h2oai/h2o-llmstudio

16.0

Adjusted Score

16.0

Raw Score

100%

Time Factor

2026-08-18

Last Push

5.2K

Stars

Python

Language

32.6K

Lines of Code

192

Files

406

Pattern Hits

2026-08-29

Scan Date

0.10

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 18MEDIUM 5LOW 382

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 406 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers239 hits · 258 pts

Severity	File	Line	Snippet	Context
LOW	tests/ui/test.py	40	def upload_dataset_using_filesystem(llm_studio: LLMStudioPage, filepath: str):	CODE
LOW	tests/ui/test.py	111	def assert_experiment_deletion(llm_studio: LLMStudioPage, experiment_name: str):	CODE
LOW	tests/ui/llm_studio_page.py	65	def import_dataset_from_filesystem(self, filepath: str):	CODE
LOW	tests/ui/llm_studio_page.py	95	def import_dataset_from_azure(	CODE
LOW	tests/ui/llm_studio_page.py	104	def import_dataset_from_kaggle(	CODE
LOW	tests/ui/llm_studio_page.py	258	def assert_experiment_deletion(self, experiment_name: str):	CODE
LOW	tests/integration/test_integration.py	69	def test_oasst_classification_training_gpu(tmp_path, settings):	CODE
LOW	tests/integration/test_integration.py	85	def test_oasst_regression_training_gpu(tmp_path, settings):	CODE
LOW	tests/integration/test_integration.py	101	def test_oasst_regression_training_cpu(tmp_path, settings):	CODE
LOW	tests/integration/test_integration.py	118	def test_oasst_classification_training_cpu(tmp_path, settings):	CODE
LOW	tests/python_configs/test_cfg_checks.py	28	def test_check_config_for_errors(mock_config):	CODE
LOW⚡	tests/python_configs/test_cfg_checks.py	46	def test_check_for_common_errors_no_gpu(mock_config):	CODE
LOW⚡	tests/python_configs/test_cfg_checks.py	54	def test_check_for_common_errors_too_many_gpus(mock_config):	CODE
LOW⚡	tests/python_configs/test_cfg_checks.py	63	def test_check_for_common_errors_disk_space(mock_statvfs, mock_config):	CODE
LOW⚡	tests/python_configs/test_cfg_checks.py	73	def test_check_for_common_errors_quantization_without_pretrained(mock_config):	CODE
LOW	tests/python_configs/test_base.py	37	def test_classification_config_is_in_non_generating_problem_types():	CODE
LOW	tests/python_configs/test_base.py	42	def test_regression_config_is_in_non_generating_problem_types():	CODE
LOW	tests/app_utils/test_setting_utils.py	49	def test_secrets_get_has_keyring():	CODE
LOW	tests/app_utils/test_setting_utils.py	53	def test_load_default_user_settings(mocker):	CODE
LOW	tests/app_utils/sections/test_histogram_card.py	8	def test_quantiles_are_computed_correctly() -> None:	CODE
LOW	tests/app_utils/sections/test_experiment_rename.py	53	def test_rename_persists_rewritten_chart_paths(tmp_path) -> None:	CODE
LOW	tests/app_utils/sections/test_experiment_rename.py	83	def test_rename_without_charts_does_not_raise(tmp_path) -> None:	CODE
LOW	tests/app_utils/sections/test_experiment_rename.py	104	def test_rename_to_same_name_is_a_noop(tmp_path) -> None:	CODE
LOW	tests/app_utils/sections/test_experiment_rename.py	115	def test_rename_charts_resolve_for_various_names(tmp_path, new_name) -> None:	CODE
LOW	tests/src/test_nesting.py	70	def test_nesting_add_duplicate_keys(self):	CODE
LOW	tests/src/test_nesting.py	77	def test_nesting_multiple_adds(self):	CODE
LOW	tests/src/test_torch_compatibility.py	23	def test_deepspeed_native_ops_use_the_torch_cpp_standard():	CODE
LOW	tests/src/test_torch_compatibility.py	30	def test_deepspeed_nfs_check_uses_portable_df_output(monkeypatch, tmp_path):	CODE
LOW	tests/src/test_torch_compatibility.py	51	def test_distributed_initialization_uses_local_rank_device():	CODE
LOW	tests/src/test_torch_compatibility.py	76	def test_torch_compile_forward_and_backward():	CODE
LOW	tests/src/test_torch_compatibility.py	97	def test_pytorch_flash_sdpa_forward_and_backward():	CODE
LOW	tests/src/test_torch_compatibility.py	142	def test_distributed_gloo_group_sync(tmp_path):	CODE
LOW	tests/src/test_torch_compatibility.py	153	def test_config_only_offers_available_attention_backends():	CODE
LOW⚡	tests/src/test_tooltips.py	15	def test_read_tooltip_file_mock_file(self):	CODE
LOW⚡	tests/src/test_tooltips.py	21	def test_read_tooltip_file_real_file(self):	CODE
LOW⚡	tests/src/test_tooltips.py	28	def test_read_tooltip_file_nonexistent_file(self):	CODE
LOW⚡	tests/src/test_tooltips.py	37	def test_clean_docusaurus_tags_note(self):	CODE
LOW⚡	tests/src/test_tooltips.py	45	def test_clean_docusaurus_tags_tip(self):	CODE
LOW	tests/src/test_tooltips.py	80	def test_tooltips_no_underscore(self, mock_read):	CODE
LOW	tests/src/test_tooltips.py	89	def test_tooltips_initialization(self):	CODE
LOW	tests/src/test_tooltips.py	127	def test_duplicate_tooltip_name(self, mock_read):	CODE
LOW	tests/src/test_possible_values.py	71	def test_strip_common_prefix_empty_paths():	CODE
LOW	tests/src/test_possible_values.py	91	def test_number_impossible_values():	CODE
LOW	tests/src/test_possible_values.py	111	def test_string_tuple_of_strings():	CODE
LOW	tests/src/test_possible_values.py	120	def test_string_tuple_of_tuples():	CODE
LOW	tests/src/test_possible_values.py	135	def test_string_impossible_values():	CODE
LOW	tests/src/test_possible_values.py	166	def test_compute_current_values_basic(	CODE
LOW	tests/src/test_possible_values.py	174	def test_compute_current_values_with_prefer_function(self):	CODE
LOW	tests/src/test_possible_values.py	186	def test_compute_current_values_with_prefer_function_single_match(self):	CODE
LOW	tests/src/test_possible_values.py	198	def test_compute_current_values_prefer_function_no_match(self):	CODE
LOW	tests/src/test_possible_values.py	212	def test_compute_current_values_all_filtered_out(self):	CODE
LOW	tests/src/test_possible_values.py	230	def test_compute_current_values_duplicates(self, current_values, possible_values):	CODE
LOW	tests/src/test_possible_values.py	234	def test_compute_current_values_type_check(self):	CODE
LOW	tests/src/test_loggers.py	22	def test_main_logger_initialization(mock_cfg, temp_dir):	CODE
LOW	tests/src/test_order.py	6	def test_order_initialization():	CODE
LOW	…/metrics/test_text_causal_language_modeling_metrics.py	15	def test_sacrebleu_score_perfect_match(mock_val_df):	CODE
LOW	…/metrics/test_text_causal_language_modeling_metrics.py	27	def test_sacrebleu_score_partial_match(mock_val_df):	CODE
LOW	…/metrics/test_text_causal_language_modeling_metrics.py	39	def test_sacrebleu_score_no_match(mock_val_df):	CODE
LOW	…/metrics/test_text_causal_language_modeling_metrics.py	51	def test_sacrebleu_score_all_empty_target(mock_val_df):	CODE
LOW	…/metrics/test_text_causal_language_modeling_metrics.py	63	def test_sacrebleu_score_one_empty_target(mock_val_df):	CODE
179 more matches not shown…

Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	…src/metrics/text_causal_regression_modeling_metrics.py	metrics factory. returns: - metric value - should it be maximized or minimized - reduce function maximized or minimized	STRING
HIGH	…metrics/text_causal_classification_modeling_metrics.py	metrics factory. returns: - metric value - should it be maximized or minimized - reduce function maximized or minimized	STRING
HIGH	…o/src/metrics/text_causal_language_modeling_metrics.py	metrics factory. returns: - metric value - should it be maximized or minimized - reduce function maximized or minimized	STRING
HIGH	…src/metrics/text_causal_regression_modeling_metrics.py	access to metrics. args: name: metrics name returns: a class to build the metrics	STRING
HIGH	…metrics/text_causal_classification_modeling_metrics.py	access to metrics. args: name: metrics name returns: a class to build the metrics	STRING
HIGH	…o/src/metrics/text_causal_language_modeling_metrics.py	access to metrics. args: name: metrics name returns: a class to build the metrics	STRING
HIGH	…dio/src/losses/text_causal_language_modeling_losses.py	access to losses. args: name: losses name returns: a class to build the losses	STRING
HIGH	llm_studio/src/losses/text_dpo_modeling_losses.py	access to losses. args: name: losses name returns: a class to build the losses	STRING
HIGH	…o/src/losses/text_causal_regression_modeling_losses.py	access to losses. args: name: losses name returns: a class to build the losses	STRING
HIGH	…c/losses/text_causal_classification_modeling_losses.py	access to losses. args: name: losses name returns: a class to build the losses	STRING

