PriorLabs/TabPFN

Pattern Findings

1307 matches across 14 categories. Click a row to expand file-level details.

Hyper-Verbose Identifiers752 hits · 737 pts

Severity	File	Line	Snippet
LOW	tests/test_inference.py	93	def reset_save_peak_mem_factor(self, factor: int \| None = None) -> None:
LOW	tests/test_inference.py	136	def reset_save_peak_mem_factor(self, factor: int \| None = None) -> None:
LOW	tests/test_inference.py	215	def reset_save_peak_mem_factor(self, factor: int \| None = None) -> None:
LOW	tests/test_inference.py	219	def test__cache_preprocessing__result_equal_in_serial_and_in_parallel() -> None:
LOW	tests/test_inference.py	272	def test__cache_preprocessing__with_outlier_removal() -> None:
LOW	tests/test_inference.py	326	def test__on_demand__result_equal_in_serial_and_in_parallel() -> None:
LOW	tests/test_inference.py	389	def test__iter_outputs__task_type_forwarded(
LOW	tests/test_inference.py	433	def _create_test_ensemble_configs(
LOW	tests/test_inference.py	482	def test__explicit_kv_cache__produces_outputs() -> None:
LOW	tests/test_inference.py	531	def test__explicit_kv_cache__keep_cache_on_device() -> None:
LOW	tests/test_consistency.py	40	def _get_tiny_classification_data() -> tuple[np.ndarray, np.ndarray, np.ndarray]:
LOW	tests/test_consistency.py	52	def _get_tiny_regression_data() -> tuple[np.ndarray, np.ndarray, np.ndarray]:
LOW	tests/test_consistency.py	64	def _get_iris_multiclass_data() -> tuple[np.ndarray, np.ndarray, np.ndarray]:
LOW	tests/test_consistency.py	218	def _get_current_platform_string() -> str:
LOW	tests/test_consistency.py	244	def test__fit_predict__predictions_match_reference(
LOW	tests/test_consistency.py	284	def _load_reference_predictions_or_fail(test_name: str) -> np.ndarray:
LOW	tests/test_consistency.py	294	def save_reference_predictions() -> None:
LOW	tests/test_utils.py	21	def test__infer_devices__auto__cuda_and_mps_not_available__selects_cpu(
LOW	tests/test_utils.py	30	def test__infer_devices__auto__single_cuda_gpu_available__selects_it(
LOW	tests/test_utils.py	41	def test__infer_devices__auto__multiple_cuda_gpus_available__selects_all(
LOW	tests/test_utils.py	57	def test__infer_devices__auto__cuda_and_mps_available_but_excluded__selects_cpu(
LOW	tests/test_utils.py	68	def test__infer_devices__auto__mps_available_but_torch_too_old__selects_cpu(
LOW	tests/test_utils.py	77	def test__infer_devices__device_specified__selects_it(
LOW	tests/test_utils.py	88	def test__infer_devices__multiple_devices_specified___selects_them(
LOW	tests/test_utils.py	101	def test__infer_devices__device_specified_twice__raises() -> None:
LOW	tests/test_utils.py	109	def test__infer_devices__mps_specified_but_torch_too_old__raises(
LOW	tests/test_utils.py	199	def test_balance_probas_by_class_counts():
LOW	tests/test_utils.py	215	def test__translate_probs_across_borders__matches_unchunked(batch: int) -> None:
LOW	tests/test_utils.py	232	def test__translate_probs_across_borders__forces_chunking(
LOW	tests/test_estimators.py	30	def test__to__before_fit__does_not_crash(
LOW	tests/test_estimators.py	46	def test__to__between_fit_and_predict__does_not_crash(
LOW	tests/test_estimators.py	62	def test__to__between_fits__outputs_equal(
