Pattern Findings

The scanner identified 1592 distinct pattern matches across 19 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.

Unused Imports554 hits · 542 pts

Severity	File	Line	Context
LOW	tools/generate_coverage.py	2	CODE
LOW	tools/write_report.py	3	CODE
LOW	tests/test_cli_regression.py	1	CODE
LOW	tests/unit/test_utils.py	1	CODE
LOW	tests/unit/conftest.py	2	CODE
LOW	tests/unit/test_metrics_deferred_import.py	12	CODE
LOW	tests/unit/test_metrics_deferred_import.py	53	CODE
LOW	tests/unit/test_models.py	18	CODE
LOW	tests/unit/bentoml_cli/test_env_manager.py	1	CODE
LOW	tests/unit/_internal/test_service_api.py	4	CODE
LOW	tests/unit/_internal/test_store.py	1	CODE
LOW	tests/unit/_internal/test_exportable.py	1	CODE
LOW	tests/unit/_internal/configuration/conftest.py	1	CODE
LOW	tests/unit/_internal/configuration/test_v1_migration.py	1	CODE
LOW	tests/unit/_internal/configuration/test_containers.py	1	CODE
LOW	tests/unit/_internal/configuration/test_helpers.py	1	CODE
LOW	tests/unit/_internal/runner/test_strategy.py	1	CODE
LOW	tests/unit/_internal/runner/test_container.py	1	CODE
LOW	tests/unit/_internal/io/test_image.py	1	CODE
LOW	tests/unit/_internal/io/test_text.py	1	CODE
LOW	tests/unit/_internal/io/test_file.py	1	CODE
LOW	tests/unit/_internal/io/test_custom.py	1	CODE
LOW	tests/unit/_internal/io/test_multipart.py	1	CODE
LOW	tests/unit/_internal/io/test_json.py	1	CODE
LOW	tests/unit/_internal/io/test_base.py	1	CODE
LOW	tests/unit/_internal/io/test_numpy.py	2	CODE
LOW	tests/unit/_internal/utils/test_metrics.py	1	CODE
LOW	tests/unit/_internal/utils/test_pickle.py	1	CODE
LOW	tests/unit/_internal/utils/test_analytics.py	2	CODE
LOW	…s/unit/_internal/utils/circus/test_watchfilesplugin.py	1	CODE
LOW	tests/unit/_internal/models/test_model.py	1	CODE
LOW	tests/unit/_internal/models/test_model.py	24	CODE
LOW	tests/unit/_internal/container/test_generate.py	1	CODE
LOW	tests/unit/_internal/container/test_cuda_version.py	1	CODE
LOW	tests/unit/_internal/cloud/test_deployment.py	1	CODE
LOW	…sts/unit/_internal/bento/test_service_serialization.py	1	CODE
LOW	tests/unit/_internal/bento/test_src_layout.py	1	CODE
LOW	tests/unit/_internal/bento/test_bento.py	2	CODE
LOW	tests/unit/grpc/conftest.py	1	CODE
LOW	tests/unit/grpc/test_grpc_utils.py	1	CODE
LOW	tests/unit/grpc/interceptors/test_prometheus.py	1	CODE
LOW	tests/unit/grpc/interceptors/test_access.py	2	CODE
LOW	tests/unit/_bentoml_sdk/test_images.py	1	CODE
LOW	tests/unit/_bentoml_sdk/test_validators.py	1	CODE
LOW	tests/integration/frameworks/test_diffusers_unit.py	1	CODE
LOW	tests/integration/frameworks/test_transformers_unit.py	1	CODE
LOW	tests/integration/frameworks/conftest.py	1	CODE
LOW	tests/integration/frameworks/test_frameworks.py	1	CODE
LOW	tests/integration/frameworks/test_tensorflow_unit.py	1	CODE
LOW	tests/integration/frameworks/test_pytorch_unit.py	1	CODE
LOW	tests/integration/frameworks/test_fastai_unit.py	1	CODE
LOW	tests/integration/frameworks/mlflow/test_apis.py	1	CODE
LOW	tests/integration/frameworks/models/lightgbm.py	1	CODE
LOW	tests/integration/frameworks/models/transformers.py	1	CODE
LOW	tests/integration/frameworks/models/transformers.py	32	CODE
LOW	tests/integration/frameworks/models/fastai.py	1	CODE
LOW	tests/integration/frameworks/models/keras.py	1	CODE
LOW	tests/integration/frameworks/models/catboost.py	1	CODE
LOW	tests/integration/frameworks/models/easyocr.py	1	CODE
LOW	tests/integration/frameworks/models/onnx.py	1	CODE
494 more matches not shown…