Excessive Try-Catch Wrapping41 hits · 48 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration/test_integration.py	33	except Exception:	CODE
LOW	llm_studio/train_wave.py	103	except Exception as exception:	CODE
LOW	llm_studio/publish_to_hugging_face.py	86	except Exception:	CODE
LOW	llm_studio/train.py	779	except Exception:	CODE
LOW⚡	llm_studio/prompt.py	151	except Exception as e:	CODE
MEDIUM⚡	llm_studio/prompt.py	152	print(f"Error: {e}")	CODE
MEDIUM⚡	llm_studio/prompt.py	153	print("Something went wrong, please try again.")	CODE
LOW	llm_studio/app_utils/config.py	30	except Exception:	CODE
MEDIUM	llm_studio/app_utils/config.py	17	def get_size(x):	CODE
LOW	llm_studio/app_utils/setting_utils.py	100	except Exception as e:	CODE
LOW	llm_studio/app_utils/setting_utils.py	199	except Exception as e:	CODE
LOW	llm_studio/app_utils/setting_utils.py	239	except Exception:	CODE
LOW	llm_studio/app_utils/setting_utils.py	278	except Exception:	CODE
LOW	llm_studio/app_utils/setting_utils.py	335	except Exception as e:	CODE
LOW	llm_studio/app_utils/handlers.py	420	except Exception as unknown_exception:	CODE
LOW	llm_studio/app_utils/initializers.py	54	except Exception as e:	CODE
LOW	llm_studio/app_utils/utils.py	268	except Exception as e:	CODE
LOW	llm_studio/app_utils/utils.py	448	except Exception as e:	CODE
LOW	llm_studio/app_utils/utils.py	598	except Exception:	CODE
LOW	llm_studio/app_utils/utils.py	698	except Exception as e:	CODE
LOW	llm_studio/app_utils/utils.py	1534	except Exception:	CODE
LOW	llm_studio/app_utils/utils.py	1631	except Exception:	CODE
LOW	llm_studio/app_utils/utils.py	1730	except Exception:	CODE
LOW	llm_studio/app_utils/utils.py	1792	except Exception as e:	CODE
LOW	llm_studio/app_utils/utils.py	2126	except Exception:	CODE
LOW	llm_studio/app_utils/sections/dataset.py	509	except Exception:	CODE
LOW	llm_studio/app_utils/sections/dataset.py	635	except Exception as exception:	CODE
LOW	llm_studio/app_utils/sections/dataset.py	745	except Exception as exception:	CODE
LOW	llm_studio/app_utils/sections/dataset.py	843	except Exception as exception:	CODE
LOW	llm_studio/app_utils/sections/dataset.py	1288	except Exception as error:	CODE
MEDIUM	llm_studio/app_utils/sections/experiment.py	1009	def load_charts(experiment_path):	CODE
LOW	llm_studio/app_utils/sections/experiment.py	1004	except Exception as e:	CODE
LOW	llm_studio/app_utils/sections/experiment.py	1013	except Exception:	CODE
LOW	llm_studio/app_utils/sections/experiment.py	1948	except Exception:	CODE
LOW	llm_studio/src/loggers.py	138	except Exception as e:	CODE
LOW	…o/src/metrics/text_causal_language_modeling_metrics.py	126	except Exception as e:	CODE
LOW	llm_studio/src/utils/disk_kv.py	199	except Exception as exc:	CODE
LOW	llm_studio/src/utils/data_utils.py	181	except Exception as e:	CODE
LOW	llm_studio/src/utils/utils.py	125	except Exception:	CODE
LOW	llm_studio/src/utils/modeling_utils.py	228	except Exception as e:	CODE
LOW	llm_studio/src/utils/modeling_utils.py	636	except Exception:	CODE