LOW	tests/test_estimators.py	112	def test__to__after_fit__no_tensors_left_on_old_device(
LOW	tests/test_estimators.py	135	def test__to__after_fit_and_predict__no_tensors_left_on_old_device(
LOW	tests/test_notebook_installs.py	96	def test_notebook_resolves_latest_pinned_packages(
LOW	tests/test_save_load_fitted_model.py	29	def _make_classification_data_with_categoricals() -> tuple[np.ndarray, np.ndarray]:
LOW	tests/test_save_load_fitted_model.py	56	def test__save_and_load_twice__predictions_equal_to_before_save(
LOW	tests/test_save_load_fitted_model.py	101	def test_saving_unfitted_model_raises_error(tmp_path: Path) -> None:
LOW	tests/test_save_load_fitted_model.py	108	def test__load_regressor_state_in_classifier__raises_error(tmp_path: Path) -> None:
LOW	tests/test_save_load_fitted_model.py	121	def test__load_classifier_state_in_regressor__raises_error(tmp_path: Path) -> None:
LOW	tests/test_save_load_fitted_model.py	134	def _init_and_save_unique_checkpoint(
LOW	tests/test_save_load_fitted_model.py	149	def test_saving_and_loading_model_with_weights(tmp_path: Path) -> None:
LOW	tests/test_save_load_fitted_model.py	188	def test_saving_and_loading_multiple_models_with_weights(
LOW	tests/test_save_load_fitted_model.py	235	def test_saving_and_loading_with_tuning_config(
LOW	tests/test_inference_config.py	22	def test__save_and_load__loaded_value_equal_to_saved() -> None:
LOW	tests/test_inference_config.py	35	def test__override_with_user_input__dict_of_overrides__sets_values_correctly() -> None:
LOW	tests/test_inference_config.py	58	def test__override_with_user_input__config_override__replaces_entire_config() -> None:
LOW	tests/test_inference_config.py	126	def test__classifier_get_inference_config__before_fit__returns_config() -> None:
LOW	tests/test_inference_config.py	135	def test__classifier_get_inference_config__returns_deepcopy() -> None:
LOW	tests/test_inference_config.py	144	def test__classifier_get_inference_config__with_override__applies_override() -> None:
LOW	tests/test_inference_config.py	156	def test__regressor_get_inference_config__before_fit__returns_config() -> None:
LOW	tests/test_inference_config.py	165	def test__regressor_get_inference_config__returns_deepcopy() -> None:
LOW	tests/test_inference_config.py	174	def test__regressor_get_inference_config__with_override__applies_override() -> None:
LOW	tests/test_parallel_execute.py	14	def test__parallel_execute__single_device__executes_in_current_thread() -> None:
LOW	tests/test_parallel_execute.py	26	def test__parallel_execute__single_device__results_in_same_order_as_functions() -> None:
LOW	tests/test_parallel_execute.py	41	def test__parallel_execute__multiple_devices__executes_in_worker_threads() -> None:
LOW	tests/test_parallel_execute.py	55	def test__parallel_execute__multiple_devices__results_in_same_order_as_functions() -> (
LOW	tests/test_finetuning_regressor.py	50	def create_mock_architecture_forward_regression() -> Callable[..., torch.Tensor]:
LOW	tests/test_finetuning_regressor.py	103	def synthetic_regression_data() -> tuple[np.ndarray, np.ndarray]:
LOW	tests/test_finetuning_regressor.py	135	def variable_synthetic_regression_dataset_collection() -> list[
692 more matches not shown…