Hyper-Verbose Identifiers299 hits · 309 pts

Severity	File	Line	Snippet	Context
LOW	noxfile.py	59	def run_framework_integration_test(session: nox.Session, framework: str):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	35	async def test_is_ready_closes_response_on_success(self):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	61	async def test_is_ready_closes_response_on_failure(self):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	87	async def test_is_ready_handles_timeout_without_response(self):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	111	def test_dependency_get_caches_resolved_value(self):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	140	def test_dependency_get_caches_across_multiple_dependencies(self):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	174	async def test_dependency_close_clears_resolved(self):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	194	async def test_dependency_close_handles_none_resolved(self):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	206	async def test_dependency_close_skips_non_async_close(self):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	224	async def test_repeated_readiness_checks_use_cache(self):	CODE
LOW	tests/test_readiness_memory_leak_fix.py	256	async def test_cleanup_cycle_memory_pattern(self):	CODE
LOW	tests/unit/test_metrics_deferred_import.py	20	def _fresh_bentoml_metrics_module():	CODE
LOW	tests/unit/test_metrics_deferred_import.py	40	def test_bentoml_metrics_does_not_import_prometheus_client_eagerly():	CODE
LOW	tests/unit/test_metrics_deferred_import.py	62	def test_multiple_histograms_all_collected_in_multiprocess_mode():	CODE
LOW	tests/unit/_internal/test_service_api.py	52	def test_get_valid_service_name(caplog: LogCaptureFixture):	CODE
LOW	tests/unit/_internal/test_exportable.py	98	def test_from_fs_imports_safe_nested_archive(tmp_path: Path, archive_kind: str) -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	126	def test_from_fs_preserves_safe_tar_symlink(tmp_path: Path) -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	164	def test_from_fs_rejects_unsafe_member_paths(	CODE
LOW	tests/unit/_internal/test_exportable.py	215	def test_from_fs_rejects_unsafe_tar_symlink_targets(	CODE
LOW	tests/unit/_internal/test_exportable.py	232	def test_path_validator_rejects_nul_bytes() -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	239	def test_from_fs_rejects_zip_symlink_entries(tmp_path: Path) -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	254	def test_from_fs_rejects_tar_hardlinks(tmp_path: Path) -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	269	def test_from_fs_rejects_tar_special_entries(tmp_path: Path) -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	284	def test_from_fs_rejects_duplicate_file_destinations(tmp_path: Path) -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	299	def test_from_fs_rejects_duplicate_file_symlink_destinations(tmp_path: Path) -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	314	def test_from_fs_allows_repeated_directory_entries(tmp_path: Path) -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	330	def test_from_fs_cleans_up_after_validation_failure(	CODE
LOW	tests/unit/_internal/test_exportable.py	355	def test_from_fs_cleans_up_after_from_path_failure(	CODE
LOW	tests/unit/_internal/test_exportable.py	374	def test_from_fs_imports_fsspec_directory_source(tmp_path: Path) -> None:	CODE
LOW	tests/unit/_internal/test_exportable.py	391	def test_import_model_rejects_otherwise_valid_archive_with_traversal(	CODE
LOW	tests/unit/_internal/test_exportable.py	417	def test_import_bento_rejects_otherwise_valid_archive_with_traversal(	CODE
LOW	tests/unit/_internal/configuration/conftest.py	17	def fixture_container_from_file(tmp_path: Path) -> t.Callable[[str], ConfigDictType]:	CODE
LOW	tests/unit/_internal/configuration/conftest.py	27	def fixture_container_from_envvar():	CODE
LOW	tests/unit/_internal/configuration/test_v1_migration.py	17	def test_backward_configuration(	CODE
LOW	tests/unit/_internal/configuration/test_v1_migration.py	41	def test_backward_from_envvar(	STRING
LOW	tests/unit/_internal/configuration/test_containers.py	15	def test_validate_configuration(container_from_file: t.Callable[[str], ConfigDictType]):	CODE
LOW	tests/unit/_internal/configuration/test_containers.py	38	def test_containers_from_envvar(	STRING
LOW	tests/unit/_internal/configuration/test_containers.py	49	def test_bentoml_configuration_runner_override(	STRING
LOW	tests/unit/_internal/configuration/test_containers.py	119	def test_runner_gpu_configuration(	STRING
LOW	tests/unit/_internal/configuration/test_containers.py	166	def test_expand_env_vars_in_values(container_from_file, monkeypatch):	STRING
LOW⚡	tests/unit/_internal/configuration/test_helpers.py	35	def test_rename_fields_field_in_dict():	CODE
LOW⚡	tests/unit/_internal/configuration/test_helpers.py	45	def test_rename_fields_field_not_in_dict():	CODE
LOW⚡	tests/unit/_internal/configuration/test_helpers.py	55	def test_rename_fields_remove_only():	CODE
LOW⚡	tests/unit/_internal/configuration/test_helpers.py	64	def test_rename_fields_check_log(caplog: LogCaptureFixture):	CODE
LOW	tests/unit/_internal/configuration/test_helpers.py	75	def test_rename_fields_check_log_remove_only(caplog: LogCaptureFixture):	CODE
LOW	tests/unit/_internal/configuration/test_helpers.py	83	def test_rename_fields_exception():	CODE
LOW	tests/unit/_internal/configuration/test_helpers.py	103	def test_valid_load_config_file(tmp_path: Path):	CODE
LOW	tests/unit/_internal/configuration/test_helpers.py	109	def test_invalid_load_config_file():	CODE
LOW	tests/unit/_internal/configuration/test_helpers.py	140	def test_expand_env_in_values(monkeypatch: pytest.MonkeyPatch):	CODE
LOW	…s/unit/_internal/service_loader/test_import_service.py	8	def test_load_by_service_file():	CODE
LOW	…s/unit/_internal/service_loader/test_import_service.py	38	def test_load_multi_service_module():	CODE
LOW	…s/unit/_internal/service_loader/test_service_loader.py	11	def test_load_service_from_directory():	CODE
LOW	…s/unit/_internal/service_loader/test_service_loader.py	20	def test_load_service_from_bento():	CODE
LOW	tests/unit/_internal/runner/test_strategy.py	34	def test_default_gpu_strategy(monkeypatch: MonkeyPatch):	CODE
LOW	tests/unit/_internal/runner/test_strategy.py	127	def test_default_cpu_strategy(monkeypatch: MonkeyPatch):	CODE
LOW⚡	tests/unit/_internal/runner/test_runner.py	33	def test_valid_runner_tag_with_dash():	CODE
LOW⚡	tests/unit/_internal/runner/test_runner.py	38	def test_valid_runner_tag_with_underscore():	CODE
LOW⚡	tests/unit/_internal/runner/test_runner.py	43	def test_valid_runner_tag_with_dot():	CODE
LOW⚡	tests/unit/_internal/runner/test_runner.py	48	def test_valid_runner_short_tag():	CODE
LOW⚡	tests/unit/_internal/runner/test_runner.py	53	def test_valid_runner_long_tag():	CODE
239 more matches not shown…

Decorative Section Separators87 hits · 261 pts

Severity	File	Line	Snippet	Context
MEDIUM	.devcontainer/library-scripts/docker-debian.sh	2	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	.devcontainer/library-scripts/docker-debian.sh	5	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	.devcontainer/library-scripts/docker-debian.sh	297	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	.devcontainer/library-scripts/docker-debian.sh	300	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	.devcontainer/library-scripts/common-debian.sh	2	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	.devcontainer/library-scripts/common-debian.sh	5	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/deployment.yaml	1	# =============================================================================	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/deployment.yaml	35	# =============================================================================	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/ingress.yaml	1	# =============================================================================	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/ingress.yaml	16	# =============================================================================	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/service.yaml	1	# =============================================================================	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/service.yaml	24	# =============================================================================	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/hpa.yaml	1	# =============================================================================	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/hpa.yaml	23	# =============================================================================	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/hpa.yaml	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/hpa.yaml	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/hpa.yaml	65	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/hpa.yaml	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/config.yml	1	# =============================================================================	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/config.yml	21	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	skills/bentoml-k8s-deploy/templates/config.yml	53	# =============================================================================	COMMENT
MEDIUM	…ls/bentoml-deploy-scriptgen/templates/deploy/deploy.py	231	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ls/bentoml-deploy-scriptgen/templates/deploy/deploy.py	233	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ls/bentoml-deploy-scriptgen/templates/deploy/deploy.py	364	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ls/bentoml-deploy-scriptgen/templates/deploy/deploy.py	366	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ls/bentoml-deploy-scriptgen/templates/deploy/deploy.py	437	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…ls/bentoml-deploy-scriptgen/templates/deploy/deploy.py	439	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	1	# =============================================================================	COMMENT
MEDIUM	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	46	# =============================================================================	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	363	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	365	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	488	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	490	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	563	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	565	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	1085	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	1087	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	1259	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	1261	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	1408	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	1410	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	1632	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/config.py	1634	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/render.py	120	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/render.py	123	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/render.py	192	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/render.py	194	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/render.py	263	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/render.py	265	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/render.py	541	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/render.py	543	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/common.py	179	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…-deploy-scriptgen/templates/deploy/_internal/common.py	181	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…eploy-scriptgen/templates/deploy/_internal/topology.py	264	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…eploy-scriptgen/templates/deploy/_internal/topology.py	266	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…eploy-scriptgen/templates/deploy/_internal/topology.py	332	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…eploy-scriptgen/templates/deploy/_internal/topology.py	334	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…eploy-scriptgen/templates/deploy/_internal/topology.py	418	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…eploy-scriptgen/templates/deploy/_internal/topology.py	420	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…eploy-scriptgen/templates/deploy/_internal/topology.py	506	# --------------------------------------------------------------------------	COMMENT
27 more matches not shown…