Modern Structural Boilerplate39 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	llm_studio/train.py	77	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…python_configs/text_causal_language_modeling_config.py	25	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/python_configs/base.py	12	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/python_configs/cfg_checks.py	10	logger = logging.getLogger(__name__)	CODE
LOW⚡	llm_studio/app_utils/setting_utils.py	18	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app_utils/handlers.py	55	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app_utils/initializers.py	29	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app_utils/utils.py	53	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app_utils/sections/chat_update.py	22	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app_utils/sections/dataset.py	62	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app_utils/sections/experiment.py	83	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app_utils/sections/chat.py	22	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app_utils/sections/common.py	9	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/app_utils/sections/project.py	15	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/loggers.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…src/metrics/text_causal_regression_modeling_metrics.py	8	logger = logging.getLogger(__name__)	CODE
LOW	…o/src/metrics/text_causal_language_modeling_metrics.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…dio/src/losses/text_causal_language_modeling_losses.py	7	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/losses/text_dpo_modeling_losses.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…o/src/losses/text_causal_regression_modeling_losses.py	7	logger = logging.getLogger(__name__)	CODE
LOW	…c/losses/text_causal_classification_modeling_losses.py	7	logger = logging.getLogger(__name__)	CODE
LOW	…m_studio/src/datasets/text_causal_classification_ds.py	13	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/datasets/text_causal_regression_ds.py	12	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/datasets/text_utils.py	12	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/datasets/conversation_chain_handler.py	8	logger = logging.getLogger(__name__)	CODE
LOW	…tudio/src/datasets/text_causal_language_modeling_ds.py	14	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/datasets/text_dpo_modeling_ds.py	11	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/utils/disk_kv.py	39	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/utils/data_utils.py	22	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/utils/utils.py	12	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/utils/utils.py	15	def set_seed(seed: int = 1234) -> None:	CODE
LOW	llm_studio/src/utils/modeling_utils.py	42	logger = logging.getLogger(__name__)	CODE
LOW	…rc/models/text_causal_classification_modeling_model.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…src/models/text_sequence_to_sequence_modeling_model.py	15	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/models/text_dpo_modeling_model.py	21	logger = logging.getLogger(__name__)	CODE
LOW	…udio/src/models/text_causal_language_modeling_model.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…io/src/models/text_causal_regression_modeling_model.py	14	logger = logging.getLogger(__name__)	CODE
LOW	llm_studio/src/augmentations/nlp_aug.py	8	logger = logging.getLogger(__name__)	CODE

Deep Nesting39 hits · 34 pts

Severity	File	Line	Context
LOW	tests/python_configs/test_base.py	19	CODE
LOW	llm_studio/train.py	163	CODE
LOW	…_configs/text_causal_classification_modeling_config.py	207	CODE
LOW	llm_studio/python_configs/base.py	58	CODE
LOW	llm_studio/app_utils/cards.py	29	CODE
LOW	llm_studio/app_utils/handlers.py	58	CODE
LOW	llm_studio/app_utils/utils.py	865	CODE
LOW	llm_studio/app_utils/utils.py	1059	CODE
LOW	llm_studio/app_utils/utils.py	1153	CODE
LOW	llm_studio/app_utils/utils.py	1238	CODE
LOW	llm_studio/app_utils/utils.py	1438	CODE
LOW	llm_studio/app_utils/utils.py	1495	CODE
LOW	llm_studio/app_utils/utils.py	1539	CODE
LOW	llm_studio/app_utils/utils.py	1605	CODE
LOW	llm_studio/app_utils/utils.py	1934	CODE
LOW	llm_studio/app_utils/utils.py	1972	CODE
LOW	llm_studio/app_utils/sections/chat_update.py	105	CODE
LOW	llm_studio/app_utils/sections/chat_update.py	283	CODE
LOW	llm_studio/app_utils/sections/dataset.py	79	CODE
LOW	llm_studio/app_utils/sections/dataset.py	851	CODE
LOW	llm_studio/app_utils/sections/dataset.py	1185	CODE
LOW	llm_studio/app_utils/sections/experiment.py	541	CODE
LOW	llm_studio/app_utils/sections/experiment.py	916	CODE
LOW	llm_studio/app_utils/sections/experiment.py	1020	CODE
LOW	llm_studio/app_utils/sections/experiment.py	1201	CODE
LOW	llm_studio/app_utils/sections/experiment.py	1449	CODE
LOW	llm_studio/app_utils/sections/experiment.py	1491	CODE
LOW	llm_studio/app_utils/sections/experiment.py	1508	CODE
LOW	llm_studio/src/nesting.py	23	CODE
LOW	…tudio/src/datasets/text_causal_language_modeling_ds.py	139	CODE
LOW	llm_studio/src/utils/data_utils.py	25	CODE
LOW	llm_studio/src/utils/data_utils.py	298	CODE
LOW	llm_studio/src/utils/data_utils.py	638	CODE
LOW	llm_studio/src/utils/modeling_utils.py	63	CODE
LOW	llm_studio/src/utils/modeling_utils.py	597	CODE
LOW	llm_studio/src/utils/modeling_utils.py	809	CODE
LOW	llm_studio/src/utils/modeling_utils.py	1087	CODE
LOW	llm_studio/src/utils/config_utils.py	12	CODE
LOW	llm_studio/src/models/text_dpo_modeling_model.py	111	CODE