Decorative Section Separators98 hits · 336 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_finetuning_logging.py	15	# ---------------------------------------------------------------------------
MEDIUM	tests/test_finetuning_logging.py	17	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	56	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	58	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	108	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	110	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	131	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	133	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	591	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	593	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	26	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	28	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	235	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	237	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	358	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	360	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	405	# ---------------------------------------------------------------------------
MEDIUM	tests/test_browser_auth.py	407	# ---------------------------------------------------------------------------
MEDIUM	tests/test_finetuning_classifier.py	322	# =============================================================================
MEDIUM	tests/test_finetuning_classifier.py	324	# =============================================================================
MEDIUM	tests/test_finetuning_classifier.py	397	# =============================================================================
MEDIUM	tests/test_finetuning_classifier.py	399	# =============================================================================
MEDIUM	tests/test_finetuning_classifier.py	747	# =============================================================================
MEDIUM	tests/test_finetuning_classifier.py	749	# =============================================================================
MEDIUM	tests/test_finetuning_classifier.py	95	# =============================================================================
MEDIUM	tests/test_finetuning_classifier.py	97	# =============================================================================
MEDIUM	…ch_preprocessing/test_gpu_preprocessing_consistency.py	39	# ---------------------------------------------------------------------------
MEDIUM	…ch_preprocessing/test_gpu_preprocessing_consistency.py	41	# ---------------------------------------------------------------------------
MEDIUM	…ch_preprocessing/test_gpu_preprocessing_consistency.py	199	# ---------------------------------------------------------------------------
MEDIUM	…ch_preprocessing/test_gpu_preprocessing_consistency.py	201	# ---------------------------------------------------------------------------
MEDIUM	…ch_preprocessing/test_gpu_preprocessing_consistency.py	226	# ---------------------------------------------------------------------------
MEDIUM	…ch_preprocessing/test_gpu_preprocessing_consistency.py	228	# ---------------------------------------------------------------------------
MEDIUM	tests/test_architectures/test_mlx_backend.py	175	# ---------------------------------------------------------------------------
MEDIUM	tests/test_architectures/test_mlx_backend.py	177	# ---------------------------------------------------------------------------
MEDIUM	tests/test_architectures/test_mlx_backend.py	248	# ---------------------------------------------------------------------------
MEDIUM	tests/test_architectures/test_mlx_backend.py	250	# ---------------------------------------------------------------------------
MEDIUM	tests/test_architectures/test_attention_backends.py	61	# ---------------------------------------------------------------------
MEDIUM	tests/test_architectures/test_attention_backends.py	63	# ---------------------------------------------------------------------
MEDIUM	tests/test_architectures/test_attention_backends.py	128	# ---------------------------------------------------------------------
MEDIUM	tests/test_architectures/test_attention_backends.py	130	# ---------------------------------------------------------------------
MEDIUM	examples/finetune_classifier.py	39	# =============================================================================
MEDIUM	examples/finetune_classifier.py	45	# =============================================================================
MEDIUM	examples/sagemaker.py	45	# ---------------------------------------------------------------------------
MEDIUM	examples/sagemaker.py	47	# ---------------------------------------------------------------------------
MEDIUM	examples/sagemaker.py	57	# ---------------------------------------------------------------------------
MEDIUM	examples/sagemaker.py	59	# ---------------------------------------------------------------------------
MEDIUM	examples/sagemaker.py	74	# ---------------------------------------------------------------------------
MEDIUM	examples/sagemaker.py	76	# ---------------------------------------------------------------------------
MEDIUM	examples/sagemaker.py	353	# ---------------------------------------------------------------------------
MEDIUM	examples/sagemaker.py	355	# ---------------------------------------------------------------------------
MEDIUM	examples/finetune_regressor.py	36	# =============================================================================
MEDIUM	examples/finetune_regressor.py	42	# =============================================================================
MEDIUM	.github/workflows/ci.yml	138	# -------------------------------------------------------------------
MEDIUM	.github/workflows/ci.yml	140	# -------------------------------------------------------------------
MEDIUM	.github/workflows/ci.yml	184	# -------------------------------------------------------------------
MEDIUM	.github/workflows/ci.yml	186	# -------------------------------------------------------------------
MEDIUM	.github/workflows/ci.yml	253	# -------------------------------------------------------------------
MEDIUM	.github/workflows/ci.yml	257	# -------------------------------------------------------------------
MEDIUM	src/tabpfn/browser_auth.py	142	# ---------------------------------------------------------------------------
MEDIUM	src/tabpfn/browser_auth.py	144	# ---------------------------------------------------------------------------
38 more matches not shown…