Empty Error Handlers42 hits · 210 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/_internal/utils/circus/utils.py	90	except OSError:	CODE
HIGH	tests/unit/_internal/utils/circus/utils.py	95	except OSError:	CODE
HIGH	tests/unit/_internal/utils/circus/utils.py	107	except ConflictError:	CODE
HIGH	…sts/unit/_internal/bento/test_service_serialization.py	35	except NotFound:	CODE
HIGH	…sts/unit/_internal/bento/test_service_serialization.py	39	except NotFound:	CODE
HIGH	…oy-scriptgen/templates/deploy/_internal/targets/ec2.py	818	except OSError:	CODE
HIGH	…oy-scriptgen/templates/deploy/_internal/targets/k8s.py	1339	except OSError:	CODE
HIGH	src/bentoml_cli/containerize.py	94	except ImportError:	CODE
HIGH	src/bentoml_cli/api_token.py	105	except ValueError:	CODE
HIGH	src/_bentoml_impl/client/http.py	456	except (httpx.TimeoutException, httpx.ConnectError):	CODE
HIGH	src/_bentoml_impl/client/http.py	666	except (httpx.TimeoutException, httpx.ConnectError):	CODE
HIGH	src/_bentoml_impl/client/proxy2.py	294	except (aiohttp.ClientError, aiohttp.ServerTimeoutError):	CODE
HIGH	src/bentoml/server.py	293	except KeyboardInterrupt:	CODE
HIGH	src/bentoml/server.py	195	except KeyboardInterrupt:	CODE
HIGH	src/bentoml/__init__.py	114	except ModuleNotFoundError:	CODE
HIGH	src/bentoml/bentos.py	425	except FileNotFoundError:	CODE
HIGH	src/bentoml/_internal/resource.py	261	except Exception: # pylint: disable=broad-except	CODE
HIGH	src/bentoml/_internal/runner/utils.py	94	except StopIteration:	CODE
HIGH	src/bentoml/_internal/models/model.py	711	except NotFound:	CODE
HIGH	src/bentoml/_internal/cloud/deployment.py	412	except BentoMLException:	CODE
HIGH	src/bentoml/_internal/cloud/deployment.py	973	except ModuleNotFoundError:	CODE
HIGH	src/bentoml/_internal/cloud/client.py	837	except WebSocketNetworkError:	CODE
HIGH	src/bentoml/_internal/cloud/client.py	812	except (WebSocketNetworkError, LocalProtocolError):	CODE
HIGH	src/bentoml/_internal/cloud/bento.py	466	except NotFound:	CODE
HIGH	src/bentoml/_internal/cloud/bento.py	407	except OSError:	CODE
HIGH	src/bentoml/_internal/cloud/model.py	346	except OSError:	CODE
HIGH	src/bentoml/_internal/cloud/yatai.py	432	except NotFound:	CODE
HIGH	src/bentoml/_internal/bento/bento.py	399	except StopIteration:	CODE
HIGH	src/bentoml/_internal/bento/bento.py	542	except NotFound:	CODE
HIGH	src/bentoml/_internal/service/service.py	187	except NotFound:	CODE
HIGH	src/bentoml/_internal/monitoring/__init__.py	20	except (ImportError, MissingDependencyException):	CODE
HIGH	src/bentoml/_internal/frameworks/transformers.py	714	except bentoml.exceptions.NotFound:	CODE
HIGH	src/bentoml/_internal/frameworks/transformers.py	772	except AttributeError:	CODE
HIGH	src/bentoml/_internal/frameworks/keras.py	123	except RuntimeError:	CODE
HIGH	src/bentoml/_internal/frameworks/onnx.py	263	except PackageNotFoundError:	CODE
HIGH	src/bentoml/_internal/frameworks/tensorflow.py	103	except RuntimeError:	CODE
HIGH	src/bentoml/_internal/frameworks/tensorflow.py	253	except RuntimeError:	CODE
HIGH	src/bentoml/_internal/frameworks/diffusers.py	461	except bentoml.exceptions.NotFound:	CODE
HIGH	src/bentoml/_internal/frameworks/utils/tensorflow.py	100	except importlib.metadata.PackageNotFoundError:	CODE
HIGH	…entoml/_internal/frameworks/diffusers_runners/utils.py	41	except NotFound:	CODE
HIGH	src/_bentoml_sdk/io_models.py	178	except TypeError:	CODE
HIGH	src/_bentoml_sdk/io_models.py	263	except StopIteration:	CODE

Cross-File Repetition35 hits · 175 pts

Severity	File	Snippet	Context
HIGH	src/_bentoml_impl/frameworks/lightgbm.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/_bentoml_impl/frameworks/mlflow.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/_bentoml_impl/frameworks/catboost.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/_bentoml_impl/frameworks/xgboost.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/_bentoml_impl/frameworks/sklearn.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/transformers.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/fastai.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/keras.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/easyocr.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/onnx.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/tensorflow.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/pytorch_lightning.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/pytorch.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/detectron.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/torchscript.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/flax.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/picklable_model.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/frameworks/diffusers.py	private api: use :obj:`~bentoml.model.to_runnable` instead.	STRING
HIGH	src/bentoml/_internal/monitoring/otlp.py	export schema of the data. this method should be called after all data is logged.	STRING
HIGH	src/bentoml/_internal/monitoring/default.py	export schema of the data. this method should be called after all data is logged.	STRING
HIGH	src/bentoml/_internal/monitoring/base.py	export schema of the data. this method should be called after all data is logged.	STRING
HIGH	src/bentoml/_internal/monitoring/otlp.py	export data. this method should be called after all data is logged.	STRING
HIGH	src/bentoml/_internal/monitoring/default.py	export data. this method should be called after all data is logged.	STRING
HIGH	src/bentoml/_internal/monitoring/base.py	export data. this method should be called after all data is logged.	STRING
HIGH	src/bentoml/_internal/frameworks/transformers.py	get the bentoml model with the given tag. args: tag_like: the tag of the model to retrieve from the model store. returns	STRING
HIGH	src/bentoml/_internal/frameworks/fastai.py	get the bentoml model with the given tag. args: tag_like: the tag of the model to retrieve from the model store. returns	STRING
HIGH	src/bentoml/_internal/frameworks/keras.py	get the bentoml model with the given tag. args: tag_like: the tag of the model to retrieve from the model store. returns	STRING
HIGH	src/bentoml/_internal/frameworks/easyocr.py	get the bentoml model with the given tag. args: tag_like: the tag of the model to retrieve from the model store. returns	STRING
HIGH	src/bentoml/_internal/frameworks/onnx.py	get the bentoml model with the given tag. args: tag_like: the tag of the model to retrieve from the model store. returns	STRING
HIGH	src/bentoml/_internal/frameworks/detectron.py	get the bentoml model with the given tag. args: tag_like: the tag of the model to retrieve from the model store. returns	STRING
HIGH	src/bentoml/_internal/frameworks/diffusers.py	get the bentoml model with the given tag. args: tag_like: the tag of the model to retrieve from the model store. returns	STRING
HIGH	src/bentoml/grpc/v1/_generated_pb3/service_pb2_grpc.py	client and server classes corresponding to protobuf-defined services.	STRING
HIGH	src/bentoml/grpc/v1/_generated_pb4/service_pb2_grpc.py	client and server classes corresponding to protobuf-defined services.	STRING
HIGH	…ntoml/grpc/v1alpha1/_generated_pb3/service_pb2_grpc.py	client and server classes corresponding to protobuf-defined services.	STRING
HIGH	…ntoml/grpc/v1alpha1/_generated_pb4/service_pb2_grpc.py	client and server classes corresponding to protobuf-defined services.	STRING