Docstring Block Structure5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	llm_studio/src/tooltips.py	9	Reads all lines of a text file and returns its content as a single string. Args: path (str): The path	STRING
HIGH	llm_studio/src/possible_values.py	170	Compute current values based on possible values and preferences. This method does not handle duplicate	STRING
HIGH	…metrics/text_causal_classification_modeling_metrics.py	17	Calculate accuracy score. Only considers the predicted value (results["predictions"]) and target value (results	STRING
HIGH	…metrics/text_causal_classification_modeling_metrics.py	58	Calculate Area Under the ROC Curve (AUC) score. This function computes the AUC score using the predicted logits and	STRING
HIGH	…metrics/text_causal_classification_modeling_metrics.py	101	Calculate the Log Loss (Cross-Entropy Loss) score. This function computes the log loss using the predicted probabil	STRING

Structural Annotation Overuse13 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	documentation/docs/tutorials/tutorial-1a/tutorial-1a.md	23	## Step 1: Import dataset	COMMENT
LOW	documentation/docs/tutorials/tutorial-1a/tutorial-1a.md	35	## Step 2: Configure dataset	COMMENT
LOW	documentation/docs/tutorials/tutorial-1a/tutorial-1a.md	52	## Step 3: Create a new experiment	COMMENT
LOW	documentation/docs/tutorials/tutorial-1a/tutorial-1a.md	69	## Step 4: Evaluate experiment	COMMENT
LOW	documentation/docs/tutorials/tutorial-2a/tutorial-2a.md	23	## Step 1: Import dataset	COMMENT
LOW	documentation/docs/tutorials/tutorial-2a/tutorial-2a.md	35	## Step 2: Configure dataset	COMMENT
LOW	documentation/docs/tutorials/tutorial-2a/tutorial-2a.md	49	## Step 3: Create a new experiment	COMMENT
LOW	documentation/docs/tutorials/tutorial-2a/tutorial-2a.md	65	## Step 4: Evaluate experiment	COMMENT
LOW⚡	documentation/docs/get-started/llm-studio-flow.md	14	## Step 1: Import a dataset	COMMENT
LOW⚡	documentation/docs/get-started/llm-studio-flow.md	22	## Step 2: Create an experiment	COMMENT
LOW⚡	documentation/docs/get-started/llm-studio-flow.md	29	## Step 3: Monitor an experiment	COMMENT
LOW⚡	documentation/docs/get-started/llm-studio-flow.md	35	## Step 4: Compare experiments	COMMENT
LOW⚡	documentation/docs/get-started/llm-studio-flow.md	41	## Step 5: Export a model to Hugging Face Hub	COMMENT

Cross-Language Confusion3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…/src/datasets/test_text_causal_language_modeling_ds.py	152	assert dataset.df.equals(df)	CODE
HIGH	…/src/datasets/test_text_causal_language_modeling_ds.py	448	assert df_processed.equals(df)	CODE
HIGH	llm_studio/app_utils/sections/common.py	96	"for(var n=function(e){return function(){heap.push([e]."	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	llm_studio/app_utils/utils.py	216	s3.meta.client.meta.events.register("choose-signer.s3.*", disable_signing)	CODE

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	tests/ui/llm_studio_page.py	237	# Check if the current name matches the target name	COMMENT
LOW	tests/src/utils/test_utils.py	100	# Check if symlinks were created in the parent directory	COMMENT
LOW	llm_studio/train_wave.py	92	# Check if DDP	COMMENT
LOW	llm_studio/app_utils/hugging_face_utils.py	200	# Check if the 'device' value is valid, raise an exception if not	COMMENT
LOW	llm_studio/app_utils/hugging_face_utils.py	219	# Check if the user is already logged in, and if not, prompt for API key	COMMENT
LOW	llm_studio/app_utils/sections/experiment.py	101	# Check if the function is asynchronous	COMMENT

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	tests/src/models/test_dpo_modeling_model.py	228	CODE
LOW	llm_studio/app_utils/wave_utils.py	52	CODE
LOW	llm_studio/src/utils/data_utils.py	25	CODE
LOW	llm_studio/src/utils/modeling_utils.py	716	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/src/utils/test_modeling_utils.py	20	# Create a dummy model	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	llm_studio/app.py	9	CODE
LOW	llm_studio/app.py	9	CODE
LOW	llm_studio/src/utils/disk_kv.py	30	CODE

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/src/datasets/test_text_dpo_modeling_ds.py	81	# {	COMMENT
LOW	llm_studio/app_utils/utils.py	121		COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings