Repository Analysis

algorithmicsuperintelligence/openevolve

Open-source implementation of AlphaEvolve

24.7 Moderate AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of algorithmicsuperintelligence/openevolve, a Python project with 6,711 GitHub stars. SynthScan v2.0 examined 126,637 lines of code across 455 source files, recording 2285 pattern matches distributed across 21 syntactic categories. The overall adjusted score of 24.7 places this repository in the Moderate AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

24.7
Adjusted Score
24.7
Raw Score
100%
Time Factor
2026-07-14
Last Push
6.7K
Stars
Python
Language
126.6K
Lines of Code
455
Files
2.3K
Pattern Hits
2026-07-14
Scan Date
0.38
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 171MEDIUM 194LOW 1919

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 2285 distinct pattern matches across 21 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.

Cross-File Repetition161 hits · 805 pts
SeverityFileLineSnippetContext
HIGHexamples/tsp_tour_minimization/utils/utils.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/function_minimization/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/algotune/task_adapter.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/algotune/fft_cmplx_scipy_fftpack/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/algotune/fft_convolution/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/algotune/affine_transform_2d/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/algotune/eigenvectors_complex/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/algotune/convolve2d_full_fill/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/algotune/lu_factorization/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/algotune/psd_cone_projection/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/algotune/polynomial_real/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/claude_code_quickstart/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/online_judge_programming/evaluator.py0run a function with a timeout using subprocess. args: func: function to run args: arguments to pass to the function kwarSTRING
HIGHexamples/function_minimization/README.md0a simple random search algorithm that often gets stuck in local minima. args: iterations: number of iterations to run boSTRING
HIGHexamples/function_minimization/initial_program.py0a simple random search algorithm that often gets stuck in local minima. args: iterations: number of iterations to run boSTRING
HIGHexamples/claude_code_quickstart/initial_program.py0a simple random search algorithm that often gets stuck in local minima. args: iterations: number of iterations to run boSTRING
HIGHexamples/function_minimization/evaluator.py0evaluate the program by running it multiple times and checking how close it gets to the known global minimum. args: progSTRING
HIGHexamples/arc_benchmark/evaluator.py0evaluate the program by running it multiple times and checking how close it gets to the known global minimum. args: progSTRING
HIGHexamples/claude_code_quickstart/evaluator.py0evaluate the program by running it multiple times and checking how close it gets to the known global minimum. args: progSTRING
HIGHexamples/circle_packing/initial_program.py0visualize the circle packing args: centers: np.array of shape (n, 2) with (x, y) coordinates radii: np.array of shape (nSTRING
HIGHexamples/circle_packing/best_program.py0visualize the circle packing args: centers: np.array of shape (n, 2) with (x, y) coordinates radii: np.array of shape (nSTRING
HIGH…mples/circle_packing_with_artifacts/initial_program.py0visualize the circle packing args: centers: np.array of shape (n, 2) with (x, y) coordinates radii: np.array of shape (nSTRING
HIGHexamples/algotune/task_adapter.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGH…es/algotune/fft_cmplx_scipy_fftpack/initial_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGH…mples/algotune/fft_cmplx_scipy_fftpack/best_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/fft_convolution/initial_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/fft_convolution/best_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGH…amples/algotune/affine_transform_2d/initial_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/affine_transform_2d/best_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGH…mples/algotune/eigenvectors_complex/initial_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/eigenvectors_complex/best_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGH…mples/algotune/convolve2d_full_fill/initial_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/convolve2d_full_fill/best_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/lu_factorization/initial_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/lu_factorization/best_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGH…amples/algotune/psd_cone_projection/initial_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/psd_cone_projection/best_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/polynomial_real/initial_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/polynomial_real/best_program.py0initial implementation of polynomial_real task. this will be evolved by openevolve to improve performance and correctnesSTRING
HIGHexamples/algotune/task_adapter.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGH…es/algotune/fft_cmplx_scipy_fftpack/initial_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGH…mples/algotune/fft_cmplx_scipy_fftpack/best_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGHexamples/algotune/fft_convolution/initial_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGHexamples/algotune/fft_convolution/best_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGH…amples/algotune/affine_transform_2d/initial_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGHexamples/algotune/affine_transform_2d/best_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGH…mples/algotune/eigenvectors_complex/initial_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGHexamples/algotune/eigenvectors_complex/best_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGH…mples/algotune/convolve2d_full_fill/initial_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGHexamples/algotune/lu_factorization/initial_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGH…amples/algotune/psd_cone_projection/initial_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGHexamples/algotune/psd_cone_projection/best_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGHexamples/algotune/polynomial_real/initial_program.py0solve the polynomial_real problem. args: problem: dictionary containing problem data specific to polynomial_real returnsSTRING
HIGHexamples/algotune/task_adapter.py0check if the provided solution is valid. args: problem: the original problem solution: the proposed solution returns: trSTRING
HIGH…es/algotune/fft_cmplx_scipy_fftpack/initial_program.py0check if the provided solution is valid. args: problem: the original problem solution: the proposed solution returns: trSTRING
HIGH…mples/algotune/fft_cmplx_scipy_fftpack/best_program.py0check if the provided solution is valid. args: problem: the original problem solution: the proposed solution returns: trSTRING