Modern Structural Boilerplate172 hits · 174 pts

Severity	File	Line	Snippet	Context
LOW	src/bentoml_cli/env_manager.py	31	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml_cli/cloud.py	169	def update_current_context(context_name: str) -> None: # type: ignore (not accessed)	CODE
LOW	src/bentoml_cli/serve.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml_cli/utils.py	487	def set_build_args(ctx: Context, param: Parameter, value: str \| tuple[str]) -> None:	CODE
LOW	src/bentoml_cli/utils.py	504	def set_build_args_from_file(ctx: Context, param: Parameter, value: str) -> None:	CODE
LOW	src/bentoml_cli/_internal/start.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/_bentoml_impl/tasks/__init__.py	5	__all__ = ["ResultStore", "ResultStatus", "Sqlite3Store"]	CODE
LOW	src/_bentoml_impl/tasks/result.py	84	async def set_result(self, task_id: str, result: To, status: ResultStatus) -> None:	CODE
LOW	src/_bentoml_impl/tasks/result.py	88	async def set_status(self, task_id: str, status: ResultStatus) -> None:	CODE
LOW	src/_bentoml_impl/tasks/result.py	201	async def set_status(self, task_id: str, status: ResultStatus) -> None:	STRING
LOW	src/_bentoml_impl/server/__init__.py	11	__all__ = ["serve_http"]	CODE
LOW	src/_bentoml_impl/frameworks/xgboost.py	53	logger = logging.getLogger(__name__)	CODE
LOW	src/_bentoml_impl/client/__init__.py	11	__all__ = [	CODE
LOW	src/_bentoml_impl/client/http.py	420	def _setup(self) -> None:	CODE
LOW	src/_bentoml_impl/client/http.py	630	async def _setup(self) -> None:	CODE
LOW	src/_bentoml_impl/client/proxy2.py	256	async def _setup(self) -> None:	CODE
LOW	src/_bentoml_impl/client/base.py	44	def _setup_endpoints(self) -> None:	CODE
LOW	src/bentoml/server.py	39	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/server.py	46	__all__ = ["Server", "GrpcServer", "HTTPServer"]	CODE
LOW	src/bentoml/triton.py	79	__all__ = ["Runner"]	CODE
LOW	src/bentoml/legacy.py	16	__all__ = [	CODE
LOW	src/bentoml/models.py	384	__all__ = [	CODE
LOW	src/bentoml/deployment.py	378	__all__ = ["create", "get", "update", "apply", "terminate", "start", "delete", "list"]	CODE
LOW	src/bentoml/serving.py	37	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/monitoring.py	5	__all__ = ["MonitorBase", "monitor", "DefaultMonitor"]	CODE
LOW	src/bentoml/validators.py	9	__all__ = [	CODE
LOW	src/bentoml/client.py	28	__all__ = [	CODE
LOW	src/bentoml/batch.py	5	__all__ = ["run_in_spark"]	CODE
LOW	src/bentoml/io.py	24	__all__ = [	CODE
LOW	src/bentoml/api_token.py	124	__all__ = ["create", "get", "list", "delete"]	CODE
LOW	src/bentoml/__init__.py	323	__all__ = [	CODE
LOW	src/bentoml/ray.py	3	__all__ = ["deployment"]	CODE
LOW	src/bentoml/types.py	6	__all__ = ["ModelSignature", "ModelSignatureDict"]	CODE
LOW	src/bentoml/start.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/container.py	34	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/container.py	461	__all__ = ["build", "health", "register_backend", "get_backend", "get_containerfile"]	CODE
LOW	src/bentoml/bentos.py	42	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/bentos.py	44	__all__ = [	CODE
LOW	src/bentoml/images.py	18	__all__ = ["Image"]	CODE
LOW	src/bentoml/diffusers_simple.py	6	__all__ = ["stable_diffusion", "stable_diffusion_xl"]	CODE
LOW	src/bentoml/gradio.py	3	__all__ = ["mount_gradio_app"]	CODE
LOW	src/bentoml/_internal/resource.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/types.py	19	__all__ = [	CODE
LOW	src/bentoml/_internal/types.py	28	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/tag.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/configuration/containers.py	44	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/configuration/__init__.py	21	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/bentoml/_internal/configuration/__init__.py	139	def set_verbosity(verbosity: int) -> None:	CODE
LOW⚡	src/bentoml/_internal/configuration/__init__.py	149	def set_debug_mode(enabled: bool = True) -> None:	CODE
LOW⚡	src/bentoml/_internal/configuration/__init__.py	153	def set_quiet_mode(enabled: bool = True) -> None:	CODE
LOW	src/bentoml/_internal/configuration/helpers.py	20	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/external_typing/tensorflow.py	89	__all__ = [	CODE
LOW	src/bentoml/_internal/marshal/dispatcher.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/runner/runner.py	39	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/runner/__init__.py	4	__all__ = ["Runner", "Runnable"]	CODE
LOW	src/bentoml/_internal/runner/strategy.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/runner/utils.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/runner/runnable.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/runner/runner_handle/remote.py	57	logger = logging.getLogger(__name__)	CODE
LOW	src/bentoml/_internal/runner/runner_handle/__init__.py	20	logger = logging.getLogger(__name__)	CODE
112 more matches not shown…