Unused Imports337 hits · 310 pts

Severity	File	Line
LOW	tests/test_debug_versions.py	3
LOW	tests/test_inference.py	5
LOW	tests/test_consistency.py	16
LOW	tests/test_utils.py	3
LOW	tests/test_estimators.py	5
LOW	tests/conftest.py	10
LOW	tests/test_notebook_installs.py	16
LOW	tests/quick_test.py	9
LOW	tests/test_save_load_fitted_model.py	5
LOW	tests/test_inference_config.py	5
LOW	tests/test_parallel_execute.py	5
LOW	tests/test_finetuning_regressor.py	13
LOW	tests/test_model_move_backwards_compatibility.py	3
LOW	tests/test_finetuning_logging.py	5
LOW	tests/test_ft_utils.py	3
LOW	tests/test_thinking_tokens.py	3
LOW	tests/utils.py	3
LOW	tests/test_config.py	3
LOW	tests/test_model_loading.py	3
LOW	tests/test_browser_auth.py	5
LOW	tests/test_regressor_interface.py	3
LOW	tests/test_telemetry_disabled.py	5
LOW	tests/test_download_fallbacks.py	3
LOW	tests/test_inference_tuning.py	3
LOW	tests/test_transformer.py	3
LOW	tests/test_finetuning_classifier.py	12
LOW	tests/test_checkpoint.py	3
LOW	tests/test_settings.py	3
LOW	tests/test_classifier_interface.py	3
LOW	…st_preprocessing/test_adaptive_quantile_transformer.py	3
LOW	…preprocessing/test_encode_categorical_features_step.py	5
LOW	…ocessing/test_nan_handling_polynomial_features_step.py	5
LOW	tests/test_preprocessing/test_modality_detection.py	5
LOW	tests/test_preprocessing/test_power_transformer.py	3
LOW	tests/test_preprocessing/test_data_cleaning.py	5
LOW	…reprocessing/test_reshape_feature_distribution_step.py	5
LOW	tests/test_preprocessing/test_add_svd_features_step.py	5
LOW	tests/test_preprocessing/test_kdi_transformer.py	3
LOW	tests/test_preprocessing/test_preprocessing_steps.py	3
LOW	tests/test_preprocessing/test_label_encoder.py	5
LOW	…st_preprocessing/test_add_fingerprint_features_step.py	5
LOW	…s/test_preprocessing/test_differentiable_znorm_step.py	3
LOW	tests/test_preprocessing/test_datamodel.py	5
LOW	tests/test_preprocessing/test_ensemble.py	3
LOW	…st_preprocessing/test_remove_constant_features_step.py	5
LOW	tests/test_preprocessing/test_pipeline_consistency.py	16
LOW	tests/test_encoders/test_encoders.py	5
LOW	tests/test_encoders/test_projections.py	5
LOW	tests/test_encoders/test_ops.py	5
LOW	tests/test_model/test_seperate_train_inference.py	3
LOW	tests/test_model/test_bar_distribution.py	3
LOW	tests/test_model/test_attention.py	3
LOW	…torch_preprocessing/test_torch_quantile_transformer.py	5
LOW	…orch_preprocessing/test_torch_shuffle_features_step.py	5
LOW	…ts/test_torch_preprocessing/test_pipeline_interface.py	5
LOW	…t_torch_preprocessing/test_torch_soft_clip_outliers.py	5
LOW	…est_torch_preprocessing/test_torch_squashing_scaler.py	5
LOW	…ch_preprocessing/test_gpu_preprocessing_consistency.py	11
LOW	tests/test_torch_preprocessing/test_torch_svd.py	5
LOW	…test_torch_preprocessing/test_torch_standard_scaler.py	5
277 more matches not shown…

