md	98	Replace `<your-gpustack-server>` with your server address and `<your-api-key>` with an API key created on the `API Keys`	CODE
HIGH⚡	docs/tutorials/inference-with-tool-calling.md	66	With the model deployed and an API key, you can call the model via the GPUStack API. Here is an example script using `cu	CODE
HIGH⚡	docs/tutorials/inference-with-tool-calling.md	70	export GPUSTACK_API_KEY=<your-api-key>	CODE

Structural Annotation Overuse63 hits · 101 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/websocket_proxy/test_server_federation.py	378	# Step 1: Server1 connects to Server2 as peer	COMMENT
LOW⚡	tests/websocket_proxy/test_server_federation.py	382	# Step 2: Connect a client to Server2 (not Server1)	COMMENT
LOW⚡	tests/websocket_proxy/test_server_federation.py	395	# Step 3: Server2 syncs its client to Server1 via peer connection	COMMENT
LOW⚡	tests/websocket_proxy/test_server_federation.py	400	# Step 4: Server1 disconnects from Server2	COMMENT
LOW⚡	tests/websocket_proxy/test_server_federation.py	404	# Step 5: Server1 should clean up clients synced from Server2	COMMENT
LOW	docs/user-guide/cache-service-management.md	38	### Step 1: Find the block size the engine chose	COMMENT
LOW	docs/user-guide/cache-service-management.md	55	### Step 2: Configure the cache service	COMMENT
LOW	docs/user-guide/cache-service-management.md	64	### Step 3: Deploy the model against the service	COMMENT
LOW⚡	docs/using-models/using-vision-language-models.md	26	## Step 1: Install GPUStack	COMMENT
LOW⚡	docs/using-models/using-vision-language-models.md	30	## Step 2: Log in to GPUStack UI	COMMENT
LOW⚡	docs/using-models/using-vision-language-models.md	40	## Step 3: Deploy Vision Language Models with vLLM	COMMENT
LOW	docs/using-models/using-vision-language-models.md	88	## Step 4: Interact with Vision Language Models	COMMENT
LOW	docs/using-models/using-image-generation-models.md	13	## Step 1: Deploy the Z-Image-Turbo Model	COMMENT
LOW	docs/using-models/using-image-generation-models.md	28	## Step 2: Use the Model for Image Generation	COMMENT
LOW	docs/using-models/using-reranker-models.md	14	## Step 1: Deploy the Model	COMMENT
LOW⚡	docs/using-models/using-reranker-models.md	28	## Step 2: Generate an API Key	COMMENT
LOW⚡	docs/using-models/using-reranker-models.md	37	## Step 3: Reranking	COMMENT
LOW	docs/using-models/using-large-language-models.md	15	## Step 1: Deploy Large Language Models	COMMENT
LOW	docs/using-models/using-large-language-models.md	41	## Step 2: Use the LLMs for Text Generation	COMMENT
LOW	docs/using-models/using-audio-models.md	16	### Step 1: Deploy Speech-to-Text Model	COMMENT
LOW	docs/using-models/using-audio-models.md	30	### Step 2: Interact with Speech-to-Text Model	COMMENT
LOW	docs/using-models/using-audio-models.md	39	### Step 3: Streaming Output via API	COMMENT
LOW	docs/using-models/using-audio-models.md	62	### Step 1: Deploy Text-to-Speech Model	COMMENT
LOW	docs/using-models/using-audio-models.md	76	### Step 2: Interact with Text-to-Speech Model	COMMENT
LOW	docs/using-models/using-audio-models.md	87	### Step 3: Streaming Output via API	COMMENT
LOW	docs/using-models/using-audio-models.md	117	### Step 1: Deploy Voice Cloning Model	COMMENT
LOW	docs/using-models/using-audio-models.md	123	### Step 2: Use Voice Cloning in Playground	COMMENT
LOW	docs/using-models/using-embedding-models.md	14	## Step 1: Deploy the Model	COMMENT