Deep Nesting133 hits · 132 pts

Severity	File	Line	Context
LOW	tools/generate_coverage.py	15	CODE
LOW	tests/unit/conftest.py	22	CODE
LOW	tests/unit/_internal/bento/test_src_layout.py	42	CODE
LOW	tests/unit/_internal/bento/test_src_layout.py	85	CODE
LOW	tests/unit/grpc/interceptors/test_prometheus.py	118	CODE
LOW	…ls/bentoml-deploy-scriptgen/templates/deploy/deploy.py	453	CODE
LOW	…-deploy-scriptgen/templates/deploy/_internal/config.py	150	CODE
LOW	…-deploy-scriptgen/templates/deploy/_internal/config.py	170	CODE
LOW	…-deploy-scriptgen/templates/deploy/_internal/render.py	145	CODE
LOW	…eploy-scriptgen/templates/deploy/_internal/topology.py	126	CODE
LOW	…oy-scriptgen/templates/deploy/_internal/targets/ec2.py	887	CODE
LOW	…oy-scriptgen/templates/deploy/_internal/targets/k8s.py	163	CODE
LOW	…oy-scriptgen/templates/deploy/_internal/targets/k8s.py	1432	CODE
LOW	…oy-scriptgen/templates/deploy/_internal/targets/k8s.py	1545	CODE
LOW	…oy-scriptgen/templates/deploy/_internal/targets/k8s.py	644	CODE
LOW	…oy-scriptgen/templates/deploy/_internal/targets/k8s.py	737	CODE
LOW	src/bentoml_cli/deployment.py	68	CODE
LOW	src/bentoml_cli/cloud.py	50	CODE
LOW	src/bentoml_cli/containerize.py	43	CODE
LOW	src/bentoml_cli/containerize.py	447	CODE
LOW	src/bentoml_cli/containerize.py	69	CODE
LOW	src/bentoml_cli/api_token.py	84	CODE
LOW	src/bentoml_cli/secret.py	45	CODE
LOW	src/_bentoml_impl/serde.py	222	CODE
LOW	src/_bentoml_impl/arrow.py	30	CODE
LOW	src/_bentoml_impl/arrow.py	47	CODE
LOW	src/_bentoml_impl/server/serving.py	160	CODE
LOW	src/_bentoml_impl/server/app.py	760	CODE
LOW	src/_bentoml_impl/worker/patch.py	28	CODE
LOW	src/_bentoml_impl/worker/runner.py	85	CODE
LOW	src/_bentoml_impl/client/http.py	73	CODE
LOW	src/_bentoml_impl/client/http.py	192	CODE
LOW	src/_bentoml_impl/client/proxy2.py	373	CODE
LOW	src/bentoml/server.py	62	CODE
LOW	src/bentoml/serving.py	53	CODE
LOW	src/bentoml/serving.py	311	CODE
LOW	src/bentoml/serving.py	560	CODE
LOW	src/bentoml/start.py	27	CODE
LOW	src/bentoml/_internal/exportable.py	137	CODE
LOW	src/bentoml/_internal/resource.py	124	CODE
LOW	src/bentoml/_internal/configuration/containers.py	309	CODE
LOW	src/bentoml/_internal/configuration/helpers.py	188	CODE
LOW	src/bentoml/_internal/marshal/dispatcher.py	198	CODE
LOW	src/bentoml/_internal/marshal/dispatcher.py	253	CODE
LOW	src/bentoml/_internal/marshal/dispatcher.py	336	CODE
LOW	src/bentoml/_internal/io_descriptors/pandas.py	69	CODE
LOW	src/bentoml/_internal/io_descriptors/pandas.py	163	CODE
LOW	src/bentoml/_internal/io_descriptors/pandas.py	344	CODE
LOW	src/bentoml/_internal/io_descriptors/pandas.py	438	CODE
LOW	src/bentoml/_internal/io_descriptors/pandas.py	945	CODE
LOW	src/bentoml/_internal/io_descriptors/pandas.py	1093	CODE
LOW	src/bentoml/_internal/io_descriptors/numpy.py	489	CODE
LOW	src/bentoml/_internal/io_descriptors/file.py	291	CODE
LOW	src/bentoml/_internal/io_descriptors/file.py	318	CODE
LOW	src/bentoml/_internal/io_descriptors/utils.py	42	CODE
LOW	src/bentoml/_internal/io_descriptors/json.py	207	CODE
LOW	src/bentoml/_internal/io_descriptors/json.py	337	CODE
LOW	src/bentoml/_internal/io_descriptors/json.py	434	CODE
LOW	src/bentoml/_internal/io_descriptors/image.py	202	CODE
LOW	src/bentoml/_internal/io_descriptors/image.py	308	CODE
73 more matches not shown…

Cross-Language Confusion23 hits · 125 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/unit/_internal/runner/test_container.py	85	assert batch.equals(pd.concat(batches, ignore_index=True))	CODE
HIGH⚡	tests/unit/_internal/runner/test_container.py	90	assert df1.equals(restored_df1)	CODE
HIGH⚡	tests/unit/_internal/runner/test_container.py	91	assert df2.equals(restored_df2)	CODE
HIGH⚡	tests/unit/_internal/runner/test_container.py	101	assert restored_batch.equals(batch)	CODE
HIGH	…oy-scriptgen/templates/deploy/_internal/targets/ec2.py	82	'__v=$(printf %s "$__b" \| base64 -d && printf x) \|\| exit 78; '	CODE
HIGH	…oy-scriptgen/templates/deploy/_internal/targets/ec2.py	311	"elif ! sudo -n true 2>/dev/null; then echo docker=no-sudo; "	CODE
HIGH	…oy-scriptgen/templates/deploy/_internal/targets/ec2.py	312	f"elif __v=$(sudo -n docker info --format {fmt_version} 2>/dev/null); "	CODE
HIGH	…oy-scriptgen/templates/deploy/_internal/targets/ec2.py	358	hint="Amazon Linux 2023: sudo dnf install -y docker && sudo "	CODE
HIGH	…oy-scriptgen/templates/deploy/_internal/targets/ec2.py	360	"install -y docker.io && sudo systemctl enable --now docker",	CODE
HIGH	src/bentoml_cli/models.py	360	cloud_client.model.push(	CODE
HIGH	src/bentoml_cli/bentos.py	360	cloud_client.bento.push(bento_obj, force=force, threads=threads)	CODE
HIGH	src/bentoml_cli/bentos.py	396	help="Whether to containerize the Bento after building. '--containerize' is the shortcut of 'bentoml build && be	CODE
HIGH	src/bentoml_cli/bentos.py	490	cloud_client.bento.push(bento, force=force, threads=threads)	CODE
HIGH	src/bentoml/models.py	223	_cloud_client.model.push(model_obj, force=force)	CODE
HIGH	src/bentoml/bentos.py	261	_cloud_client.bento.push(bento, force=force)	CODE
HIGH	…ml/_internal/container/frontend/dockerfile/__init__.py	89	"default_install_command": "yum update && yum install -y amazon-linux-extras ca-certificates "	CODE
HIGH	…ml/_internal/container/frontend/dockerfile/__init__.py	90	'gcc gcc-c++ make bash shadow-utils && amazon-linux-extras enable && yum groupinstall -y "Development Tools"',	CODE
HIGH	…ml/_internal/container/frontend/dockerfile/__init__.py	104	"default_install_command": "yum update && yum install -y ca-certificates gcc gcc-c++ make bash shadow-utils git"	CODE
HIGH	…ml/_internal/container/frontend/dockerfile/__init__.py	122	"default_install_command": "apt-get update && apt-get install -q -y --no-install-recommends "	CODE
HIGH	src/bentoml/_internal/cloud/deployment.py	377	bento_api.push(bento=bento_obj, bare=bare)	CODE
HIGH	src/bentoml/_internal/cloud/deployment.py	395	bento_api.push(bento=bento_obj, bare=bare)	CODE
HIGH	src/bentoml/_internal/cloud/deployment.py	418	bento_api.push(bento=bento_obj, bare=bare)	CODE
HIGH	src/bentoml/_internal/cloud/deployment.py	1650	content += f"apt-get update && apt-get install -y {quoted} \|\| exit 1\n".encode()	CODE

Docstring Block Structure25 hits · 125 pts

Severity	File	Line	Snippet	Context
HIGH	src/_bentoml_impl/frameworks/sklearn.py	88	Save a model instance to BentoML modelstore. Args: name: Name for given model instance. This should pa	STRING
HIGH	src/bentoml/models.py	73	Import a bento model exported with :code:`bentoml.models.export_model`. To import a model saved with a framewor	STRING
HIGH	src/bentoml/models.py	146	Export a BentoML model. Examples: .. code-block:: python # exports 'my_model' to '/path/to/folde	STRING
HIGH	src/bentoml/bentos.py	96	Import a bento. Examples: .. code-block:: python # imports 'my_bento' from '/path/to/folder/my_b	STRING
HIGH	src/bentoml/bentos.py	178	Export a bento. To export a bento to S3, you must install BentoML with extras ``aws``: .. code-block:: ba	STRING
HIGH	src/bentoml/_internal/io_descriptors/pandas.py	513	Process incoming requests and convert incoming objects to `pd.DataFrame` Args: req	STRING
HIGH	src/bentoml/_internal/io_descriptors/numpy.py	430	Create a :class:`~bentoml._internal.io_descriptors.numpy.NumpyNdarray` IO Descriptor from given inputs.	STRING
HIGH	src/bentoml/_internal/io_descriptors/file.py	127	Create a :class:`~bentoml._internal.io_descriptors.file.File` IO Descriptor from given inputs. Args:	STRING
HIGH	src/bentoml/_internal/io_descriptors/json.py	208	Create a :class:`~bentoml._internal.io_descriptors.json.JSON` IO Descriptor from given inputs. Args:	STRING
HIGH	src/bentoml/_internal/io_descriptors/image.py	203	Create a :class:`~bentoml._internal.io_descriptors.image.Image` IO Descriptor from given inputs. Args:	STRING
HIGH	src/bentoml/_internal/frameworks/transformers.py	938	Save a model instance to BentoML modelstore. Args: name: Name for given model instance. This should pa	STRING
HIGH	src/bentoml/_internal/frameworks/keras.py	83	Load a model from BentoML local modelstore with given name. Args: bento_model (``str`` ``\|`` :obj:`~be	STRING
HIGH	src/bentoml/_internal/frameworks/keras.py	148	Save a model instance to BentoML modelstore. Args: name: Name for given model instance. This should pa	STRING
HIGH	src/bentoml/_internal/frameworks/easyocr.py	112	Save a model instance to BentoML modelstore. Args: name: Name for given model instance. This should pa	STRING
HIGH	src/bentoml/_internal/frameworks/tensorflow.py	66	Load a tensorflow model from BentoML local modelstore with given name. Args: bento_model: Either the t	STRING
HIGH	src/bentoml/_internal/frameworks/tensorflow.py	123	Save a model instance to BentoML modelstore. Args: name: Name for given model instance. This should pa	STRING
HIGH	src/bentoml/_internal/frameworks/pytorch_lightning.py	46	Load a model from BentoML local modelstore with given name. Args: tag (:code:`Union[str, Tag]`):	STRING
HIGH	src/bentoml/_internal/frameworks/pytorch_lightning.py	89	Save a model instance to BentoML modelstore. Args: name (:code:`str`): Name for given mode	STRING
HIGH	src/bentoml/_internal/frameworks/pytorch.py	52	Load a model from a BentoML Model with given name. Args: tag (:code:`Union[str, Tag]`): Ta	STRING
HIGH	src/bentoml/_internal/frameworks/pytorch.py	97	Save a model instance to BentoML modelstore. Args: name (:code:`str`): Name for given mode	STRING
HIGH	src/bentoml/_internal/frameworks/detectron.py	142	Save a model instance to BentoML modelstore. Args: name: Name for given model instance. This should pa	STRING
HIGH	src/bentoml/_internal/frameworks/torchscript.py	43	Load a model from BentoML local modelstore with given name. Args: tag: Tag of a saved mode	STRING
HIGH	src/bentoml/_internal/frameworks/torchscript.py	94	Save a model instance to BentoML modelstore. Args: name (:code:`str`): Name for given mode	STRING
HIGH	src/bentoml/_internal/frameworks/picklable_model.py	86	Save a model instance to BentoML modelstore. Args: name: Name for given model instance. This should pa	STRING
HIGH	src/bentoml/grpc/utils/_import_hook.py	15	Import generated stubs. Args: version: The version of the proto file to import. file: The name	STRING

Excessive Try-Catch Wrapping75 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/_internal/io/test_multipart.py	112	except Exception as e:	CODE
LOW	tests/unit/_internal/cloud/test_deployment.py	502	except Exception as e:	CODE
LOW	…ls/bentoml-deploy-scriptgen/templates/deploy/deploy.py	667	except Exception as exc: # noqa: BLE001 - never die without a summary	CODE
LOW	…-deploy-scriptgen/templates/deploy/_internal/common.py	167	except Exception as exc: # noqa: BLE001 - deliberate broad retry	CODE
LOW	…oy-scriptgen/templates/deploy/_internal/targets/k8s.py	1088	except Exception:	CODE
LOW	…oy-scriptgen/templates/deploy/_internal/targets/k8s.py	1143	except Exception:	CODE
LOW	src/_bentoml_impl/server/serving.py	404	except Exception:	CODE
LOW	src/_bentoml_impl/server/proxy.py	152	except Exception:	CODE
LOW	src/_bentoml_impl/server/app.py	175	except Exception:	CODE
LOW	src/_bentoml_impl/server/app.py	519	except Exception as e:	CODE
LOW	src/_bentoml_impl/server/app.py	541	except Exception as e:	CODE
LOW	src/_bentoml_impl/server/app.py	593	except Exception:	CODE
LOW	src/_bentoml_impl/server/app.py	603	except Exception as e:	CODE
LOW	src/_bentoml_impl/server/app.py	741	except Exception:	CODE
LOW	src/bentoml/server.py	316	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/models.py	310	except Exception:	CODE
LOW	src/bentoml/models.py	366	except Exception:	CODE
LOW	src/bentoml/deployment.py	328	except Exception as e:	CODE
LOW	src/bentoml/serving.py	80	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/serving.py	93	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/serving.py	554	except Exception:	CODE
LOW	src/bentoml/serving.py	830	except Exception:	CODE
LOW	src/bentoml/bentos.py	476	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/store.py	172	except Exception:	CODE
LOW	src/bentoml/_internal/exportable.py	313	except Exception:	CODE
LOW	src/bentoml/_internal/resource.py	261	except Exception: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/marshal/dispatcher.py	250	except Exception:	CODE
LOW	src/bentoml/_internal/marshal/dispatcher.py	283	except Exception: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/marshal/dispatcher.py	324	except Exception:	CODE
LOW	src/bentoml/_internal/marshal/dispatcher.py	359	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/marshal/dispatcher.py	382	except Exception:	CODE
LOW	src/bentoml/_internal/runner/runner.py	314	except Exception as e:	CODE
LOW	src/bentoml/_internal/runner/runner_handle/remote.py	413	except Exception:	CODE
LOW	src/bentoml/_internal/runner/runner_handle/remote.py	454	except Exception:	CODE
LOW	src/bentoml/_internal/runner/runner_handle/remote.py	474	except Exception:	CODE
LOW	src/bentoml/_internal/server/runner_app.py	217	except Exception:	CODE
LOW	src/bentoml/_internal/server/runner_app.py	251	except Exception:	CODE
LOW	src/bentoml/_internal/server/runner_app.py	285	except Exception:	CODE
LOW	src/bentoml/_internal/server/http_app.py	384	except Exception: # pylint: disable=broad-except	STRING
LOW	src/bentoml/_internal/server/grpc_app.py	232	except Exception as e: # pylint: disable=broad-except	CODE
LOW	…/bentoml/_internal/server/grpc/servicer/v1/__init__.py	116	except Exception: # pylint: disable=broad-except	CODE
LOW	…ml/_internal/server/grpc/servicer/v1alpha1/__init__.py	115	except Exception: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/utils/benchmark.py	324	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/utils/filesystem.py	92	except Exception as exc:	CODE
LOW	src/bentoml/_internal/utils/analytics/usage_stats.py	76	except Exception as err: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/container/__init__.py	80	except Exception as err: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/container/__init__.py	307	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/container/__init__.py	370	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/batch/spark.py	52	except Exception:	CODE
LOW	src/bentoml/_internal/cloud/deployment.py	110	except Exception as e:	CODE
LOW	src/bentoml/_internal/cloud/deployment.py	328	except Exception as e:	CODE
LOW	src/bentoml/_internal/cloud/deployment.py	1033	except Exception as e:	CODE
LOW	src/bentoml/_internal/cloud/bento.py	252	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/cloud/bento.py	382	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/cloud/model.py	189	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/cloud/model.py	320	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/cloud/yatai.py	254	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/cloud/yatai.py	372	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/cloud/yatai.py	687	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/bentoml/_internal/cloud/yatai.py	806	except Exception as e: # pylint: disable=broad-except	CODE
15 more matches not shown…

AI Structural Patterns66 hits · 66 pts

Severity	File	Line	Context
LOW	tests/integration/frameworks/models/onnx.py	60	CODE
LOW	tests/e2e/bento_server_http/service.py	76	CODE
LOW	…-deploy-scriptgen/templates/deploy/_internal/common.py	91	CODE
LOW	src/bentoml_cli/deployment.py	902	CODE
LOW	src/_bentoml_impl/server/serving.py	160	CODE
LOW	src/_bentoml_impl/server/app.py	666	CODE
LOW	src/_bentoml_impl/frameworks/lightgbm.py	278	CODE
LOW	src/_bentoml_impl/frameworks/xgboost.py	336	CODE
LOW	src/_bentoml_impl/client/proxy2.py	151	CODE
LOW	src/bentoml/server.py	324	CODE
LOW	src/bentoml/server.py	413	CODE
LOW	src/bentoml/models.py	260	CODE
LOW	src/bentoml/models.py	278	CODE
LOW	src/bentoml/models.py	327	CODE
LOW	src/bentoml/deployment.py	30	CODE
LOW	src/bentoml/deployment.py	69	CODE
LOW	src/bentoml/deployment.py	134	CODE
LOW	src/bentoml/deployment.py	174	CODE
LOW	src/bentoml/serving.py	226	CODE
LOW	src/bentoml/serving.py	311	CODE
LOW	src/bentoml/serving.py	560	CODE
LOW	src/bentoml/start.py	146	CODE
LOW	src/bentoml/start.py	264	CODE
LOW	src/bentoml/container.py	38	CODE
LOW	src/bentoml/container.py	68	CODE
LOW	src/bentoml/container.py	94	CODE
LOW	src/bentoml/container.py	137	CODE
LOW	src/bentoml/container.py	181	CODE
LOW	src/bentoml/container.py	280	CODE
LOW	src/bentoml/bentos.py	276	CODE
LOW	src/bentoml/bentos.py	382	CODE
LOW	src/bentoml/bentos.py	481	CODE
LOW	src/bentoml/_internal/runner/runner.py	168	CODE
LOW	src/bentoml/_internal/io_descriptors/pandas.py	320	CODE
LOW	src/bentoml/_internal/io_descriptors/pandas.py	475	CODE
LOW	src/bentoml/_internal/io_descriptors/pandas.py	982	CODE
LOW	src/bentoml/_internal/io_descriptors/numpy.py	306	CODE
LOW	src/bentoml/_internal/server/grpc_app.py	67	CODE
LOW	src/bentoml/_internal/container/buildx.py	62	CODE
LOW	src/bentoml/_internal/container/podman.py	57	CODE
LOW	src/bentoml/_internal/container/buildah.py	44	CODE
LOW	src/bentoml/_internal/container/docker.py	64	CODE
LOW	src/bentoml/_internal/cloud/deployment.py	351	CODE
LOW	src/bentoml/_internal/monitoring/otlp.py	104	CODE
LOW	src/bentoml/_internal/frameworks/transformers.py	615	CODE
LOW	src/bentoml/_internal/frameworks/transformers.py	922	CODE
LOW	src/bentoml/_internal/frameworks/keras.py	133	CODE
LOW	src/bentoml/_internal/frameworks/torchscript.py	81	CODE
LOW	src/bentoml/_internal/frameworks/diffusers.py	197	CODE
LOW	src/bentoml/_internal/frameworks/diffusers.py	377	CODE
LOW	…al/frameworks/diffusers_runners/stable_diffusion_xl.py	32	CODE
LOW	…ernal/frameworks/diffusers_runners/stable_diffusion.py	31	CODE
LOW	src/bentoml/grpc/v1/_generated_pb3/service_pb2_grpc.py	73	CODE
LOW	src/bentoml/grpc/v1/_generated_pb3/service_pb2_grpc.py	90	CODE
LOW	src/bentoml/grpc/v1/_generated_pb4/service_pb2_grpc.py	73	CODE
LOW	src/bentoml/grpc/v1/_generated_pb4/service_pb2_grpc.py	90	CODE
LOW	…ntoml/grpc/v1alpha1/_generated_pb3/service_pb2_grpc.py	56	CODE
LOW	…ntoml/grpc/v1alpha1/_generated_pb4/service_pb2_grpc.py	56	CODE
LOW	src/bentoml/testing/server.py	412	CODE
LOW	src/_bentoml_sdk/decorators.py	47	CODE
6 more matches not shown…

Over-Commented Block57 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW	docs/source/_templates/base.html	21	primaryColor: '#47AFD1',	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/deployment.yaml	1	# =============================================================================	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/deployment.yaml	21	# 1. `args:` only -- NEVER `command:`. The image entrypoint activates the venv	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/deployment.yaml	41	name: {{SLUG}}	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/deployment.yaml	101	containerPort: 3000 # BentoML's HTTP port; changing it means setting BENTOML_PORT too	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/deployment.yaml	121	value: "{{SERVE_DEPENDS}}"	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/deployment.yaml	141	# requests = what the scheduler reserves (and what CPU-percentage HPAs are	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/deployment.yaml	161	memory: "{{MEMORY_LIMIT}}"	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/ingress.yaml	1	# =============================================================================	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/service.yaml	1	# =============================================================================	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/hpa.yaml	1	# =============================================================================	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/hpa.yaml	61	# <- services.<Name>.autoscaling.target (percent). 70 is a sane start;	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/hpa.yaml	81	# NOT from these metrics, so every kubelet /readyz and /livez hit shows up in	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/hpa.yaml	101	# target:	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/namespace.yaml	1	# The optional Namespace object (<- kubernetes.namespace).	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	1	# =============================================================================	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	21	# -----------------------------------------------------------------------------	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	41	# * the registry type: an `*.dkr.ecr.<region>.amazonaws.com` host means ECR	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	61	# at the project root.	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	81	# kubectl context to deploy into. Always confirmed with a human first --	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	101	# anything here: overriding app.kubernetes.io/name would desync a Deployment's	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	121	# startup_failure_threshold 60 \| readiness_timeout_seconds 6 \| no HPA	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	141	# autoscaling.enabled is true, so the HPA and this value cannot fight.	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	161	# nvidia.com/gpu: "1"	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	181	# tracing). It BEATS the @bentoml.service(...) decorator -- but only under	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	201	# gives that dependency a HARD-CODED 5s budget, so /readyz can	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	221	# service_name is the BENTO name.	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	241	# -- which replaces the derived value entirely (nothing is emitted twice)	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	261	# NodePort only, 30000-32767. Omit/null to let Kubernetes pick -- pinning	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	281	# keep any timeout >= this service's traffic.timeout.	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	301	body:	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	1	# =============================================================================	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	21	#	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	41	# `image`, `kubernetes.context`, `kubernetes.namespace`. Everything below has a	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	61	build_target: null	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	81	# rendered with it, so services cannot be split across namespaces). It must	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	101	# ESCAPE HATCH — leave null unless you have outgrown this config.	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	121	# no service in the bento is a load-time error — that is the typo guard, and the	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	141	# DNS-1035 label (^[a-z]([-a-z0-9]*[a-z0-9])?$ — e.g. a service name	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	161	# GPUs go here as limits only, integer, e.g. nvidia.com/gpu: "1"	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	181	# decorator and loses, while the per-service form beats it. Example:	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	201	# startupProbe budget = this x periodSeconds 10. 60 -> 10 minutes of	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	221	# works only because requests.cpu is always set). A poor	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	241	# preserves the existing allocation).	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	261	# the service name. Services you never mention here need no block at all.	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	281	# OPTIONAL post-deploy smoke test against the ENTRY service. Delete the whole	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	301	# Public IPs/DNS names of existing, SSH-reachable instances. Bare hosts, no	COMMENT
LOW	…s/bentoml-deploy-scriptgen/templates/deploy/config.yml	321	# host (never touches instance IAM)	COMMENT
LOW	…-deploy-scriptgen/templates/deploy/_internal/render.py	61	# bentoml-k8s-deploy skill renders: both skills emit the same manifest shape from	COMMENT
LOW	src/bentoml_cli/__init__.py	1	# DO NOT IMPORT ANYTHING HERE	COMMENT
LOW	src/bentoml_cli/worker/__init__.py	1	# DO NOT IMPORT ANYTHING HERE	COMMENT
LOW	src/bentoml/_internal/resource.py	181	return cpu_count	COMMENT
LOW	src/bentoml/_internal/resource.py	201	# "E": 1000**6,	COMMENT
LOW	src/bentoml/_internal/utils/dotenv.py	1	# The MIT License (MIT)	COMMENT
LOW	src/bentoml/_internal/utils/pickle.py	1	from __future__ import annotations	COMMENT
LOW	src/bentoml/_internal/cloud/deployment.py	181	)	COMMENT
LOW	src/_bentoml_sdk/gradio.py	61	# @bentoml.service() decorator returns a wrapper instead of the original class	COMMENT

Self-Referential Comments9 hits · 25 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/_bentoml_impl/worker/patch.py	50	# Define a new class to wrap around the original safe_open class	COMMENT
MEDIUM	src/bentoml/_internal/server/grpc_app.py	105	# Create a health check servicer. We use the non-blocking implementation	COMMENT
MEDIUM	src/bentoml/_internal/utils/formparser.py	98	# Create the parser.	COMMENT
MEDIUM	src/bentoml/_internal/utils/formparser.py	261	# Create the parser.	COMMENT
MEDIUM	src/bentoml/_internal/bento/build_config.py	796	"""This class is intended for modeling the bentofile.yaml file where user will	STRING
MEDIUM	src/bentoml/grpc/v1/_generated_pb3/service_pb2_grpc.py	67	# This class is part of an EXPERIMENTAL API.	COMMENT
MEDIUM	src/bentoml/grpc/v1/_generated_pb4/service_pb2_grpc.py	67	# This class is part of an EXPERIMENTAL API.	COMMENT
MEDIUM	…ntoml/grpc/v1alpha1/_generated_pb3/service_pb2_grpc.py	50	# This class is part of an EXPERIMENTAL API.	COMMENT
MEDIUM	…ntoml/grpc/v1alpha1/_generated_pb4/service_pb2_grpc.py	50	# This class is part of an EXPERIMENTAL API.	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/bentoml/_internal/server/grpc_app.py	201	if BentoMLContainer.api_server_config.logging.access.enabled.get():	CODE
CRITICAL	…/bentoml/_internal/server/static_content/marked.min.js	6	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define	CODE

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	.devcontainer/library-scripts/docker-debian.sh	130	# Check if distro is suppported	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	74	# Set it to "" only for a local cluster where you load the image onto the nodes	COMMENT
LOW	skills/bentoml-k8s-deploy/templates/config.yml	106	# Set it to a directory and those files are applied AS-IS: nothing here shapes	COMMENT
LOW	src/bentoml/_internal/utils/formparser.py	267	# Write file data, it needs to use await with the UploadFile methods	COMMENT
LOW	src/bentoml/_internal/frameworks/transformers.py	415	# Set trust_remote_code to True to allow loading custom pipeline.	COMMENT
LOW	src/_bentoml_sdk/gradio.py	62	# Check if the object is an instance of Service	COMMENT

AI Slop Vocabulary4 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/grpc/interceptors/test_prometheus.py	76	# if it isn't a pb.Request, then we just pass the handler, hence metrics should be empty	COMMENT
LOW	src/bentoml/_internal/io_descriptors/pandas.py	567	# by the request's headers['content-type']. Instead we simply use the _default_format.	COMMENT
MEDIUM	src/bentoml/_internal/server/http/instruments.py	221	# place holder metrics to initialize endpoints with 0 to facilitate rate calculation	COMMENT
MEDIUM	src/bentoml/_internal/ray/__init__.py	30	"""'ray[serve]' is required in order to use module 'bentoml.ray', install with 'pip install -U "ray[serve]"'. Se	STRING

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tests/monitoring/task_classification/README.md	112	api_key: <your_api_key>	CODE

Fake / Example Data1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/source/_templates/base.html	29	// email: 'test@test.com',	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/_bentoml_impl/server/app.py	774	# NOTE: The following check is for security concern, DO NOT REMOVE	COMMENT

bentoml/BentoML

Open-Source Code Quality, Security and Technical Debt Review

Risk Review · Payload v1

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