Cross-File Repetition18 hits · 90 pts

Severity	File	Snippet
HIGH	tests/test_preprocessing/test_add_svd_features_step.py	test that the step returns added columns when used in a pipeline.
HIGH	tests/test_preprocessing/test_add_svd_features_step.py	test that the step returns added columns when used in a pipeline.
HIGH	…st_preprocessing/test_add_fingerprint_features_step.py	test that the step returns added columns when used in a pipeline.
HIGH	…torch_preprocessing/test_torch_quantile_transformer.py	test with 3d tensor (t, b, h) shape commonly used in tabpfn.
HIGH	…t_torch_preprocessing/test_torch_soft_clip_outliers.py	test with 3d tensor (t, b, h) shape commonly used in tabpfn.
HIGH	…test_torch_preprocessing/test_torch_standard_scaler.py	test with 3d tensor (t, b, h) shape commonly used in tabpfn.
HIGH	tests/test_architectures/test_tabpfn_v2_6.py	construct v2.5 and base such that they have the same outputs.
HIGH	tests/test_architectures/test_tabpfn_v3.py	construct v2.5 and base such that they have the same outputs.
HIGH	tests/test_architectures/test_tabpfn_v2_5.py	construct v2.5 and base such that they have the same outputs.
HIGH	src/tabpfn/architectures/tabpfn_v2_6.py	if > 1, the features will be grouped into groups of this size and the attention is across groups.
HIGH	src/tabpfn/architectures/tabpfn_v2_5.py	if > 1, the features will be grouped into groups of this size and the attention is across groups.
HIGH	src/tabpfn/architectures/base/config.py	if > 1, the features will be grouped into groups of this size and the attention is across groups.
HIGH	src/tabpfn/architectures/tabpfn_v2_6.py	perform a forward pass. see modelinterface.forward() for the full docstring.
HIGH	src/tabpfn/architectures/tabpfn_v2_5.py	perform a forward pass. see modelinterface.forward() for the full docstring.
HIGH	src/tabpfn/architectures/base/transformer.py	perform a forward pass. see modelinterface.forward() for the full docstring.
HIGH	src/tabpfn/finetuning/finetuned_regressor.py	fine-tune the tabpfn model on the provided training data. args: x: the training input samples of shape (n_samples, n_fea
HIGH	src/tabpfn/finetuning/finetuned_base.py	fine-tune the tabpfn model on the provided training data. args: x: the training input samples of shape (n_samples, n_fea
HIGH	src/tabpfn/finetuning/finetuned_classifier.py	fine-tune the tabpfn model on the provided training data. args: x: the training input samples of shape (n_samples, n_fea

Self-Referential Comments28 hits · 87 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_model_loading.py	512	# Create a fake checkpoint to simulate a successful download
MEDIUM	tests/test_regressor_interface.py	457	# Create a simple preprocessing pipeline
MEDIUM	tests/test_regressor_interface.py	682	# Create a CPU model
MEDIUM	tests/test_regressor_interface.py	723	# Create a CPU model
MEDIUM	tests/test_regressor_interface.py	771	# Create a TabPFNRegressor with fixed random state for reproducibility
MEDIUM	tests/test_regressor_interface.py	788	# Create a new dataset with added constant features
MEDIUM	tests/test_finetuning_classifier.py	1026	# Initialize two classifiers with the necessary modes
MEDIUM	tests/test_finetuning_classifier.py	1194	# Create a larger dataset where columns have distinct mean values
MEDIUM	tests/test_classifier_interface.py	932	# Create a TabPFNClassifier with fixed random state for reproducibility
MEDIUM	tests/test_classifier_interface.py	940	# Create a new dataset with added constant features
MEDIUM	tests/test_classifier_interface.py	505	# Create a subset of X to match the length of y_imbalanced
MEDIUM	tests/test_classifier_interface.py	697	# Create an IMBALANCED dataset
MEDIUM	tests/test_classifier_interface.py	739	# Create a simple preprocessing pipeline
MEDIUM	tests/test_classifier_interface.py	976	# Create a DataFrame with text and NA values
MEDIUM	tests/test_preprocessing/test_add_svd_features_step.py	239	# Create an invalid enum value by bypassing the enum
MEDIUM	examples/tabpfn_with_tuning.py	38	# Initialize a classifier with tuning and fit
MEDIUM	examples/tabpfn_with_tuning.py	46	# Initialize a classifier with tuning and fit
MEDIUM	examples/tabpfn_for_binary_classification.py	20	# Initialize a classifier
MEDIUM	examples/tabpfn_for_multiclass_classification.py	23	# Initialize a classifier
MEDIUM	src/tabpfn/model_loading.py	784	# Create a validated copy of logged params; avoid passing in arbitrary params
MEDIUM	src/tabpfn/regressor.py	1053	# Create a dictionary of outputs with proper typing via TypedDict
MEDIUM	src/tabpfn/misc/_sklearn_compat.py	31	# The following code does not depend on the sklearn version
MEDIUM	src/tabpfn/architectures/tabpfn_v2_6.py	986	# The following class imputation is performed for backwards compatibility.
MEDIUM	src/tabpfn/architectures/tabpfn_v2_5.py	1094	# The following class imputation is performed for backwards compatibility.
MEDIUM	src/tabpfn/architectures/encoders/steps/_ops.py	282	# Create a mask to zero out the padding positions.
MEDIUM	…tabpfn/preprocessing/torch/torch_soft_clip_outliers.py	61	# Create a clean copy with outliers masked as NaN
MEDIUM	…reprocessing/steps/encode_categorical_features_step.py	153	# Create a column transformer
MEDIUM	…reprocessing/steps/encode_categorical_features_step.py	202	# Create a column transformer

Docstring Block Structure9 hits · 45 pts

Severity	File	Line	Snippet
HIGH	examples/sagemaker.py	87	Serialize TabPFN input data and parameters into a JSON request body. This utility converts NumPy arrays and configu
HIGH	examples/sagemaker.py	173	Invoke the TabPFN SageMaker endpoint with tabular data. This helper prepares the payload for a TabPFN 2.5 model, se
HIGH	src/tabpfn/utils.py	237	Infer whether fp16 inference should be enabled. Args: devices: The devices to validate against. ena
HIGH	src/tabpfn/architectures/tabpfn_v2_6.py	828	Parse the config dict into a TabPFNV2Config, return unused keys. Args: config: Config dict to parse. This f
HIGH	src/tabpfn/architectures/interface.py	117	Parses the given config dict into ArchitectureConfig or a subclass. This config will then be passed to get_arch
HIGH	src/tabpfn/architectures/tabpfn_v2_5.py	837	Parse the config dict into a TabPFNV2Config, return unused keys. Args: config: Config dict to parse. This f
HIGH	src/tabpfn/architectures/base/__init__.py	35	Parse the config dict into a ModelConfig, a subclass of ArchitectureConfig. This method implements the interface de
HIGH	src/tabpfn/finetuning/data_util.py	340	Retrieves, splits, and preprocesses the dataset config at the index. Performs train/test splitting and applies
HIGH	src/tabpfn/finetuning/train_util.py	240	Create and initialize AdamW optimizer, optionally loading from checkpoint. Args: model_parameters: Iterator

Deep Nesting26 hits · 24 pts

Severity	File	Line
LOW	…reprocessing/test_reshape_feature_distribution_step.py	331
LOW	tests/test_preprocessing/test_ensemble.py	777
LOW	tests/test_encoders/test_encoders.py	166
LOW	src/tabpfn/classifier.py	505
LOW	src/tabpfn/classifier.py	1407
LOW	src/tabpfn/model_loading.py	199
LOW	src/tabpfn/model_loading.py	226
LOW	src/tabpfn/model_loading.py	319
LOW	src/tabpfn/model_loading.py	608
LOW	src/tabpfn/utils.py	280
LOW	src/tabpfn/regressor.py	493
LOW	src/tabpfn/regressor.py	1085
LOW	src/tabpfn/misc/debug_versions.py	188
LOW	src/tabpfn/misc/debug_versions.py	269
LOW	src/tabpfn/misc/debug_versions.py	347
LOW	src/tabpfn/architectures/interface.py	43
LOW	src/tabpfn/architectures/tabpfn_v3.py	1643
LOW	src/tabpfn/architectures/tabpfn_v3.py	2017
LOW	src/tabpfn/architectures/base/transformer.py	755
LOW	src/tabpfn/architectures/base/transformer.py	602
LOW	src/tabpfn/finetuning/finetuned_base.py	543
LOW	src/tabpfn/preprocessing/clean.py	68
LOW	…eprocessing/steps/reshape_feature_distribution_step.py	107
LOW	…eprocessing/steps/reshape_feature_distribution_step.py	185
LOW	…reprocessing/steps/encode_categorical_features_step.py	56
LOW	…n/preprocessing/steps/add_fingerprint_features_step.py	68

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet
HIGH	src/tabpfn/browser_auth.py	629	' 4. Set the environment variable: export TABPFN_TOKEN="<your-api-key>"\n'
HIGH	src/tabpfn/browser_auth.py	631	' import os; os.environ["TABPFN_TOKEN"] = "<your-api-key>"'
HIGH	src/tabpfn/errors.py	49	' export TABPFN_TOKEN="<your-api-key>"\n'
HIGH	src/tabpfn/errors.py	51	' import os; os.environ["TABPFN_TOKEN"] = "<your-api-key>"'

Excessive Try-Catch Wrapping15 hits · 16 pts

Severity	File	Line	Snippet
LOW	tests/test_preprocessing/test_pipeline_consistency.py	434	except Exception as e:
MEDIUM	examples/sagemaker.py	348	print(f"Error parsing JSON response: {e}")
LOW	src/tabpfn/classifier.py	752	except Exception as e: # noqa: BLE001
LOW	src/tabpfn/browser_auth.py	137	except Exception:
LOW	src/tabpfn/browser_auth.py	207	except Exception:
LOW	src/tabpfn/browser_auth.py	166	except Exception as exc:
LOW	src/tabpfn/browser_auth.py	331	except Exception: # noqa: BLE001
LOW	src/tabpfn/browser_auth.py	507	except Exception:
LOW	src/tabpfn/model_loading.py	302	except Exception as e: # noqa: BLE001
LOW	src/tabpfn/model_loading.py	362	except Exception: # noqa: BLE001
LOW	src/tabpfn/model_loading.py	367	except Exception as e: # noqa: BLE001
LOW	src/tabpfn/model_loading.py	514	except Exception as e: # noqa: BLE001
LOW	src/tabpfn/model_loading.py	525	except Exception as e: # noqa: BLE001
LOW	src/tabpfn/model_loading.py	553	except Exception as e: # noqa: BLE001
LOW	src/tabpfn/preprocessing/steps/kdi_transformer.py	156	except Exception: # noqa: BLE001

AI Slop Vocabulary8 hits · 16 pts

Severity	File	Line	Snippet
MEDIUM	pyproject.toml	152	# "DTZ", # One day I should know how to utilize timezones and dates...
MEDIUM	tests/test_finetuning_classifier.py	1002	n_total = 50 # Increased slightly for more robust testing
MEDIUM	…t_torch_preprocessing/test_torch_soft_clip_outliers.py	58	"""Test that two-pass approach produces more robust bounds."""
MEDIUM	src/tabpfn/inference_tuning.py	262	"""Selects the robust optimal threshold for the given metric.
LOW	src/tabpfn/parallel_execute.py	85	# If we only have one device then just use the current thread to avoid overhead.
MEDIUM	src/tabpfn/preprocessing/configs.py	71	"robust", # a standard sklearn robust scaler
MEDIUM	src/tabpfn/preprocessing/steps/preprocessing_helpers.py	116	# TODO: Could utilize the categorical dtype values directly instead of "auto"
MEDIUM	…fn/preprocessing/steps/squashing_scaler_transformer.py	88	r"""Perform robust centering and scaling followed by soft clipping.

Redundant / Tautological Comments5 hits · 8 pts

Severity	File	Line	Snippet
LOW	src/tabpfn/model_loading.py	309	# Check if this is an authentication/gating error
LOW	src/tabpfn/model_loading.py	798	# Check if the annotation is a string and the fit_mode is in it.
LOW	src/tabpfn/utils.py	212	# Check if the function is available in torch
LOW	…/tabpfn/architectures/base/attention/full_attention.py	607	# Check if we should use PyTorch 2.0's GQA support
LOW	src/tabpfn/preprocessing/steps/preprocessing_helpers.py	56	# Check if there is a single transformer, of subtype OneToOneFeatureMixin

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet
LOW	examples/finetune_classifier.py	41	# For details and more options see FinetunedTabPFNClassifier
LOW	examples/sagemaker.py	61	#
LOW	src/tabpfn/misc/_sklearn_compat.py	1001
LOW	…coders/steps/remove_duplicate_features_encoder_step.py	61	return state

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet
LOW	tests/test_parallel_execute.py	15	def test_function(device: torch.device) -> int: # noqa: ARG001
LOW	tests/test_parallel_execute.py	42	def test_function(device: torch.device) -> int: # noqa: ARG001

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet
LOW	tests/test_finetuning_classifier.py	1235	# Step 3: Validate that columns are in the same order across all batches.

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