HIGHexamples/algotune/fft_convolution/initial_program.py0check if the provided solution is valid. args: problem: the original problem solution: the proposed solution returns: trSTRING
HIGHexamples/algotune/fft_convolution/best_program.py0check if the provided solution is valid. args: problem: the original problem solution: the proposed solution returns: trSTRING
HIGH…amples/algotune/affine_transform_2d/initial_program.py0check if the provided solution is valid. args: problem: the original problem solution: the proposed solution returns: trSTRING
HIGHexamples/algotune/affine_transform_2d/best_program.py0check if the provided solution is valid. args: problem: the original problem solution: the proposed solution returns: trSTRING
101 more matches not shown…
Hyper-Verbose Identifiers522 hits · 520 pts
SeverityFileLineSnippetContext
LOWtests/test_template_dir_resolution.py16 def test_relative_template_dir_resolved_to_config_location(self):CODE
LOWtests/test_template_dir_resolution.py39 def test_absolute_template_dir_unchanged(self):CODE
LOWtests/test_template_dir_resolution.py59 def test_null_template_dir_unchanged(self):CODE
LOWtests/test_template_dir_resolution.py78 def test_nested_relative_template_dir(self):CODE
LOWtests/test_orphan_program_removal.py48 def test_true_orphan_is_removed(self):CODE
LOWtests/test_orphan_program_removal.py65 def test_island_member_is_kept(self):CODE
LOWtests/test_orphan_program_removal.py73 def test_cell_owner_in_other_island_is_kept(self):CODE
LOWtests/test_orphan_program_removal.py81 def test_missing_program_is_noop(self):CODE
LOWtests/test_orphan_program_removal.py86 def test_orphan_removal_clears_stale_island_best(self):CODE
LOWtests/test_orphan_program_removal.py126 def test_displaced_program_removed_on_replacement(self):CODE
LOWtests/test_orphan_program_removal.py138 def test_no_zombie_accumulation_over_many_replacements(self):CODE
LOWtests/test_orphan_program_removal.py151 def test_displaced_program_removed_from_archive(self):CODE
LOWtests/test_orphan_program_removal.py160 def test_worse_program_does_not_displace_owner(self):CODE
LOWtests/test_cli_model_override.py14 def test_rebuild_models_with_both_models(self):CODE
LOWtests/test_cli_model_override.py38 def test_rebuild_models_primary_only(self):CODE
LOWtests/test_cli_model_override.py49 def test_rebuild_models_with_weights(self):CODE
LOWtests/test_cli_model_override.py63 def test_rebuild_models_zero_weight_secondary(self):CODE
LOWtests/test_cli_model_override.py76 def test_rebuild_preserves_shared_config(self):CODE
LOWtests/test_cli_model_override.py89 def test_rebuild_models_with_config_file_override(self):CODE
LOWtests/test_cli_model_override.py121 def test_evaluator_models_updated_after_rebuild(self):STRING
LOWtests/test_utils.py172def get_evolution_test_program():CODE
LOWtests/test_utils.py181def get_evolution_test_evaluator():STRING
LOWtests/test_iteration_counting.py47 def test_fresh_start_iteration_counting(self):CODE
LOWtests/test_iteration_counting.py81 def test_resume_iteration_counting(self):CODE
LOWtests/test_iteration_counting.py114 def test_checkpoint_boundary_conditions(self):CODE
LOWtests/test_database.py84 def test_island_operations_basic(self):CODE
LOWtests/test_database.py127 def test_feature_coordinates_calculation(self):CODE
LOWtests/test_database.py147 def test_feature_map_operations(self):CODE
LOWtests/test_database.py207 def test_get_top_programs_with_metrics(self):CODE
LOWtests/test_database.py253 def test_best_program_tracking(self):CODE
LOWtests/test_database.py275 def test_population_limit_enforcement(self):CODE
LOWtests/test_database.py297 def test_calculate_complexity_bin_adaptive(self):CODE
LOWtests/test_database.py331 def test_calculate_complexity_bin_cold_start(self):CODE
LOWtests/test_database.py347 def test_calculate_diversity_bin_adaptive(self):CODE
LOWtests/test_database.py383 def test_calculate_diversity_bin_cold_start(self):CODE
LOWtests/test_database.py399 def test_calculate_diversity_bin_identical_programs(self):CODE
LOWtests/test_database.py414 def test_fast_code_diversity_function(self):CODE
LOWtests/test_database.py434 def test_diversity_feature_integration(self):CODE
LOWtests/test_database.py463 def test_migration_prevents_re_migration(self):CODE
LOWtests/test_database.py514 def test_empty_island_initialization_creates_copies(self):CODE
LOWtests/test_database.py554 def test_no_program_assigned_to_multiple_islands(self):CODE
LOWtests/test_database.py597 def test_migration_validation_passes(self):CODE
LOWtests/test_process_parallel_fix.py39 def test_submit_iteration_uses_sample_from_island(self):CODE
LOWtests/test_process_parallel_fix.py92 def test_concurrent_submissions_no_race_condition(self):CODE
LOWtests/test_process_parallel_fix.py127 def test_database_state_unchanged_after_sampling(self):CODE
LOWtests/test_island_migration.py33 def test_initial_island_setup(self):CODE
LOWtests/test_island_migration.py47 def test_program_island_assignment(self):CODE
LOWtests/test_island_migration.py68 def test_should_migrate_logic(self):CODE
LOWtests/test_island_migration.py81 def test_migration_ring_topology(self):CODE
LOWtests/test_island_migration.py117 def test_migration_rate_respected(self):CODE
LOWtests/test_island_migration.py153 def test_migration_preserves_best_programs(self):CODE
LOWtests/test_island_migration.py183 def test_migration_updates_generations(self):CODE
LOWtests/test_island_migration.py199 def test_migration_with_empty_islands(self):CODE
LOWtests/test_island_migration.py214 def test_migration_creates_proper_copies(self):CODE
LOWtests/test_island_migration.py256 def test_no_migration_with_single_island(self):CODE
LOWtests/test_artifacts_integration.py106 def test_compile_failure_artifact_capture(self):CODE
LOWtests/test_artifacts_integration.py137 def test_end_to_end_artifact_flow(self):CODE
LOWtests/test_artifacts_integration.py181 def test_cascade_evaluation_with_artifacts(self):CODE
LOWtests/test_artifacts_integration.py212 def test_artifacts_disabled_integration(self):CODE
LOWtests/test_artifacts_integration.py235 def test_successful_evaluation_with_artifacts(self):CODE
462 more matches not shown…
Excessive Try-Catch Wrapping441 hits · 490 pts
SeverityFileLineSnippetContext
LOWtests/test_utils.py83 except Exception as e:CODE
LOWtests/test_island_migration.py211 except Exception as e:CODE
LOWtests/test_artifacts_integration.py52 except Exception as e:STRING
LOWtests/test_artifacts_integration.py71 except Exception as e:STRING
MEDIUMtests/test_artifacts_integration.py39def evaluate(program_path):CODE
LOWtests/test_island_tracking.py227 except Exception as e:CODE
LOWtests/test_concurrent_island_access.py86 except Exception as e:CODE
LOWtests/test_concurrent_island_access.py136 except Exception as e:CODE
MEDIUMtests/test_concurrent_island_access.py137 print(f"Error sampling from island {island_id}: {e}")CODE
LOWtests/test_concurrent_island_access.py215 except Exception as e:CODE
LOWtests/integration/test_examples_validation.py199 except Exception as e:CODE
LOWtests/integration/test_examples_validation.py358 except Exception as e:CODE
LOWtests/integration/conftest.py42 except Exception as e:CODE
LOWtests/integration/test_library_api.py156 except Exception as e:CODE
LOWtests/integration/test_library_api.py250 except Exception as e:CODE
LOWexamples/README.md56 except Exception as e:CODE
LOWexamples/attention_optimization/evaluator.py188 except Exception as e:CODE
LOWexamples/attention_optimization/evaluator.py276 except Exception as e:CODE
LOWexamples/attention_optimization/tests/test_results.py27 except Exception as e:CODE
LOWexamples/attention_optimization/tests/test_results.py51 except Exception as e:CODE
LOWexamples/attention_optimization/tests/test_evaluator.py61 except Exception as e:STRING
LOWexamples/attention_optimization/tests/test_evaluator.py90 except Exception as e:STRING
LOWexamples/attention_optimization/tests/test_evaluator.py115 except Exception as e:STRING
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py319 except Exception as e:STRING
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py503 except Exception as e:STRING
LOW…les/attention_optimization/scripts/mlir_syntax_test.py244 except Exception as e:STRING
LOW…les/attention_optimization/scripts/mlir_syntax_test.py295 except Exception as e:STRING
LOWexamples/attention_optimization/scripts/to_real_mlir.sh78 except Exception as e:CODE
LOWexamples/attention_optimization/scripts/to_real_mlir.sh109 except Exception as e:CODE
LOWexamples/attention_optimization/scripts/to_real_mlir.sh201 except Exception as e:CODE
LOWexamples/attention_optimization/scripts/to_real_mlir.sh299 except Exception as e:STRING
LOWexamples/attention_optimization/scripts/to_real_mlir.sh409 except Exception as e:STRING
LOWexamples/attention_optimization/scripts/to_real_mlir.sh428 except Exception as e:STRING
LOW…attention_optimization/scripts/debug_real_execution.py67 except Exception as e:STRING
LOW…attention_optimization/scripts/debug_real_execution.py120 except Exception as e:STRING
LOW…tention_optimization/scripts/mlir_lowering_pipeline.py54 except Exception as e:CODE
LOW…tention_optimization/scripts/mlir_lowering_pipeline.py132 except Exception as e:CODE
LOW…tention_optimization/scripts/mlir_lowering_pipeline.py188 except Exception as e:CODE
LOWexamples/tsp_tour_minimization/evaluator.py233 except Exception as e:CODE
LOWexamples/tsp_tour_minimization/evaluator.py250 except Exception as e:CODE
LOWexamples/tsp_tour_minimization/evaluator.py282 except Exception as e:CODE
LOWexamples/tsp_tour_minimization/utils/tsp_runner.py273 except Exception as exc:CODE
LOWexamples/tsp_tour_minimization/utils/heat_map_runner.py262 except Exception:CODE
LOWexamples/tsp_tour_minimization/utils/heat_map_runner.py271 except Exception:CODE
MEDIUMexamples/function_minimization/evaluator.py69 print(f"Error: program does not have 'run_search' function")CODE
LOWexamples/function_minimization/evaluator.py166 except Exception as e:CODE
LOWexamples/function_minimization/evaluator.py234 except Exception as e:CODE
LOWexamples/function_minimization/evaluator.py449 except Exception as e:CODE
LOWexamples/function_minimization/evaluator.py469 except Exception as e:CODE
LOWexamples/circle_packing/evaluator.py127except Exception as e:CODE
MEDIUMexamples/circle_packing/evaluator.py129 print(f"Error in subprocess: {{str(e)}}")CODE
MEDIUMexamples/circle_packing/evaluator.py133 print(f"Error saved to {temp_file.name}.results")CODE
LOWexamples/circle_packing/evaluator.py268 except Exception as e:STRING
LOWexamples/circle_packing/evaluator.py324 except Exception as e:STRING
LOWexamples/circle_packing/evaluator.py329 except Exception as e:STRING
LOW…ples/mlx_metal_kernel_opt/mlx_lm_generate_with_hook.py150 except Exception:CODE
LOWexamples/mlx_metal_kernel_opt/initial_program.py235 except Exception as e:STRING
LOW…mples/mlx_metal_kernel_opt/test_optimized_attention.py93 except Exception as e:CODE
LOW…mples/mlx_metal_kernel_opt/test_optimized_attention.py119 except Exception as e:CODE
MEDIUM…mples/mlx_metal_kernel_opt/test_optimized_attention.py187 print(f"Error: {result.stderr[:200]}")CODE
381 more matches not shown…
Unused Imports342 hits · 309 pts
SeverityFileLineSnippetContext
LOWtests/test_database_cleanup.py10CODE
LOWtests/test_utils.py7CODE
LOWtests/test_database.py6CODE
LOWtests/test_process_parallel_fix.py5CODE
LOWtests/test_process_parallel_fix.py6CODE
LOWtests/test_process_parallel_fix.py7CODE
LOWtests/test_artifacts_integration.py9CODE
LOWtests/test_artifacts_integration.py11CODE
LOWtests/test_artifacts_integration.py11CODE
LOWtests/test_process_parallel.py12CODE
LOWtests/test_process_parallel.py24CODE
LOWtests/test_process_parallel.py24CODE
LOWtests/test_process_parallel.py24CODE
LOWtests/test_process_parallel.py24CODE
LOWtests/test_novelty_asyncio_issue.py12CODE
LOWtests/test_novelty_asyncio_issue.py12CODE
LOWtests/test_novelty_asyncio_issue.py54CODE
LOWtests/test_evolution_trace.py6CODE
LOWtests/test_evolution_trace.py10CODE
LOWtests/test_evolution_trace.py10CODE
LOWtests/test_artifacts.py9CODE
LOWtests/test_migration_no_duplicates.py11CODE
LOWtests/test_openai_model_detection.py6CODE
LOWtests/test_prompt_sampler_comprehensive.py6CODE
LOWtests/test_prompt_sampler_comprehensive.py6CODE
LOWtests/test_grid_stability.py5CODE
LOWtests/test_map_elites_features.py6CODE
LOWtests/test_map_elites_features.py6CODE
LOWtests/test_valid_configs.py8CODE
LOWtests/test_llm_ensemble.py5CODE
LOWtests/test_file_extension_preservation.py9CODE
LOWtests/test_file_extension_preservation.py12CODE
LOWtests/test_file_extension_preservation.py14CODE
LOWtests/test_file_extension_preservation.py14CODE
LOWtests/test_island_child_placement.py10CODE
LOWtests/test_concurrent_island_access.py7CODE
LOWtests/test_concurrent_island_access.py8CODE
LOWtests/test_concurrent_island_access.py10CODE
LOWtests/test_concurrent_island_access.py10CODE
LOWtests/test_cascade_validation.py8CODE
LOWtests/test_checkpoint_resume.py10CODE
LOWtests/test_checkpoint_resume.py11CODE
LOWtests/test_checkpoint_resume.py18CODE
LOWtests/test_reasoning_effort_config.py6CODE
LOWtests/test_reasoning_effort_config.py12CODE
LOWtests/test_reasoning_effort_config.py12CODE
LOWtests/test_island_map_elites.py10CODE
LOWtests/test_api.py8CODE
LOWtests/test_visualization_sanitization.py7CODE
LOWtests/test_evaluator_timeout.py10CODE
LOWtests/test_island_isolation.py6CODE
LOWtests/test_island_isolation.py9CODE
LOWtests/test_island_isolation.py9CODE
LOWtests/integration/conftest.py6CODE
LOWtests/integration/conftest.py7CODE
LOWtests/integration/conftest.py8CODE
LOWtests/integration/test_library_api.py6CODE
LOWtests/integration/test_library_api.py13CODE
LOWtests/integration/test_smoke.py10CODE
LOWtests/integration/test_smoke.py10CODE
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Over-Commented Block381 hits · 238 pts
SeverityFileLineSnippetContext
LOWtests/integration/__init__.py1# Integration tests directoryCOMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py1# #!/usr/bin/env python3COMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py21# self.reference_performance = NoneCOMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py41# baseline = '''COMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py61# def compile_mlir_with_optimizations(self, base_mlir, optimization_params):COMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py81 COMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py101# if element not in mlir_code:COMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py121 COMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py141# speedup *= 1.20 # 20% improvement from vectorizationCOMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py161# total_time = 0COMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py181# "score": 0.0COMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py201# for config in self.test_configs:COMMENT
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py221# }COMMENT
LOW…les/attention_optimization/scripts/mlir_syntax_test.py1# #!/usr/bin/env python3COMMENT
LOW…les/attention_optimization/scripts/mlir_syntax_test.py21# module {COMMENT
LOW…les/attention_optimization/scripts/mlir_syntax_test.py41# ^bb0(%q: f32, %k: f32, %acc: f32):COMMENT
LOW…les/attention_optimization/scripts/mlir_syntax_test.py61# }COMMENT
LOW…les/attention_optimization/scripts/mlir_syntax_test.py81# print("✅ MLIR baseline syntax is correct!")COMMENT
LOW…les/attention_optimization/scripts/mlir_syntax_test.py101# iterator_types = ["parallel", "parallel"]COMMENT
LOW…les/attention_optimization/scripts/mlir_syntax_test.py121# # Test tiling with our syntaxCOMMENT
LOW…les/attention_optimization/scripts/mlir_syntax_test.py141COMMENT
LOWexamples/tsp_tour_minimization/initial_program/TSP.cpp1// standart importsCOMMENT
LOWexamples/tsp_tour_minimization/initial_program/TSP.cpp21// additional functions & methodsCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp21#include <algorithm> // all_of, find, for_eachCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp41// SPDX-License-Identifier: MITCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp61 #if defined(NLOHMANN_JSON_VERSION_MAJOR) && defined(NLOHMANN_JSON_VERSION_MINOR) && defined(NLOHMANN_JSON_VERSION_PACOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp81 #define NLOHMANN_JSON_ABI_TAG_DIAGNOSTICS _diagCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp141#endifCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp161#include <array> // arrayCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp181COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp201COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp221// __ _____ _____ _____COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp321// __ _____ _____ _____COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp341 #undef JSON_HEDLEY_STRINGIFY_EXCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp361 #undef JSON_HEDLEY_CONCAT3_EXCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp381 #undef JSON_HEDLEY_VERSION_DECODE_MINORCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp401#endifCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp421#endifCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp441#if defined(JSON_HEDLEY_INTEL_VERSION_CHECK)COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp461 #define JSON_HEDLEY_INTEL_CL_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_INTEL_CL_VERSION >= JSON_HEDLEY_VERSION_ECOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp481COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp501 #define JSON_HEDLEY_SUNPRO_VERSION_CHECK(major,minor,patch) (0)COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp521 #undef JSON_HEDLEY_ARM_VERSIONCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp541#if defined(__ibmxl__)COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp561#if \COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp581COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp601#if defined(__TI_COMPILER_VERSION__) && defined(__MSP430__)COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp621#if defined(JSON_HEDLEY_TI_ARMCL_VERSION_CHECK)COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp641 #define JSON_HEDLEY_TI_CL6X_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL6X_VERSION >= JSON_HEDLEY_VERSION_ENCCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp661COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp681#if defined(_CRAYC)COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp701#if defined(__IAR_SYSTEMS_ICC__)COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp721#if defined(__TINYC__)COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp741#if defined(JSON_HEDLEY_DMC_VERSION_CHECK)COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp761 #define JSON_HEDLEY_COMPCERT_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_COMPCERT_VERSION >= JSON_HEDLEY_VERSION_ECOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp781COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp821 #undef JSON_HEDLEY_GCC_VERSION_CHECKCOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp841COMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp861 #undef JSON_HEDLEY_HAS_CPP_ATTRIBUTECOMMENT
LOW…tsp_tour_minimization/initial_program/include/json.hpp881 (!defined(JSON_HEDLEY_MSVC_VERSION) || JSON_HEDLEY_MSVC_VERSION_CHECK(19,20,0))COMMENT
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Self-Referential Comments66 hits · 192 pts
SeverityFileLineSnippetContext
MEDIUMtests/test_template_dir_resolution.py18 # Create a temporary directory structureCOMMENT
MEDIUMtests/test_database.py446 # Create a test program with diversity feature enabledCOMMENT
MEDIUMtests/test_novelty_asyncio_issue.py137 # Create a new database with novelty checking disabledCOMMENT
MEDIUMtests/test_evolution_trace.py625 # Create a valid programCOMMENT
MEDIUMtests/test_evolution_trace.py629 # Create a corrupted fileCOMMENT
MEDIUMtests/test_evolution_trace.py423 # Create a chain of programsCOMMENT
MEDIUMtests/test_evolution_trace.py519 # Create a chain of programs with promptsCOMMENT
MEDIUMtests/test_island_parent_consistency.py33 # Create a child of the initial programCOMMENT
MEDIUMtests/test_island_parent_consistency.py72 # Create a lineage with TRULY different code to avoid MAP-Elites deduplicationCOMMENT
MEDIUMtests/test_artifacts.py75 # Create a test programCOMMENT
MEDIUMtests/test_artifacts.py146 # Create a mock evaluation fileCOMMENT
MEDIUMtests/test_migration_no_duplicates.py125 # Create a program with specific contentCOMMENT
MEDIUMtests/test_migration_no_duplicates.py339 # Create a program on island 0COMMENT
MEDIUMtests/test_migration_no_duplicates.py354 # Create a program with IDENTICAL CODE on island 1 (target island)COMMENT
MEDIUMtests/test_openai_model_detection.py15 # Define the same constants as in the codeCOMMENT
MEDIUMtests/test_map_elites_features.py34 # Create a test programCOMMENT
MEDIUMtests/test_file_extension_preservation.py69 # Create a temp evaluator file for this testCOMMENT
MEDIUMtests/test_file_extension_preservation.py83 # Create a mock config object with file_suffixCOMMENT
MEDIUMtests/test_file_extension_preservation.py99 # Create a mock databaseCOMMENT
MEDIUMtests/test_file_extension_preservation.py132 # Create a temp evaluator fileCOMMENT
MEDIUMtests/test_island_child_placement.py132 # Create a child programCOMMENT
MEDIUMtests/test_cascade_validation.py157 # Create a dummy program fileSTRING
MEDIUMtests/test_cascade_validation.py191 # Create a dummy program fileSTRING
MEDIUMtests/test_checkpoint_resume.py52 # Create a simple test programCOMMENT
MEDIUMtests/test_checkpoint_resume.py66 # Create a simple evaluator fileSTRING
MEDIUMtests/test_reasoning_effort_config.py121 # Create a mock model config with reasoning_effortCOMMENT
MEDIUMtests/test_feature_stats_persistence.py95 # Create a checkpoint manually without feature_statsCOMMENT
MEDIUMtests/test_evaluator_timeout.py21 # Create a test evaluation fileCOMMENT
MEDIUMtests/test_evaluator_timeout.py400 # Create a test evaluation file that simulates a long-running evaluationCOMMENT
MEDIUM…ntion_optimization/legacy/prev_sim__works_evaluator.py33# # Create a simple baseline if it doesn't existCOMMENT
MEDIUM…ntion_optimization/legacy/prev_sim__works_evaluator.py280 # Create a simple baseline if it doesn't existCOMMENT
MEDIUM…tention_optimization/scripts/mlir_lowering_pipeline.py219 # Create the lowered fileCOMMENT
MEDIUMexamples/circle_packing/evaluator.py88 # Create a temporary file to executeCOMMENT
MEDIUMexamples/r_robust_regression/evaluator.py48 # Create a temporary R script that sources the program and runs itCOMMENT
MEDIUMexamples/rust_adaptive_sort/evaluator.py42 # Create a temporary Rust projectCOMMENT
MEDIUMexamples/symbolic_regression/scripts.sh3# Define the number of problems for each splitCOMMENT
MEDIUMexamples/algotune/create_task.py51 # Create the OpenEvolve filesCOMMENT
MEDIUM…haevolve_math_problems/heilbronn_triangle/evaluator.py3# This file implements the evaluator for the heilbronn problem for triangles, withCOMMENT
MEDIUM…aevolve_math_problems/first_autocorr_ineq/evaluator.py3# This file implements the evaluator for the first autocorrelation inequality problem.COMMENT
MEDIUM…evolve_math_problems/second_autocorr_ineq/evaluator.py3# This file implements the evaluator for the second autocorrelation inequality problem.COMMENT
MEDIUM…aevolve_math_problems/third_autocorr_ineq/evaluator.py3# This file implements the evaluator for the third autocorrelation inequality problem.COMMENT
MEDIUM…/alphaevolve_math_problems/kissing_number/evaluator.py3# This file implements the evaluator for the kissing number problem on dimension 11.COMMENT
MEDIUM…lphaevolve_math_problems/uncertainty_ineq/evaluator.py3# This file implements the evaluator for the uncertainty inequality problem.COMMENT
MEDIUM…olve_math_problems/sums_diffs_finite_sets/evaluator.py3# This file implements the evaluator for the sums and differences of finite sets problem.COMMENT
MEDIUM…e_math_problems/minimizing_max_min_dist/3/evaluator.py3# This file implements the evaluator for problem of minimizing the ratio of maximumCOMMENT
MEDIUM…e_math_problems/minimizing_max_min_dist/2/evaluator.py3# This file implements the evaluator for problem of minimizing the ratio of maximumCOMMENT
MEDIUM…aevolve_math_problems/circle_packing_rect/evaluator.py3# This file implements the evaluator for the circle packing problem on a rectangleCOMMENT
MEDIUM…haevolve_math_problems/hexagon_packing/11/evaluator.py3# This file implements the evaluator for problem of packing unit regular hexagons insideCOMMENT
MEDIUM…haevolve_math_problems/hexagon_packing/12/evaluator.py3# This file implements the evaluator for problem of packing unit regular hexagons insideCOMMENT
MEDIUMexamples/alphaevolve_math_problems/matmul/evaluator.py3# This file implements the evaluator for the matrix multiplication problem with tensor sizeCOMMENT
MEDIUM…phaevolve_math_problems/erdos_min_overlap/evaluator.py3# This file implements the evaluator for the erdos minimum overlap problem.COMMENT
MEDIUM…aevolve_math_problems/heilbronn_convex/13/evaluator.py3# This file implements the evaluator for the heilbronn problem for convex regions, withCOMMENT
MEDIUM…aevolve_math_problems/heilbronn_convex/14/evaluator.py3# This file implements the evaluator for the heilbronn problem for convex regions, withCOMMENT
MEDIUMexamples/sldbench/run.sh44# This function is called when the script receives a signal to terminate (e.g., Ctrl+C).COMMENT
MEDIUMexamples/signal_processing/initial_program.py107 # Create a complex signal with multiple componentsCOMMENT
MEDIUMexamples/circle_packing_with_artifacts/evaluator.py94 # Create a temporary file to executeCOMMENT
MEDIUMconfigs/default_config.yaml2# This file contains all available configuration options with sensible defaultsCOMMENT
MEDIUMopenevolve/database.py1309 # Create a copy of best program for the empty island (don't reuse same ID)COMMENT
MEDIUMopenevolve/database.py1355 # Create a copy of best program for the empty island (don't reuse same ID)COMMENT
MEDIUMopenevolve/database.py1636 # Create a mapping of feature cells to island programs for efficient lookupCOMMENT
6 more matches not shown…
Redundant / Tautological Comments100 hits · 148 pts
SeverityFileLineSnippetContext
LOWtests/test_island_parent_consistency.py50 # Check if parent is in child's island (this is what the user's assertion checks)COMMENT
LOWtests/test_migration_no_duplicates.py56 self.db.island_generations[island] = 3 # Set generation to trigger migrationCODE
LOWtests/test_migration_no_duplicates.py312 # Set generation to trigger migrationCOMMENT
LOWtests/test_migration_no_duplicates.py369 # Set generations to trigger migrationCOMMENT
LOWtests/test_migration_no_duplicates.py382 # Check if any new programs were added to island 1COMMENT
LOWtests/test_regional_endpoint.py51 # Check if result matches expectationCOMMENT
LOWtests/test_concurrent_island_access.py74 # Check if we got programs from the correct islandCOMMENT
LOWtests/test_concurrent_island_access.py105 # Check if the restored island doesn't match what we expectCOMMENT
LOWtests/test_concurrent_island_access.py112 # Check if any errors occurredCOMMENT
LOWtests/integration/conftest.py29 # Check if server is already running (for development)COMMENT
LOWtests/integration/test_checkpoint_with_llm.py80 # Check if checkpoint was createdCOMMENT
LOW…es/attention_optimization/scripts/fix_tensor_shapes.py3# Read the fileCOMMENT
LOWexamples/function_minimization/evaluator.py67 # Check if the required function existsCOMMENT
LOWexamples/function_minimization/evaluator.py132 # Check if the result is valid (not NaN or infinite)COMMENT
LOWexamples/function_minimization/evaluator.py273 # Check if the required function existsCOMMENT
LOWexamples/function_minimization/evaluator.py348 # Check if the result is validCOMMENT
LOWexamples/circle_packing/evaluator.py48 # Check if radii are nonnegative and not nanCOMMENT
LOWexamples/circle_packing/evaluator.py57 # Check if circles are inside the unit squareCOMMENT
LOWexamples/circle_packing/evaluator.py164 # Check if an error was returnedSTRING
LOW…mples/mlx_metal_kernel_opt/test_optimized_attention.py259 # Check if we got meaningful resultsCOMMENT
LOW…mples/mlx_metal_kernel_opt/test_optimized_attention.py329 # Check if we have valid resultsCOMMENT
LOW…mples/mlx_metal_kernel_opt/test_optimized_attention.py476 # Check if mlx-lm is availableCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py363 # Check if it inherits from nn.Module (recommended)COMMENT
LOWexamples/symbolic_regression/scripts.sh26 # Check if a prefix is defined (it can be an empty string if paths are like "split_name/0/")COMMENT
LOWexamples/symbolic_regression/eval.py300 # Check if the path is a single problem directoryCOMMENT
LOWexamples/symbolic_regression/eval.py319 # Check if this subdirectory looks like a problem directoryCOMMENT
LOWexamples/symbolic_regression/data_api.py662 # Check if all essential files already existSTRING
LOWexamples/symbolic_regression/data_api.py682 # Check if all files existSTRING
LOWexamples/symbolic_regression/data_api.py762 # Print results summarySTRING
LOWexamples/web_scraper_optillm/evaluator.py277 # Check if we found this functionSTRING
LOWexamples/k_module_problem/run_iterative.sh32# Check if agent repo existsCOMMENT
LOWexamples/k_module_problem/compare_results.py74 # Check if solution found (score == 1.0 means 4/4 correct)COMMENT
LOWexamples/k_module_problem/run_random_baseline.py160 # Print resultsCOMMENT
LOWexamples/k_module_problem/iterative_agent.py254 # Check if solution foundCOMMENT
LOWexamples/algotune/task_adapter.py154 # Check if this class inherits from Task or has the task nameCOMMENT
LOWexamples/algotune/task_adapter.py871 # Check if the required function existsCOMMENT
LOWexamples/algotune/task_adapter.py1093 # Check if the required function existsCOMMENT
LOWexamples/algotune/task_adapter.py1412 # Write filesSTRING
LOWexamples/algotune/create_task.py45 # Check if the task existsCOMMENT
LOWexamples/algotune/run_benchmark.py97 # Check if it has the required filesSTRING
LOWexamples/algotune/fft_cmplx_scipy_fftpack/evaluator.py317 # Check if the required function existsCOMMENT
LOWexamples/algotune/fft_cmplx_scipy_fftpack/evaluator.py539 # Check if the required function existsCOMMENT
LOWexamples/algotune/fft_convolution/evaluator.py317 # Check if the required function existsCOMMENT
LOWexamples/algotune/fft_convolution/evaluator.py539 # Check if the required function existsCOMMENT
LOW…amples/algotune/affine_transform_2d/initial_program.py159 # Check if reference solver also fails/produces empty-like resultCOMMENT
LOW…amples/algotune/affine_transform_2d/initial_program.py164 if ref_output.size == 0: # Check if reference is also effectively emptyCODE
LOWexamples/algotune/affine_transform_2d/best_program.py161 # Check if reference solver also fails/produces empty-like resultCOMMENT
LOWexamples/algotune/affine_transform_2d/best_program.py166 if ref_output.size == 0: # Check if reference is also effectively emptyCODE
LOWexamples/algotune/affine_transform_2d/evaluator.py317 # Check if the required function existsCOMMENT
LOWexamples/algotune/affine_transform_2d/evaluator.py539 # Check if the required function existsCOMMENT
LOWexamples/algotune/eigenvectors_complex/evaluator.py317 # Check if the required function existsCOMMENT
LOWexamples/algotune/eigenvectors_complex/evaluator.py539 # Check if the required function existsCOMMENT
LOWexamples/algotune/convolve2d_full_fill/best_program.py112 # Check if the 2D convolution solution is valid and optimal.COMMENT
LOWexamples/algotune/convolve2d_full_fill/evaluator.py317 # Check if the required function existsCOMMENT
LOWexamples/algotune/convolve2d_full_fill/evaluator.py539 # Check if the required function existsCOMMENT
LOWexamples/algotune/lu_factorization/evaluator.py317 # Check if the required function existsCOMMENT
LOWexamples/algotune/lu_factorization/evaluator.py539 # Check if the required function existsCOMMENT
LOW…amples/algotune/psd_cone_projection/initial_program.py137 # Check if solution contains required keysCOMMENT
LOWexamples/algotune/psd_cone_projection/best_program.py134 # Check if solution contains required keysCOMMENT
LOWexamples/algotune/psd_cone_projection/evaluator.py317 # Check if the required function existsCOMMENT
40 more matches not shown…
Deep Nesting132 hits · 108 pts
SeverityFileLineSnippetContext
LOWtests/test_database.py147CODE
LOWtests/integration/test_library_api.py106CODE
LOWtests/integration/test_library_api.py120CODE
LOWexamples/attention_optimization/evaluator.py193CODE
LOWexamples/attention_optimization/tests/test_evaluator.py94CODE
LOW…ntion_optimization/legacy/prev_sim__works_evaluator.py377CODE
LOW…attention_optimization/scripts/debug_real_execution.py71CODE
LOW…tention_optimization/scripts/mlir_lowering_pipeline.py25CODE
LOW…tention_optimization/scripts/mlir_lowering_pipeline.py141CODE
LOWexamples/lm_eval/lm-eval.py51CODE
LOWexamples/tsp_tour_minimization/utils/tsp_runner.py37CODE
LOWexamples/tsp_tour_minimization/utils/heat_map_runner.py30CODE
LOWexamples/tsp_tour_minimization/utils/heat_map_runner.py109CODE
LOWexamples/tsp_tour_minimization/utils/heat_map_runner.py209CODE
LOWexamples/tsp_tour_minimization/utils/heat_map_runner.py231CODE
LOWexamples/tsp_tour_minimization/utils/utils.py138CODE
LOWexamples/function_minimization/evaluator.py45CODE
LOWexamples/function_minimization/evaluator.py259CODE
LOWexamples/circle_packing/evaluator.py76CODE
LOW…mples/mlx_metal_kernel_opt/test_optimized_attention.py138CODE
LOW…mples/mlx_metal_kernel_opt/test_optimized_attention.py297CODE
LOWexamples/mlx_metal_kernel_opt/run_benchmarks.py332CODE
LOWexamples/mlx_metal_kernel_opt/run_benchmarks.py415CODE
LOWexamples/mlx_metal_kernel_opt/evaluator.py231CODE
LOWexamples/mlx_metal_kernel_opt/evaluator.py426CODE
LOWexamples/mlx_metal_kernel_opt/evaluator.py467CODE
LOWexamples/mlx_metal_kernel_opt/evaluator.py544CODE
LOWexamples/mlx_metal_kernel_opt/evaluator.py780CODE
LOWexamples/mlx_metal_kernel_opt/evaluator.py1279CODE
LOWexamples/mlx_metal_kernel_opt/qwen3_benchmark_suite.py558CODE
LOWexamples/mlx_metal_kernel_opt/qwen3_benchmark_suite.py745CODE
LOWexamples/r_robust_regression/evaluator.py19CODE
LOWexamples/rust_adaptive_sort/evaluator.py31CODE
LOWexamples/symbolic_regression/eval.py147CODE
LOWexamples/symbolic_regression/data_api.py701CODE
LOWexamples/symbolic_regression/bench/datamodules.py169CODE
LOWexamples/web_scraper_optillm/initial_program.py78CODE
LOWexamples/web_scraper_optillm/evaluator.py18CODE
LOWexamples/web_scraper_optillm/evaluator.py260CODE
LOWexamples/web_scraper_optillm/evaluator.py301CODE
LOWexamples/k_module_problem/compare_results.py81CODE
LOWexamples/k_module_problem/run_openevolve_trials.py15CODE
LOWexamples/online_judge_programming/submit.py184CODE
LOWexamples/online_judge_programming/submit.py221CODE
LOWexamples/online_judge_programming/submit.py380CODE
LOWexamples/algotune/task_adapter.py103CODE
LOWexamples/algotune/fft_cmplx_scipy_fftpack/evaluator.py130CODE
LOWexamples/algotune/fft_cmplx_scipy_fftpack/evaluator.py260CODE
LOWexamples/algotune/fft_cmplx_scipy_fftpack/evaluator.py505CODE
LOWexamples/algotune/fft_convolution/initial_program.py117CODE
LOWexamples/algotune/fft_convolution/best_program.py84CODE
LOWexamples/algotune/fft_convolution/best_program.py159CODE
LOWexamples/algotune/fft_convolution/evaluator.py130CODE
LOWexamples/algotune/fft_convolution/evaluator.py260CODE
LOWexamples/algotune/fft_convolution/evaluator.py505CODE
LOW…amples/algotune/affine_transform_2d/initial_program.py111CODE
LOWexamples/algotune/affine_transform_2d/best_program.py113CODE
LOWexamples/algotune/affine_transform_2d/evaluator.py130CODE
LOWexamples/algotune/affine_transform_2d/evaluator.py260CODE
LOWexamples/algotune/affine_transform_2d/evaluator.py505CODE
72 more matches not shown…
AI Slop Vocabulary31 hits · 68 pts
SeverityFileLineSnippetContext
MEDIUM…tention_optimization/scripts/mlir_lowering_pipeline.py67 # More comprehensive loweringCOMMENT
MEDIUMexamples/circle_packing/config_phase_2.yaml57allow_full_rewrites: true # Definitely allow full rewritesCODE
MEDIUMexamples/circle_packing/config_phase_2_anthropic.yaml59allow_full_rewrites: true # Definitely allow full rewritesCODE
MEDIUMexamples/mlx_metal_kernel_opt/config.yaml112 // OPTIMIZE: Better utilize Apple GPU memory hierarchyCOMMENT
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py193 # Step 8: Generate comprehensive result with full error statisticsCOMMENT
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py432 # Execute with comprehensive error catchingCOMMENT
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py44# Import the comprehensive benchmark suite for consistent testingCOMMENT
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py95 # Use comprehensive benchmark suiteCOMMENT
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py1141 # Use robust statisticsCOMMENT
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py232 """Bulletproof extraction with comprehensive Metal kernel validation"""STRING
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py1282 """Generate comprehensive evaluation summary with safety info"""STRING
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py1322 """Get comprehensive error statistics"""STRING
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py1351 """Print comprehensive bulletproof evaluation results"""STRING
MEDIUMexamples/mlx_metal_kernel_opt/evaluator.py1407 """Create comprehensive failure result with full error statistics"""STRING
MEDIUMexamples/mlx_metal_kernel_opt/qwen3_benchmark_suite.py69 """Create comprehensive benchmark configurations"""STRING
MEDIUMexamples/mlx_metal_kernel_opt/qwen3_benchmark_suite.py178 prompt="""Create comprehensive documentation for a REST API with the following endpoints:CODE
MEDIUMexamples/mlx_metal_kernel_opt/qwen3_benchmark_suite.py705 # Use median for more robust results (less sensitive to outliers)COMMENT
MEDIUMexamples/r_robust_regression/initial_program.r7 # This can be evolved to use more robust methods like:COMMENT
MEDIUMexamples/r_robust_regression/initial_program.r76 # Perform robust regressionCOMMENT
MEDIUMexamples/r_robust_regression/config.yaml41 # Feature dimensions for robust regressionCOMMENT
MEDIUMexamples/r_robust_regression/evaluator.py112 # For cases with outliers, prioritize robust metricsSTRING
MEDIUMexamples/symbolic_regression/eval.py408 # A more nuanced approach might replace inf with a very large/small number or handle per metric.COMMENT
MEDIUMexamples/sldbench/evaluator.py267 # 3. Combine results into a comprehensive outputCOMMENT
MEDIUMexamples/llm_prompt_optimization/evaluator.py550 # Fixed to 40 samples for Stage 2 (comprehensive evaluation)COMMENT
MEDIUM…ples/circle_packing_with_artifacts/config_phase_2.yaml57allow_full_rewrites: true # Definitely allow full rewritesCODE
MEDIUMconfigs/default_config.yaml83 comprehensive_implementation_min_lines: 50 # Label as "comprehensive" if program has this many lines or moreCODE
MEDIUMopenevolve/config.py296 50 # Label as "comprehensive" if program has this many lines or moreCODE
LOWopenevolve/database.py1168 # If archive is now not full after cleanup, just add the new programCOMMENT
LOWopenevolve/database.py1185 # No valid programs in archive, just add the new oneCOMMENT
LOWopenevolve/evaluator.py253 # Handle timeout specially - don't retry, just return timeout resultCOMMENT
MEDIUMopenevolve/prompt/sampler.py227 elif abs(current_fitness - prev_fitness) < 1e-6: # Essentially unchangedCODE
Decorative Section Separators21 hits · 68 pts
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MEDIUMexamples/symbolic_regression/README.md156 # --------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/test_gaming.py43# --------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/test_gaming.py45# --------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/test_gaming.py105# --------------------------------------------------------------------------STRING
MEDIUMexamples/background_blur/test_gaming.py108# --------------------------------------------------------------------------STRING
MEDIUMexamples/background_blur/evaluator.py56# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/evaluator.py58# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/evaluator.py178# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/evaluator.py180# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/evaluator.py216# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/evaluator.py218# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/evaluator.py275# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/evaluator.py277# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/evaluator.py335# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/evaluator.py337# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/fixtures.py21# --------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/fixtures.py23# --------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/fixtures.py98# --------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/fixtures.py100# --------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/fixtures.py175# --------------------------------------------------------------------------COMMENT
MEDIUMexamples/background_blur/fixtures.py177# --------------------------------------------------------------------------COMMENT
Docstring Block Structure6 hits · 30 pts
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HIGHexamples/tsp_tour_minimization/utils/utils.py139 Compute total cycle distances for a batch of instances Args: cities: np.ndarray of shape (B, n, 2). AlSTRING
HIGH…ples/mlx_metal_kernel_opt/mlx_lm_generate_with_hook.py44 Load an evolved hook program and apply its attention optimization. The hook program must expose a `create_metaSTRING
HIGHopenevolve/config.py22 Resolve ${VAR} environment variable reference in a string value. In current implementation pattern must match tSTRING
HIGHopenevolve/api.py43 Run evolution with flexible inputs - the main library API Args: initial_program: Can be: -STRING
HIGHopenevolve/evaluator.py334 Directly evaluate a program using the evaluation function with timeout Args: program_path:STRING
HIGHopenevolve/utils/async_utils.py123 Retry an async function with exponential backoff Args: coro: Coroutine function to retry *argsSTRING
Modern Structural Boilerplate28 hits · 26 pts
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LOWscripts/visualizer.py16logger = logging.getLogger(__name__)CODE
LOWopenevolve/controller.py25logger = logging.getLogger(__name__)CODE
LOWopenevolve/controller.py195 def _setup_logging(self) -> None:CODE
LOWopenevolve/controller.py219 def _setup_manual_mode_queue(self) -> None:CODE
LOWopenevolve/config.py197 def update_model_params(self, args: Dict[str, Any], overwrite: bool = False) -> None:CODE
LOWopenevolve/embedding.py12logger = logging.getLogger(__name__)CODE
LOWopenevolve/database.py2222 def _update_feature_stats(self, feature_name: str, value: float) -> None:CODE
LOWopenevolve/database.py24logger = logging.getLogger(__name__)CODE
LOWopenevolve/database.py1141 def _update_archive(self, program: Program) -> None:CODE
LOWopenevolve/database.py1188 def _update_best_program(self, program: Program) -> None:CODE
LOWopenevolve/database.py1228 def _update_island_best_program(self, program: Program, island_idx: int) -> None:CODE
LOWopenevolve/database.py1811 def set_current_island(self, island_idx: int) -> None:CODE
LOWopenevolve/database.py2161 def _update_diversity_reference_set(self) -> None:CODE
LOWopenevolve/__init__.py16__all__ = [CODE
LOWopenevolve/process_parallel.py21logger = logging.getLogger(__name__)CODE
LOWopenevolve/cli.py15logger = logging.getLogger(__name__)CODE
LOWopenevolve/evaluator.py29logger = logging.getLogger(__name__)CODE
LOWopenevolve/evolution_trace.py21logger = logging.getLogger(__name__)CODE
LOWopenevolve/llm/__init__.py10__all__ = [CODE
LOWopenevolve/llm/openai.py21logger = logging.getLogger(__name__)CODE
LOWopenevolve/llm/ensemble.py14logger = logging.getLogger(__name__)CODE
LOWopenevolve/llm/claude_code.py30logger = logging.getLogger(__name__)CODE
LOWopenevolve/utils/async_utils.py11logger = logging.getLogger(__name__)CODE
LOWopenevolve/utils/__init__.py29__all__ = [CODE
LOWopenevolve/utils/trace_export_utils.py11logger = logging.getLogger(__name__)CODE
LOWopenevolve/prompt/__init__.py8__all__ = ["PromptSampler", "TemplateManager"]CODE
LOWopenevolve/prompt/templates.py11logger = logging.getLogger(__name__)CODE
LOWopenevolve/prompt/sampler.py18logger = logging.getLogger(__name__)CODE
Modern AI Meta-Vocabulary8 hits · 26 pts
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MEDIUMexamples/web_scraper_optillm/README.md272 # Use chain-of-thought + readurls for primary modelCOMMENT
MEDIUMexamples/k_module_problem/run_iterative.sh7# 1. Clone the agentic-code-optimization repo:COMMENT
MEDIUMexamples/k_module_problem/run_iterative.sh8# git clone https://github.com/ratulm/agentic-code-optimization.gitCOMMENT
MEDIUMexamples/k_module_problem/run_iterative.sh8# git clone https://github.com/ratulm/agentic-code-optimization.gitCOMMENT
MEDIUMexamples/k_module_problem/run_iterative.sh37 echo " git clone https://github.com/ratulm/agentic-code-optimization.git $AGENT_REPO"CODE
MEDIUMexamples/llm_prompt_optimization/evaluator.py85 # Check for few-shot examples (high sophistication)COMMENT
MEDIUMexamples/llm_prompt_optimization/evaluator.py112 sophistication_score += 0.2 # Extensive few-shotCODE
MEDIUMexamples/llm_prompt_optimization/evaluator.py114 sophistication_score += 0.1 # Basic few-shotCODE
Example Usage Blocks17 hits · 26 pts
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LOWexamples/algotune/task_adapter.py546 # Example usageCOMMENT
LOW…es/algotune/fft_cmplx_scipy_fftpack/initial_program.py132 # Example usageCOMMENT
LOW…mples/algotune/fft_cmplx_scipy_fftpack/best_program.py132 # Example usageCOMMENT
LOWexamples/algotune/fft_convolution/initial_program.py245 # Example usageCOMMENT
LOWexamples/algotune/fft_convolution/best_program.py287 # Example usageCOMMENT
LOW…amples/algotune/affine_transform_2d/initial_program.py245 # Example usageCOMMENT
LOWexamples/algotune/affine_transform_2d/best_program.py247 # Example usageCOMMENT
LOW…mples/algotune/eigenvectors_complex/initial_program.py201 # Example usageCOMMENT
LOWexamples/algotune/eigenvectors_complex/best_program.py200 # Example usageCOMMENT
LOW…mples/algotune/convolve2d_full_fill/initial_program.py148 # Example usageCOMMENT
LOWexamples/algotune/convolve2d_full_fill/best_program.py147 # Example usageCOMMENT
LOWexamples/algotune/lu_factorization/initial_program.py227 # Example usageCOMMENT
LOWexamples/algotune/lu_factorization/best_program.py202 # Example usageCOMMENT
LOW…amples/algotune/psd_cone_projection/initial_program.py199 # Example usageCOMMENT
LOWexamples/algotune/psd_cone_projection/best_program.py196 # Example usageCOMMENT
LOWexamples/algotune/polynomial_real/initial_program.py153 # Example usageCOMMENT
LOWexamples/algotune/polynomial_real/best_program.py173 # Example usageCOMMENT
Verbosity Indicators8 hits · 16 pts
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LOWexamples/mlx_metal_kernel_opt/evaluator.py141 # Step 2: Pre-execution Metal kernel safety validationCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py148 # Step 3: Memory-safe correctness testing FIRST (fail fast, skip baseline if invalid)COMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py162 # Step 4: GPU-protected baseline measurement (only if correctness passed)COMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py170 # Step 5: Command-buffer-protected benchmarkingCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py182 # Step 6: Enhanced performance analysisCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py188 # Step 7: Calculate safety-adjusted final scoreCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py193 # Step 8: Generate comprehensive result with full error statisticsCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py130 # Step 1: Enhanced program extraction with Metal validationCOMMENT
Structural Annotation Overuse8 hits · 16 pts
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LOWexamples/mlx_metal_kernel_opt/evaluator.py141 # Step 2: Pre-execution Metal kernel safety validationCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py148 # Step 3: Memory-safe correctness testing FIRST (fail fast, skip baseline if invalid)COMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py162 # Step 4: GPU-protected baseline measurement (only if correctness passed)COMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py170 # Step 5: Command-buffer-protected benchmarkingCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py182 # Step 6: Enhanced performance analysisCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py188 # Step 7: Calculate safety-adjusted final scoreCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py193 # Step 8: Generate comprehensive result with full error statisticsCOMMENT
LOWexamples/mlx_metal_kernel_opt/evaluator.py130 # Step 1: Enhanced program extraction with Metal validationCOMMENT
Hallucination Indicators1 hit · 10 pts
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CRITICALtests/test_reasoning_effort_config.py179 llm.client.chat.completions.create.assert_called_once_with(**test_params)CODE
Magic Placeholder Names2 hits · 10 pts
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HIGHexamples/tsp_tour_minimization/config.yaml13 api_key: "<your-api-key>"CODE
HIGHexamples/online_judge_programming/config.yaml13 api_key: YOUR_API_KEYCODE
Cross-Language Confusion2 hits · 10 pts
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HIGHexamples/mlx_metal_kernel_opt/initial_program.py80 if (batch_idx >= BATCH_SIZE || head_idx >= NUM_HEADS || query_pos >= SEQ_LEN) {CODE
HIGHexamples/mlx_metal_kernel_opt/best_program.py80 if (batch_idx >= BATCH_SIZE || head_idx >= NUM_HEADS || query_pos >= SEQ_LEN) {CODE
AI Structural Patterns5 hits · 4 pts
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LOWexamples/tsp_tour_minimization/utils/tsp_runner.py280CODE
LOWexamples/symbolic_regression/data_api.py67CODE
LOWopenevolve/evaluator.py358CODE
LOWopenevolve/evolution_trace.py66CODE
LOWopenevolve/prompt/sampler.py51CODE
Overly Generic Function Names3 hits · 4 pts
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LOWtests/test_checkpoint_resume.py54def test_function():CODE
LOWtests/test_island_map_elites.py97 identical_code = "def test_function(): return 42"CODE
LOWtests/test_api.py185 code = "def my_function(): pass"CODE