LOW⚡	docs/using-models/using-embedding-models.md	28	## Step 2: Generate an API Key	COMMENT
LOW⚡	docs/using-models/using-embedding-models.md	37	## Step 3: Generate Text Embeddings	COMMENT
LOW	docs/tutorials/serving-with-lora-adapters.md	37	## Step 1: Deploy the Base Model with LoRA Adapters	COMMENT
LOW	docs/tutorials/serving-with-lora-adapters.md	64	## Step 2: Invoke a LoRA Adapter	COMMENT
LOW⚡	docs/tutorials/serving-with-lora-adapters.md	100	## Step 3: Manage LoRA Adapters	COMMENT
LOW	…ing-deepseek-r1-671b-with-distributed-ascend-mindie.md	31	## Step 1: Install GPUStack Server	COMMENT
LOW	…ing-deepseek-r1-671b-with-distributed-ascend-mindie.md	56	## Step 2: Access GPUStack UI	COMMENT
LOW	…ing-deepseek-r1-671b-with-distributed-ascend-mindie.md	64	## Step 3: Install GPUStack Workers	COMMENT
LOW	…ing-deepseek-r1-671b-with-distributed-ascend-mindie.md	98	## Step 4: Deploy the DeepSeek R1 Model	COMMENT
LOW	…ing-deepseek-r1-671b-with-distributed-ascend-mindie.md	117	## Step 5: Monitor Deployment	COMMENT
LOW	…ing-deepseek-r1-671b-with-distributed-ascend-mindie.md	127	## Step 6: Run Inference via Playground	COMMENT
LOW	…ials/running-deepseek-r1-671b-with-distributed-vllm.md	30	## Step 1: Install GPUStack Server	COMMENT
LOW	…ials/running-deepseek-r1-671b-with-distributed-vllm.md	56	## Step 2: Access GPUStack UI	COMMENT
LOW	…ials/running-deepseek-r1-671b-with-distributed-vllm.md	64	## Step 3: Install GPUStack Workers	COMMENT
LOW	…ials/running-deepseek-r1-671b-with-distributed-vllm.md	96	## Step 4: Deploy the DeepSeek R1 Model	COMMENT
LOW	…ials/running-deepseek-r1-671b-with-distributed-vllm.md	108	## Step 5: Monitor Deployment	COMMENT
LOW	…ials/running-deepseek-r1-671b-with-distributed-vllm.md	118	## Step 6: Run Inference via Playground	COMMENT
LOW	…rials/running-distributed-vllm-with-multiprocessing.md	27	## Step 1: Add GPUStack Workers	COMMENT
LOW	…rials/running-distributed-vllm-with-multiprocessing.md	35	## Step 2: Deploy the Model with the MP Backend	COMMENT
LOW	…rials/running-distributed-vllm-with-multiprocessing.md	72	## Step 3: Monitor Deployment	COMMENT
LOW	…rials/running-distributed-vllm-with-multiprocessing.md	83	## Step 4: Verify via the Playground	COMMENT
LOW	docs/tutorials/routing-with-lb-policies.md	11	## Step 1: Create the Route	COMMENT
LOW	docs/tutorials/routing-with-lb-policies.md	20	## Step 2: Understand How Session Affinity and Least Inflight Request Interact	COMMENT
LOW	docs/tutorials/routing-with-lb-policies.md	45	## Step 3: Enable Session Affinity and Least Inflight Request	COMMENT
LOW	docs/tutorials/routing-with-lb-policies.md	56	## Step 4: Add Decision Service Routing	COMMENT
LOW	docs/tutorials/inference-with-tool-calling.md	20	## Step 1: Deploy the Model	COMMENT
LOW⚡	docs/tutorials/inference-with-tool-calling.md	55	## Step 2: Generate an API Key	COMMENT
LOW⚡	docs/tutorials/inference-with-tool-calling.md	64	## Step 3: Do Inference	COMMENT
LOW⚡	gpustack/scheduler/calculator.py	918	# Step 1: Apply filters to reduce broadcast scope	COMMENT
LOW	gpustack/scheduler/calculator.py	945	# Step 2: Broadcast to filtered workers	COMMENT
LOW	gpustack/scheduler/calculator.py	1035	# Step 1: Apply worker filters before broadcasting	COMMENT
LOW	gpustack/scheduler/calculator.py	1070	# Step 2: Broadcasting to filtered workers	COMMENT
3 more matches not shown…

Cross-Language Confusion20 hits · 99 pts

Severity	File	Line	Snippet	Context
HIGH	tests/routers/test_usage_export_integration.py	952	# Untracked carries no identity at all (the field is omitted, not null),	COMMENT
HIGH⚡	tests/charts/test_chart_render.py	273	# Helm drops a key set to null, and plain truthiness would read that	COMMENT
HIGH	tests/routes/test_gpu_service_search_alignment.py	3	All of them render ``displayName \|\| name`` in the Name column and all of them	STRING
HIGH⚡	tests/routes/plugins/test_registry.py	202	# {"p2": null} mentions another registered plugin only — p1 is untouched	COMMENT
HIGH	gpustack/cloud_providers/user_data.py	51	ExecStart=/bin/bash -c "/opt/gpustack-run-worker.sh && systemctl disable post-reboot.service"	CODE
HIGH	gpustack/utils/ephemeral_ports.py	187	"sudo tee -a /etc/sysctl.conf && sudo sysctl -p",	CODE
HIGH	gpustack/schemas/organizations.py	156	label. The UI is expected to render ``display_name \|\| name``;	STRING
HIGH⚡	gpustack/worker/model_meta.py	76	"docker_label": null,	STRING
HIGH⚡	gpustack/worker/model_meta.py	80	"max_stop_sequences": null,	STRING
HIGH⚡	gpustack/worker/model_meta.py	81	"max_waiting_tokens": null,	STRING
HIGH⚡	gpustack/worker/model_meta.py	82	"sha": null,	STRING
HIGH⚡	gpustack/worker/model_meta.py	83	"validation_workers": null,	STRING
HIGH⚡	gpustack/worker/model_meta.py	85	"waiting_served_ratio": null,	STRING
HIGH⚡	gpustack/worker/model_meta.py	92	"model_sha": null,	STRING
HIGH	gpustack/worker/backends/base.py	1363	rm -rf /usr/local/cuda/compat 2>/dev/null \|\| true	CODE
HIGH	gpustack/worker/backends/base.py	1364	ldconfig 2>/dev/null \|\| true	CODE
HIGH	gpustack/routes/users.py	281	# ``{"source": null}`` explicitly would otherwise write NULL	COMMENT
HIGH	gpustack/routes/gpu_instances_helper.py	74	``display_name \|\| name`` as the UI writes it, where ``nullif(..., '')`` is	STRING
HIGH	gpustack/routes/plugins/registry.py	157	f"plugins.{plugin.name} must be an object or null, got {type(value).__name__}"	CODE
HIGH	gpustack/routes/plugins/base.py	189	section to an explicit null) = delete the plugin's stored	STRING

Redundant / Tautological Comments55 hits · 87 pts

Severity	File	Line	Snippet	Context
LOW	tests/websocket_proxy/test_proxy_server.py	453	# Check if we have complete request (headers + body)	COMMENT
LOW	tests/websocket_proxy/test_proxy_server.py	465	# Check if we have complete body	COMMENT
LOW	charts/gpustack-chart/values.yaml	70	# Set false to reference the canonical Secret without creating it, for a	COMMENT
LOW	gpustack/scheduler/evaluator.py	1152	# Check if local path exists on server	COMMENT
LOW	gpustack/server/bus.py	381	# Check if this is a cross-instance event (only has ID)	COMMENT
LOW	gpustack/policies/utils.py	97	# Check if this GPU can be added to the current group	COMMENT
LOW	gpustack/policies/utils.py	103	# Check if min_allocatable_memory >= current_gpu_allocatable_memory * 0.9	COMMENT
LOW	gpustack/policies/utils.py	495	# Check if this is a main worker instance	COMMENT
LOW	gpustack/policies/utils.py	498	# Check if this worker is used as a subordinate worker	COMMENT
LOW	gpustack/policies/utils.py	752	# Check if this GPU can be added to the current group	COMMENT
LOW	gpustack/policies/utils.py	758	# Check if min_allocatable_vram >= current_allocatable_vram * 0.9	COMMENT
LOW	…date_selectors/custom_backend_resource_fit_selector.py	362	# Check if GPU has enough VRAM	COMMENT
LOW	…date_selectors/custom_backend_resource_fit_selector.py	453	# Check if total VRAM is sufficient	COMMENT
LOW	…date_selectors/custom_backend_resource_fit_selector.py	503	# Check if worker has enough RAM for CPU inference	COMMENT
LOW	…olicies/candidate_selectors/base_candidate_selector.py	864	# Check if the GPU is satisfied the requirement	COMMENT
LOW	…olicies/candidate_selectors/base_candidate_selector.py	969	# Assign GPUs to the subordinate worker	COMMENT
LOW	…cies/candidate_selectors/gguf_resource_fit_selector.py	1978	# Check if the rpc gpus can offload even one layer.	COMMENT
LOW	…ck/policies/worker_filters/backend_framework_filter.py	123	# Check if gpu_type is supported by custom_framework	COMMENT
LOW	…ck/policies/worker_filters/backend_framework_filter.py	129	# Check if gpu_type is supported by built_in_frameworks	COMMENT
LOW	…ck/policies/worker_filters/backend_framework_filter.py	189	# Check if model has specified backend_version	COMMENT
LOW	…ck/policies/worker_filters/backend_framework_filter.py	196	# Check if any GPU condition is compatible	COMMENT
LOW	gpustack/schemas/common.py	58	# Verify if the field is in the allowed sortable fields	COMMENT
LOW	gpustack/websocket_proxy/message_server.py	179	# Check if this is a local client (registered on this server)	COMMENT
LOW	gpustack/websocket_proxy/message_server.py	316	# Check if this is a Starlette WebSocket or websockets WebSocket	COMMENT
LOW	gpustack/websocket_proxy/message_server.py	645	# Check if this is a server federation connection	COMMENT
LOW	gpustack/websocket_proxy/message.py	279	# Check if msg_type is a valid BinaryType value	COMMENT
LOW	gpustack/websocket_proxy/connection_manager.py	302	# Check if proxy accepted the connection	COMMENT
LOW	gpustack/api/middlewares.py	420	# Check if the token is about to expire (less than 15 minutes left)	COMMENT
LOW	gpustack/worker/model_file_manager.py	816	# Check if we should log based on time (2 seconds) or progress change (1%)	COMMENT
LOW	gpustack/worker/backends/sglang.py	594	# Check if this is a multi-node deployment	COMMENT
LOW	gpustack/worker/backends/sglang.py	770	# Check if tensor parallelism is already specified	COMMENT
LOW	gpustack/client/generated_benchmark_client.py	249	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	…tack/client/generated_cache_service_instance_client.py	254	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	gpustack/client/generated_user_client.py	247	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	gpustack/client/generated_model_client.py	247	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	gpustack/client/generated_model_instance_client.py	250	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	gpustack/client/generated_cache_service_client.py	250	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	gpustack/client/generated_model_file_client.py	249	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	gpustack/client/generated_model_route_target_client.py	252	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	gpustack/client/generated_worker_client.py	249	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	gpustack/client/generated_inference_backend_client.py	252	# Check if we have accumulated enough items (heuristic)	COMMENT
LOW	gpustack/routes/metrics.py	40	# Check if we have a cached version	COMMENT
LOW	gpustack/routes/metrics.py	86	# Write file in thread pool to avoid blocking event loop	COMMENT
LOW⚡	gpustack/routes/inference_backend.py	1455	# Check if the backend is being used by any models	COMMENT
LOW	gpustack/routes/inference_backend.py	572	# Check if this version has any built-in frameworks	COMMENT
LOW	gpustack/routes/inference_backend.py	1366	# Check if updating to a name that already exists (excluding current backend)	COMMENT
LOW	gpustack/routes/inference_backend.py	1623	# Check if updating to a name that already exists (excluding current backend)	COMMENT
LOW	gpustack/routes/inference_backend.py	1653	# Check if any versions are being removed and validate they're not in use	COMMENT
LOW	gpustack/routes/inference_backend.py	1742	# Check if removed versions are in use	COMMENT
LOW⚡	gpustack/routes/worker/filesystem.py	121	# Check if path exists	COMMENT
LOW⚡	gpustack/routes/worker/filesystem.py	125	# Check if path is a file	COMMENT
LOW⚡	gpustack/routes/worker/filesystem.py	129	# Check if file is a config file for security	COMMENT
LOW	gpustack/routes/worker/filesystem.py	173	# Check if path exists	COMMENT
LOW⚡	gpustack/routes/worker/filesystem.py	270	# Check if file exists	COMMENT
LOW⚡	gpustack/routes/worker/filesystem.py	276	# Check if path is a file	COMMENT

Docstring Block Structure16 hits · 80 pts

Severity	File	Line	Snippet	Context
HIGH	gpustack/mixins/active_record.py	411	Parse dot-separated nested field expressions and generate appropriate database expressions for sorting.	STRING
HIGH	gpustack/scheduler/calculator.py	693	Unified async entry point for getting pretrained config. Handles all model sources with appropriate fallback s	STRING
HIGH	gpustack/scheduler/calculator.py	869	Read a file from LOCAL_PATH model by querying workers. Steps: 1. Apply filters (GPU selector, label select	STRING
HIGH	gpustack/scheduler/calculator.py	996	Get pretrained config from remote workers for LOCAL_PATH models. Args: model: Model with source LOCAL_	STRING
HIGH	gpustack/scheduler/calculator.py	1020	Calculate model resource claim by running gguf-parser on a worker. Args: model: Model to calculate the	STRING
HIGH	gpustack/scheduler/calculator.py	1276	Read and parse model_index.json from local directory. Args: path: Directory path containing model_inde	STRING
HIGH	gpustack/scheduler/calculator.py	1310	Calculate total size of LLM model weights in root directory. Args: path: Directory path to scan R	STRING
HIGH	gpustack/scheduler/calculator.py	1346	Calculate total size of diffusion model weights. Logic: 1. Read model_index.json to get pipeline component	STRING
HIGH	gpustack/scheduler/calculator.py	1412	Calculate model weight size based on model type. Unified entry point for calculating model weight sizes.	STRING
HIGH	gpustack/server/worker_selector.py	23	Find a worker that has access to the specified path. Args: workers: List of workers to sea	STRING
HIGH	gpustack/utils/file.py	109	Generic async retry wrapper for checking operations. Args: checker: A callable (sync or async) that perform	STRING
HIGH	gpustack/schemas/inference_backend.py	169	Get configuration for a specific version. Args: version: Version string, uses default_vers	STRING
HIGH	gpustack/worker/backends/base.py	991	Get the resource requests for the model instance. Args: mount_all_devices:	STRING
HIGH	gpustack/client/worker_filesystem_client.py	131	Parse a GGUF file on a worker using gguf-parser. Args: worker: The worker to query	STRING
HIGH	gpustack/routes/worker/filesystem.py	49	Validate path security to prevent directory traversal attacks. This function: 1. Resolves the absolute pat	STRING
HIGH	gpustack/routes/worker/logs.py	480	Serve one page of a restart's log, addressed by line number. Args: serve_log_dir: Directory containing serv	STRING

Self-Referential Comments21 hits · 67 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/routers/test_workers.py	148	# Create a new worker (no existing worker)	COMMENT
MEDIUM⚡	tests/routers/test_workers.py	161	# Create an existing worker with some labels	COMMENT
MEDIUM	tests/routers/test_workers.py	32	# Create an existing worker with maintenance mode enabled	COMMENT
MEDIUM	tests/routers/test_workers.py	48	# Create a worker registration request without maintenance field	COMMENT
MEDIUM	tests/routers/test_workers.py	79	# Create an existing worker with maintenance mode enabled	COMMENT
MEDIUM	tests/routers/test_workers.py	95	# Create a worker update request with maintenance explicitly disabled	COMMENT
MEDIUM	tests/routers/test_workers.py	126	# Create a new worker registration request	COMMENT
MEDIUM	tests/routers/test_workers.py	177	# Create a worker update with new labels	COMMENT
MEDIUM	…licies/worker_filters/test_backend_framework_filter.py	100	# Create a mock session that returns the backend	COMMENT
MEDIUM	…licies/worker_filters/test_backend_framework_filter.py	255	# Create a worker with mixed GPU types (simulate by modifying the worker)	COMMENT
MEDIUM	…licies/worker_filters/test_backend_framework_filter.py	450	# Create a worker with empty GPU list	COMMENT
MEDIUM	…licies/worker_filters/test_backend_framework_filter.py	565	# Create a model that will result in backend_name being None	COMMENT
MEDIUM	…licies/worker_filters/test_backend_framework_filter.py	1079	# Create a worker with ROCm GPU (incompatible with vLLM in this test scenario)	COMMENT
MEDIUM	tests/worker/test_logs.py	32	# Create a log file with 2KB in two lines	COMMENT
MEDIUM⚡	gpustack/server/bus.py	300	# Create a closure that captures the topic	COMMENT
MEDIUM	gpustack/policies/utils.py	922	# Create a copy of the worker with sorted GPUs	COMMENT
MEDIUM	gpustack/websocket_proxy/message_server.py	196	# Create a future that will be resolved when the peer connects	COMMENT
MEDIUM	gpustack/websocket_proxy/connection_manager.py	315	# Create a tunnel connection for this forward	COMMENT
MEDIUM	gpustack/worker/schemas/benchmark_runner.py	41	# Define a breakdown for request counts	STRING
MEDIUM⚡	gpustack/routes/inference_backend.py	1573	# Create the backend	COMMENT
MEDIUM	gpustack/routes/inference_backend.py	1105	# Create the response with the same structure as the original	COMMENT

Modern AI Meta-Vocabulary11 hits · 38 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/routers/test_models.py	911	# placement and a credential, plus a plain embedding model.	COMMENT
MEDIUM⚡	tests/worker/test_pd_injection.py	150	# No `disaggregation` at all: plain multi-role orchestration.	COMMENT
MEDIUM⚡	tests/routes/test_model_roles_validation.py	62	# roles without disaggregation is orchestration, not PD.	COMMENT
MEDIUM	tests/routes/test_gpu_service_search_alignment.py	373	# which has the cluster-visibility scaffolding this module does not.	COMMENT
MEDIUM⚡	gpustack/server/controllers.py	951	# The snapshot convergence path is event-driven; the	COMMENT
MEDIUM	gpustack/schemas/benchmark.py	476	# across requests (system prompt / RAG context) to exercise prefix-cache	COMMENT
MEDIUM	gpustack/schemas/models.py	1148	# multi-role orchestration; both together is PD.	COMMENT
MEDIUM	gpustack/schemas/models.py	1159	# multi-role orchestration), and it wants this just as much. The	COMMENT
MEDIUM	gpustack/worker/serve_manager.py	1145	# Use the event-driven local cache instead of an API call.	COMMENT
MEDIUM	gpustack/assets/model-catalog-modelscope.yaml	1852	# SGLang INT4 alternative (better for long agentic sessions via RadixAttention)	COMMENT
MEDIUM	gpustack/assets/model-catalog.yaml	1720	# SGLang INT4 alternative (better for long agentic sessions via RadixAttention)	COMMENT

Verbosity Indicators12 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/websocket_proxy/test_server_federation.py	378	# Step 1: Server1 connects to Server2 as peer	COMMENT
LOW⚡	tests/websocket_proxy/test_server_federation.py	382	# Step 2: Connect a client to Server2 (not Server1)	COMMENT
LOW⚡	tests/websocket_proxy/test_server_federation.py	395	# Step 3: Server2 syncs its client to Server1 via peer connection	COMMENT
LOW⚡	tests/websocket_proxy/test_server_federation.py	400	# Step 4: Server1 disconnects from Server2	COMMENT
LOW⚡	tests/websocket_proxy/test_server_federation.py	404	# Step 5: Server1 should clean up clients synced from Server2	COMMENT
LOW⚡	gpustack/scheduler/calculator.py	918	# Step 1: Apply filters to reduce broadcast scope	COMMENT
LOW	gpustack/scheduler/calculator.py	945	# Step 2: Broadcast to filtered workers	COMMENT
LOW	gpustack/scheduler/calculator.py	1035	# Step 1: Apply worker filters before broadcasting	COMMENT
LOW	gpustack/scheduler/calculator.py	1070	# Step 2: Broadcasting to filtered workers	COMMENT
LOW	…es/candidate_selectors/sglang_resource_fit_selector.py	1080	# Step 1: Use the minimum GPU memory of all workers to calculate _chunked_prefill_size and _cuda_graph_max_bs.	COMMENT
LOW	…es/candidate_selectors/sglang_resource_fit_selector.py	1166	# Step 2: Calculate reserved memory by other configs	COMMENT
LOW	…es/candidate_selectors/sglang_resource_fit_selector.py	1218	# Step 3: adjust mem_fraction_static for VL models	COMMENT

AI Slop Vocabulary7 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/server/test_sync_replicas_roles.py	182	# reason the deletes are: this harness has no database.	COMMENT
LOW	tests/worker/backends/test_backend.py	1263	# Script + command is None: just pass the args through under the script.	COMMENT
LOW	gpustack/server/cache.py	155	# but for now we just use the class name and suffix for simplicity.	COMMENT
MEDIUM	gpustack/utils/hub.py	548	# Return an empty dict here to facilitate special handling by upstream methods.	COMMENT
MEDIUM	gpustack/schemas/pd_modes.py	647	"""Environment a router needs in order to start at all.	STRING
MEDIUM	gpustack/worker/pd_router.py	58	"""What a managed router needs in order to start."""	STRING
MEDIUM⚡	gpustack/routes/worker/filesystem.py	267	# 2. Path validation - use validate_path_security for robust security	COMMENT

Dead Code6 hits · 12 pts

Severity	File	Line	Context
MEDIUM	tests/gpu_instances/test_operator_settings.py	732	CODE
MEDIUM	tests/worker/test_worker_exporter.py	21	CODE
MEDIUM	tests/routes/test_model_routes.py	227	CODE
MEDIUM	tests/routes/test_model_routes.py	681	CODE
MEDIUM	tests/routes/test_gpu_instance_type_flavors.py	233	CODE
MEDIUM	tests/gateway/test_operator_subscription.py	301	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/k8s/test_template_config.py	125	processor = Cluster.__table__.c.k8s_options.type.bind_processor(sqlite.dialect())	CODE

AI Structural Patterns12 hits · 10 pts

Severity	File	Line	Context
LOW	…/server/test_resource_usage_collector_type_snapshot.py	65	CODE
LOW	tests/utils/model.py	33	CODE
LOW	tests/worker/test_benchmark_manager.py	897	CODE
LOW	tests/routes/test_gpu_instance_types.py	246	CODE
LOW	gpustack/server/worker_request.py	214	CODE
LOW	gpustack/utils/template.py	100	CODE
LOW	gpustack/routes/resource_usage.py	2259	CODE
LOW	gpustack/routes/model_revisions.py	116	CODE
LOW	gpustack/routes/model_revisions.py	132	CODE
LOW	gpustack/routes/model_routes.py	298	CODE
LOW	gpustack/routes/benchmarks.py	130	CODE
LOW	gpustack/routes/benchmarks.py	217	CODE

Overly Generic Function Names14 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/websocket_proxy/test_connection.py	89	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	72	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	166	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	343	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_proxy_server.py	443	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	86	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	181	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	277	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	369	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	458	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	552	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	648	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	784	async def handle_request(reader, writer):	CODE
LOW	tests/websocket_proxy/test_websocket_bench.py	914	async def handle_request(reader, writer):	CODE

Fake / Example Data5 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/cloud_providers/test_digital_ocean.py	64	return DigitalOceanClient(token='dummy-token')	CODE
LOW	tests/api/test_auth.py	943	AsyncMock(return_value={"email": "user@example.com", "name": "Test User"}),	CODE
LOW⚡	tests/worker/test_pd_diagnostics.py	96	assert "kv_transfer_ifname" in found.summary or "placeholder" in found.summary	CODE
LOW	tests/routes/test_cache_services.py	2203	assert "placeholder" in exc_info.value.message	CODE
LOW	docs/image-selector/index.html	148	<pre id="image-list" class="image-commands"><code class="placeholder"	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hack/perf/plot_tps_comparison.py	114	# Example usage	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	gpustack/server/controllers.py	7172	# sync targets will update model route record so make sure to do it before other operations	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	gpustack/gateway/__init__.py	454	# TODO: add validation in the future	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings