Index

_

__call__() (kernelfoundry.algorithm.answer_processor.AnswerProcessor method) (kernelfoundry.algorithm.prompts.prompt_constructor.PromptConstructor method) __contains__() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) __getitem__() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) __init__() (kernelfoundry.algorithm.answer_processor.AnswerProcessor method) (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) (kernelfoundry.algorithm.inference_server.InferenceServer method) (kernelfoundry.algorithm.inference_server.LLMEnsemble method) (kernelfoundry.algorithm.problem_logger.ProblemLogger method) (kernelfoundry.algorithm.prompts.feedback_llm.DocumentationHandler method) (kernelfoundry.algorithm.prompts.feedback_llm.FeedbackHelper method) (kernelfoundry.algorithm.prompts.meta_prompting.HolisticPromptDatabase method) (kernelfoundry.algorithm.prompts.meta_prompting.MetaPrompter method) (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager method) (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram method) (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile method) (kernelfoundry.algorithm.prompts.prompt_constructor.PromptConstructor method) (kernelfoundry.algorithm.prompts.template_manager.TemplateManager method) (kernelfoundry.algorithm.qd_gradient.CellStatistics method) (kernelfoundry.algorithm.qd_gradient.GradientEstimator method) (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) (kernelfoundry.algorithm.schemas.CompilationResult method) (kernelfoundry.algorithm.schemas.Program method) (kernelfoundry.algorithm.utils.code_editing.CodeEditing method) (kernelfoundry.algorithm.utils.database_log_handler.DatabaseLogHandler method) (kernelfoundry.algorithm.utils.resource_allocator.ResourceAllocator method) (kernelfoundry.compiler.BaseKernelCompiler method) (kernelfoundry.eval_pipeline.database.Job method) (kernelfoundry.eval_pipeline.database.JobLog method) (kernelfoundry.eval_pipeline.database.Kernel method) (kernelfoundry.eval_pipeline.database.Rag method) (kernelfoundry.eval_pipeline.database.tables.Base method) (kernelfoundry.eval_pipeline.database.tables.BaselineTime method) (kernelfoundry.eval_pipeline.database.tables.Job method) (kernelfoundry.eval_pipeline.database.tables.JobLog method) (kernelfoundry.eval_pipeline.database.tables.Kernel method) (kernelfoundry.eval_pipeline.database.tables.Rag method) (kernelfoundry.eval_pipeline.database.tables.Task method) (kernelfoundry.eval_pipeline.database.Task method) (kernelfoundry.eval_pipeline.profiler_command.NCU method) (kernelfoundry.eval_pipeline.profiler_command.Profiler method) (kernelfoundry.eval_pipeline.profiler_command.Unitrace method) (kernelfoundry.eval_pipeline.profiler_command.VTune method) (kernelfoundry.eval_pipeline.profiler_feedback.NCUProfilerFeedback method) (kernelfoundry.eval_pipeline.profiler_feedback.ProfilerFeedback method) (kernelfoundry.eval_pipeline.profiler_feedback.UnitraceProfilerFeedback method) (kernelfoundry.eval_pipeline.task.BuildResult method) (kernelfoundry.eval_pipeline.task.ProcessResult method) (kernelfoundry.eval_pipeline.task.Task method) (kernelfoundry.eval_pipeline.task.TestResult method) (kernelfoundry.eval_pipeline.utils.container.ContainerRuntime method) (kernelfoundry.eval_pipeline.utils.container.Image method) (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareInfo method) (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs method) (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method)

__setitem__() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method)

A

add() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) (kernelfoundry.algorithm.prompts.meta_prompting.HolisticPromptDatabase method) add_eval_results() (kernelfoundry.algorithm.schemas.Program method) add_ignore_errors() (in module kernelfoundry.eval_pipeline.database) add_job() (in module kernelfoundry.eval_pipeline.database) add_job_log() (in module kernelfoundry.eval_pipeline.database) add_job_log_batch() (in module kernelfoundry.eval_pipeline.database) add_with_parent() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) ADVANCED (kernelfoundry.algorithm.prompts.optimization_aware.ComputeOptLevel attribute) agent_session_id (kernelfoundry.eval_pipeline.database.JobLog attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.JobLog attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) all_close_with_slack() (in module kernelfoundry.testing) allowed_text_file_extensions() (in module kernelfoundry.eval_pipeline.utils.custom_task_helper) analyze_kernel() (kernelfoundry.eval_pipeline.profiler_feedback.UnitraceProfilerFeedback method)

answer (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) AnswerProcessor (class in kernelfoundry.algorithm.answer_processor) app (kernelfoundry.eval_pipeline.tasks.task_runner.TaskRunner attribute) apply_all() (kernelfoundry.algorithm.utils.code_editing.CodeEditCommand static method) apply_diff() (in module kernelfoundry.algorithm.utils.extract_code) (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram method) apply_evolved_prompting() (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin method) ARCHIVE (kernelfoundry.algorithm.evolve_database_optimization_aware.SamplingMethod attribute) archive_job_by_id() (in module kernelfoundry.gui.utils) archived_at (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) artifacts (kernelfoundry.eval_pipeline.task.BuildResult attribute) assert_allclose() (in module kernelfoundry.testing) assign_problem_hash() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) avg_fitness_delta_in (kernelfoundry.algorithm.qd_gradient.CellStatistics property) avg_fitness_delta_out (kernelfoundry.algorithm.qd_gradient.CellStatistics property)

B

Backend (class in kernelfoundry.algorithm.prompts.optimization_aware) backend (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) BALANCED (kernelfoundry.algorithm.evolve_database_optimization_aware.ExplorationStrategy attribute) Base (class in kernelfoundry.eval_pipeline.database.tables) base_template_name (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) BaseKernelCompiler (class in kernelfoundry.compiler) BaselineTime (class in kernelfoundry.eval_pipeline.database.tables) BASIC (kernelfoundry.algorithm.prompts.optimization_aware.EsimdOptLevel attribute) behavioral_distance (kernelfoundry.algorithm.qd_gradient.TransitionRecord property) best_child_code (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) best_child_id (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) best_child_metrics (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) binary (kernelfoundry.algorithm.schemas.CompilationResult attribute) blocks (kernelfoundry.eval_pipeline.task.Task attribute) build() (kernelfoundry.custom_test.TestBase method) (kernelfoundry.test_base.TestBase method) (kernelfoundry.TestBase method)

build_and_test() (in module kernelfoundry.mcp_server.server) build_custom_task() (in module kernelfoundry.eval_pipeline.tasks.build_custom_task) (kernelfoundry.eval_pipeline.tasks.task_runner.TaskRunner class method) build_evolved_optimization_prompt() (in module kernelfoundry.algorithm.prompts.prompt_evolution_integration) build_exploration_prompt() (in module kernelfoundry.algorithm.prompts.optimization_aware) build_graph_with_layout() (in module kernelfoundry.gui.kernel_graph) build_graph_with_only_nodes() (in module kernelfoundry.gui.kernel_graph) build_image() (in module kernelfoundry.eval_pipeline.tasks.build_image) (kernelfoundry.eval_pipeline.tasks.task_runner.TaskRunner class method) (kernelfoundry.eval_pipeline.utils.container.ContainerRuntime method) build_reference() (kernelfoundry.custom_test.TestBase method) (kernelfoundry.test_base.TestBase method) (kernelfoundry.TestBase method) build_result (kernelfoundry.eval_pipeline.task.Task attribute) build_result_reference (kernelfoundry.eval_pipeline.task.Task attribute) BuildResult (class in kernelfoundry.eval_pipeline.task)

C

cancel_job_by_id() (in module kernelfoundry.gui.utils) categorize_code() (kernelfoundry.algorithm.prompts.prompt_constructor.PromptConstructor static method) category (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) CELL_DISCOVERY (kernelfoundry.algorithm.qd_gradient.TransitionOutcome attribute) CellStatistics (class in kernelfoundry.algorithm.qd_gradient) child_coords (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) child_fitness (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) child_id (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) child_scores (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) classify_from_code() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationFeatureClassifier class method) classify_with_confidence() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationFeatureClassifier class method) cleanup() (in module kernelfoundry.conftest) (kernelfoundry.eval_pipeline.utils.tmp_dir.TemporaryDirectory method) clear() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) close() (kernelfoundry.algorithm.utils.database_log_handler.DatabaseLogHandler method) COALESCED (kernelfoundry.algorithm.prompts.optimization_aware.MemoryOptLevel attribute) code (kernelfoundry.algorithm.schemas.Program attribute) CodeEditCommand (class in kernelfoundry.algorithm.utils.code_editing) CodeEditing (class in kernelfoundry.algorithm.utils.code_editing) collate_and_create_feedback() (kernelfoundry.eval_pipeline.profiler_feedback.ProfilerFeedback method) collate_data() (kernelfoundry.eval_pipeline.profiler_feedback.NCUProfilerFeedback method) (kernelfoundry.eval_pipeline.profiler_feedback.OCLUnitraceProfilerFeedback method) (kernelfoundry.eval_pipeline.profiler_feedback.ProfilerFeedback method) (kernelfoundry.eval_pipeline.profiler_feedback.UnitraceProfilerFeedback method) (kernelfoundry.eval_pipeline.profiler_feedback.VTuneProfilerFeedback method) collect_raw_logs_from_task() (in module kernelfoundry.algorithm.utils.validation_logs) combine_gpu_arch_results() (in module kernelfoundry.algorithm.utils.score) combine_output() (kernelfoundry.eval_pipeline.task.ProcessResult method) combine_template_results() (in module kernelfoundry.algorithm.utils.score) COMBINED (kernelfoundry.algorithm.qd_gradient.GradientType attribute) CompilationResult (class in kernelfoundry.algorithm.schemas) compile() (kernelfoundry.compiler.BaseKernelCompiler method) (kernelfoundry.compiler.IcpxCompiler method) (kernelfoundry.compiler.TorchCompiler method) compile_success (kernelfoundry.algorithm.schemas.CompilationResult attribute) compile_torch_extension() (kernelfoundry.custom_test.TestBase static method) (kernelfoundry.test_base.TestBase static method) (kernelfoundry.TestBase static method) compile_worker_info (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) compiled (kernelfoundry.algorithm.schemas.EvalResult attribute) complexity (kernelfoundry.algorithm.schemas.Program attribute) compute_arithmic_intensity() (in module kernelfoundry.eval_pipeline.utils.performance_analysis)

compute_improvement_heatmap() (in module kernelfoundry.algorithm.qd_gradient) COMPUTE_METRICS (kernelfoundry.gui.roofline.RooflineUtils attribute) compute_opt (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile attribute) compute_performance_score() (kernelfoundry.algorithm.schemas.EvalResult static method) compute_plot_range() (kernelfoundry.gui.roofline.RooflineUtils static method) compute_runtime_improvement() (in module kernelfoundry.algorithm.utils.score) compute_transition_matrix() (in module kernelfoundry.algorithm.qd_gradient) ComputeOptLevel (class in kernelfoundry.algorithm.prompts.optimization_aware) config (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin attribute) (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) (kernelfoundry.eval_pipeline.task.Task attribute) construct_feedback_prompt() (kernelfoundry.algorithm.prompts.feedback_llm.FeedbackHelper method) construct_prompt() (kernelfoundry.algorithm.prompts.template_manager.TemplateManager method) ContainerRuntime (class in kernelfoundry.eval_pipeline.utils.container) content_hash (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram property) coords (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) correctness (kernelfoundry.algorithm.schemas.EvalResult attribute) correctness_result (kernelfoundry.eval_pipeline.task.TestResult attribute) correctness_tests (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) (kernelfoundry.eval_pipeline.task.Task attribute) cosine_similarity() (in module kernelfoundry.testing) create() (kernelfoundry.eval_pipeline.task.ProcessResult class method) (kernelfoundry.eval_pipeline.task.Task class method) create_custom_task_files() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) create_feedback() (kernelfoundry.eval_pipeline.profiler_feedback.NCUProfilerFeedback method) (kernelfoundry.eval_pipeline.profiler_feedback.ProfilerFeedback method) (kernelfoundry.eval_pipeline.profiler_feedback.UnitraceProfilerFeedback method) (kernelfoundry.eval_pipeline.profiler_feedback.VTuneProfilerFeedback method) create_log_section() (in module kernelfoundry.gui.job_logs) create_meta_prompting_manager() (in module kernelfoundry.algorithm.prompts.meta_prompting) create_prompt_evolution_callback() (in module kernelfoundry.algorithm.prompts.prompt_evolution_integration) create_side_by_side_log_section() (in module kernelfoundry.gui.job_logs) create_summary_section() (in module kernelfoundry.gui.job_logs) created_at (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) creation_time (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) CUDA (kernelfoundry.algorithm.prompts.optimization_aware.Backend attribute) CustomTest (class in kernelfoundry.custom_test)

D

database (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager property) DatabaseLogHandler (class in kernelfoundry.algorithm.utils.database_log_handler) db_user (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) decode() (kernelfoundry.eval_pipeline.task.BuildResult class method) (kernelfoundry.eval_pipeline.task.Task class method) (kernelfoundry.eval_pipeline.task.TestResult class method) (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) default_run_args() (kernelfoundry.eval_pipeline.utils.container.Image static method) descriptor (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) detect_profiler() (in module kernelfoundry.eval_pipeline.utils.performance)

deterministic_code_hash() (in module kernelfoundry.algorithm.evolve_database_optimization_aware) device (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) DIMENSIONS (kernelfoundry.algorithm.qd_gradient.GradientEstimator attribute) direction_stats (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) DISABLED (kernelfoundry.algorithm.prompts.optimization_aware.EsimdOptLevel attribute) (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMode attribute) discover_intel_gpus() (in module kernelfoundry.eval_pipeline.utils.sysinfo) discovery_count (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) display_name (kernelfoundry.algorithm.prompts.optimization_aware.Backend property) DISPLAY_NAME (kernelfoundry.gui.roofline.RooflineUtils attribute) diversity (kernelfoundry.algorithm.schemas.Program attribute) Docker (class in kernelfoundry.eval_pipeline.utils.container) DocumentationHandler (class in kernelfoundry.algorithm.prompts.feedback_llm)

E

ELABORATE (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptStrategy attribute) ELITE (kernelfoundry.algorithm.evolve_database_optimization_aware.SamplingMethod attribute) ELITE_REPLACEMENT (kernelfoundry.algorithm.qd_gradient.TransitionOutcome attribute) elite_replacements (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) embedded_text (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) embedding (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) emit() (kernelfoundry.algorithm.utils.database_log_handler.DatabaseLogHandler method) EMPTY_FIRST (kernelfoundry.algorithm.evolve_database_optimization_aware.ExplorationStrategy attribute) encode() (kernelfoundry.eval_pipeline.task.Task method) (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) end (kernelfoundry.algorithm.utils.code_editing.CodeEditCommand attribute) end_marker() (kernelfoundry.eval_pipeline.profiler_command.OCLUnitrace method) (kernelfoundry.eval_pipeline.profiler_command.Profiler method) (kernelfoundry.eval_pipeline.profiler_command.VTune method) env_vars() (kernelfoundry.eval_pipeline.profiler_command.Profiler method) (kernelfoundry.eval_pipeline.profiler_command.Unitrace method) (kernelfoundry.eval_pipeline.profiler_command.VTune method) error (kernelfoundry.algorithm.schemas.CompilationResult attribute) esimd_opt (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile attribute) EsimdOptLevel (class in kernelfoundry.algorithm.prompts.optimization_aware) estimate_combined_gradient() (kernelfoundry.algorithm.qd_gradient.GradientEstimator method) estimate_exploration_gradient() (kernelfoundry.algorithm.qd_gradient.GradientEstimator method) estimate_fitness_gradient() (kernelfoundry.algorithm.qd_gradient.GradientEstimator method)

estimate_improvement_rate_gradient() (kernelfoundry.algorithm.qd_gradient.GradientEstimator method) eval_log (kernelfoundry.algorithm.schemas.EvalResult attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) eval_worker_info (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) EvalResult (class in kernelfoundry.algorithm.schemas) evolve_block (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) evolve_prompt() (kernelfoundry.algorithm.prompts.meta_prompting.MetaPrompter method) EXPERT (kernelfoundry.algorithm.prompts.optimization_aware.EsimdOptLevel attribute) explain_classification() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationFeatureClassifier class method) EXPLORATION (kernelfoundry.algorithm.qd_gradient.GradientType attribute) ExplorationStrategy (class in kernelfoundry.algorithm.evolve_database_optimization_aware) extra (kernelfoundry.eval_pipeline.database.JobLog attribute) (kernelfoundry.eval_pipeline.database.tables.JobLog attribute) extract_code_blocks() (in module kernelfoundry.algorithm.utils.extract_code) extract_code_flexible() (in module kernelfoundry.algorithm.utils.extract_code) extract_code_from_tags() (in module kernelfoundry.algorithm.utils.extract_code) extract_code_result (kernelfoundry.eval_pipeline.task.Task attribute) extract_cpp_code_heuristic() (in module kernelfoundry.algorithm.utils.extract_code) extract_diffs() (in module kernelfoundry.algorithm.utils.extract_code) extract_first_code() (in module kernelfoundry.algorithm.utils.extract_code) extract_last_code() (in module kernelfoundry.algorithm.utils.extract_code) extract_python_code() (in module kernelfoundry.algorithm.utils.extract_code) extract_result_from_log() (in module kernelfoundry.algorithm.problem_logger)

F

fastp() (in module kernelfoundry.algorithm.utils.score) feedback (kernelfoundry.algorithm.schemas.Program attribute) FeedbackHelper (class in kernelfoundry.algorithm.prompts.feedback_llm) file_path (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) fill_figure_template() (in module kernelfoundry.gui.roofline) find_enclosing_node() (kernelfoundry.algorithm.utils.code_editing.CodeEditing method) find_nodes_by_kind() (kernelfoundry.algorithm.utils.code_editing.CodeEditing method) find_sycl_queue() (kernelfoundry.algorithm.utils.code_editing.CodeEditing method) find_sycl_wait() (kernelfoundry.algorithm.utils.code_editing.CodeEditing method) find_template_parameters() (in module kernelfoundry.eval_pipeline.utils.extract_template_parameters) finished_at (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) fitness (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) FITNESS (kernelfoundry.algorithm.qd_gradient.GradientType attribute) fitness_delta (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) FITNESS_PROPORTIONAL (kernelfoundry.algorithm.evolve_database_optimization_aware.SamplingMethod attribute) flush() (kernelfoundry.algorithm.utils.database_log_handler.DatabaseLogHandler method)

force_evolution() (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager method) force_prompt_evolution() (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin method) force_terminate() (in module kernelfoundry.eval_pipeline.utils.subprocess) format_bytes() (in module kernelfoundry.gui.roofline) format_diff_summary() (in module kernelfoundry.algorithm.utils.extract_code) format_for_prompt() (kernelfoundry.algorithm.schemas.EvalResult method) from_archive() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) from_dict() (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram class method) (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile class method) (kernelfoundry.algorithm.qd_gradient.CellStatistics class method) (kernelfoundry.algorithm.qd_gradient.TransitionRecord class method) (kernelfoundry.algorithm.schemas.Program class method) from_disk() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) from_path() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) from_string() (kernelfoundry.algorithm.prompts.optimization_aware.Backend class method) from_tarball() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) from_zip() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) FUSED (kernelfoundry.algorithm.prompts.optimization_aware.ComputeOptLevel attribute)

G

GENE_BASED (kernelfoundry.algorithm.prompts.meta_prompting.PromptEvolutionMode attribute) GENERALIZE (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptStrategy attribute) generate_hash_id() (kernelfoundry.eval_pipeline.database.tables.Task method) (kernelfoundry.eval_pipeline.database.Task method) generation (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) (kernelfoundry.algorithm.schemas.Program attribute) geometric_mean_speed_ratio_correct_and_faster_only() (in module kernelfoundry.algorithm.utils.score) geometric_mean_speed_ratio_correct_only() (in module kernelfoundry.algorithm.utils.score) get() (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs method) get_all_isas() (in module kernelfoundry.eval_pipeline.utils.hw_datatypes) get_all_programs() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_alu_breakdown_chart_options() (kernelfoundry.gui.roofline.RooflineUtils method) get_archive() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_artifact() (kernelfoundry.algorithm.schemas.Program method) get_available_gpu() (kernelfoundry.algorithm.utils.resource_allocator.ResourceAllocator method) get_available_server() (kernelfoundry.algorithm.utils.resource_allocator.ResourceAllocator method) get_best_directions() (kernelfoundry.algorithm.qd_gradient.CellStatistics method) get_best_program() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_best_program_at_level() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_best_prompt() (kernelfoundry.algorithm.prompts.meta_prompting.HolisticPromptDatabase method) get_best_transition_directions() (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) get_best_transition_directions_from_parent() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_block() (in module kernelfoundry.eval_pipeline.utils.custom_task_helper) get_cell_statistics() (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) get_cell_transition_info() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_chart_options() (kernelfoundry.gui.roofline.RooflineUtils static method) get_chart_options_for_kernel() (kernelfoundry.gui.roofline.RooflineUtils static method) get_code_hash() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) get_compute_optimization_instructions() (in module kernelfoundry.algorithm.prompts.optimization_aware) get_config() (in module kernelfoundry.eval_pipeline.utils.custom_task_helper) get_container_runtime() (in module kernelfoundry.eval_pipeline.utils.container) get_cpu_isas() (in module kernelfoundry.eval_pipeline.utils.hw_datatypes) get_datatype_support() (in module kernelfoundry.eval_pipeline.utils.hw_datatypes) get_default_evolvable_regions() (in module kernelfoundry.algorithm.prompts.meta_prompting) get_default_image() (kernelfoundry.eval_pipeline.utils.container.ContainerRuntime method) get_device_name_by_pci_address() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_eval_status() (kernelfoundry.algorithm.schemas.EvalResult static method) get_evolvable_content() (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager method) (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram method) (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin method) get_examples() (kernelfoundry.algorithm.prompts.prompt_constructor.PromptConstructor method) get_explicit_simd_instructions() (in module kernelfoundry.algorithm.prompts.optimization_aware) get_feedback() (kernelfoundry.algorithm.prompts.feedback_llm.FeedbackHelper method) get_full_count() (in module kernelfoundry.gui.job_logs) get_git_commit_hash() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_gpu_isas() (in module kernelfoundry.eval_pipeline.utils.hw_datatypes) get_gradient() (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) get_gradient_at_coords() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_gradient_weighted_sampling_probabilities() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_grid_statistics() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_higher_optimization_programs() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_icpx_version() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_id_by_uuid() (in module kernelfoundry.gui.utils) get_id_to_name_mapping() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) get_igc_revision() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_image() (kernelfoundry.eval_pipeline.utils.container.ContainerRuntime method) get_intel_cpu_name() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_isas_supporting_datatype() (in module kernelfoundry.eval_pipeline.utils.hw_datatypes) get_job_is_validate() (in module kernelfoundry.gui.utils) get_job_logs_by_job_id() (in module kernelfoundry.gui.utils) get_jobs() (in module kernelfoundry.gui.utils) get_jobs_by_op() (in module kernelfoundry.gui.utils) get_jobs_by_user() (in module kernelfoundry.gui.utils) get_kernel_by_id() (in module kernelfoundry.gui.utils) get_kernelbench_subset() (in module kernelfoundry.algorithm.utils.kernelbench_dataset)

get_kernelbench_task_id() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) get_kernels_by_job_id() (in module kernelfoundry.gui.utils) get_kernels_by_op_and_run() (in module kernelfoundry.gui.utils) get_machine_gpu_arch() (kernelfoundry.custom_test.TestBase static method) (kernelfoundry.test_base.TestBase static method) (kernelfoundry.TestBase static method) get_main_score() (in module kernelfoundry.algorithm.evolve_database_optimization_aware) get_matched_patterns() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationFeatureClassifier class method) get_median_row() (in module kernelfoundry.eval_pipeline.utils.performance_analysis) get_median_row_for_each_kernel() (kernelfoundry.gui.roofline.RooflineUtils static method) get_memory_optimization_instructions() (in module kernelfoundry.algorithm.prompts.optimization_aware) get_mutation_hints() (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) get_mutation_hints_for_parent() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_neo_revision() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_node_str() (kernelfoundry.algorithm.utils.code_editing.CodeEditing method) get_nvcc_version() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_nvidia_compute_capabilities() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_nvidia_gpu_name() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_ocl_driver_version() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_op_names() (in module kernelfoundry.gui.utils) get_optimization_guidance_for_parent() (in module kernelfoundry.algorithm.prompts.optimization_aware) get_optimization_taxonomy_prompt() (in module kernelfoundry.algorithm.prompts.optimization_aware) get_parallelism_optimization_instructions() (in module kernelfoundry.algorithm.prompts.optimization_aware) get_parent_optimization_profile() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_problem_list_by_level() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) get_profiler_data_reference_by_job_id() (in module kernelfoundry.gui.utils) get_profiler_feedback_class() (in module kernelfoundry.eval_pipeline.profiler_feedback) get_profilers() (in module kernelfoundry.eval_pipeline.profiler_command) get_prompt_evolution_statistics() (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin method) get_prompt_for_evolution() (kernelfoundry.algorithm.prompts.meta_prompting.HolisticPromptDatabase method) get_recent_transitions() (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) get_reference_language_for_profiling() (in module kernelfoundry.eval_pipeline.profiler_feedback) get_robust_kbench_task_list() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) get_roofline_points() (in module kernelfoundry.eval_pipeline.utils.performance_analysis) get_roofs() (in module kernelfoundry.eval_pipeline.utils.performance_analysis) get_row_with_closest_metric() (in module kernelfoundry.eval_pipeline.utils.performance_analysis) get_rows() (in module kernelfoundry.gui.job_logs) get_run_cmd() (kernelfoundry.eval_pipeline.utils.container.ContainerRuntime method) get_sampling_weights() (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) get_statistics() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) (kernelfoundry.algorithm.prompts.meta_prompting.HolisticPromptDatabase method) (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager method) (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) get_status() (kernelfoundry.algorithm.schemas.EvalResult method) get_status_from_logs() (in module kernelfoundry.gui.job_logs) get_supported_datatypes() (in module kernelfoundry.eval_pipeline.utils.hw_datatypes) get_system_prompt() (in module kernelfoundry.algorithm.prompts.prompt_constructor) get_task_by_id() (in module kernelfoundry.gui.utils) get_test_names() (in module kernelfoundry.eval_pipeline.utils.custom_task_helper) get_timing_stats() (in module kernelfoundry.algorithm.utils.score) get_top_programs() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_torch_version() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_total_jobs() (in module kernelfoundry.gui.utils) get_total_jobs_by_user() (in module kernelfoundry.gui.utils) get_total_system_memory_kb() (in module kernelfoundry.eval_pipeline.utils.sysinfo) get_transition_statistics() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_underexplored_regions() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) get_vtune_alu_bar_chart_options() (kernelfoundry.gui.roofline.RooflineUtils static method) get_worker_info() (in module kernelfoundry.eval_pipeline.utils.sysinfo) gpu_arch (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) GPU_MEMORY_BYTE_READ (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) GPU_MEMORY_BYTE_WRITE (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) gradient_to_mutation_hints() (kernelfoundry.algorithm.qd_gradient.GradientEstimator method) GradientEstimator (class in kernelfoundry.algorithm.qd_gradient) GradientType (class in kernelfoundry.algorithm.qd_gradient)

H

hardware (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) hardware_id (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareInfo attribute) HardwareInfo (class in kernelfoundry.eval_pipeline.utils.hardware_info) HardwareRoofs (class in kernelfoundry.eval_pipeline.utils.hardware_info) has_build_step (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) (kernelfoundry.eval_pipeline.task.Task attribute) has_reference_build_step (kernelfoundry.eval_pipeline.task.Task attribute) has_tensor_cores (kernelfoundry.algorithm.prompts.optimization_aware.Backend property) HIERARCHICAL (kernelfoundry.algorithm.prompts.optimization_aware.ParallelismOptLevel attribute) HOLISTIC (kernelfoundry.algorithm.prompts.meta_prompting.PromptEvolutionMode attribute) (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMode attribute)

HolisticPromptDatabase (class in kernelfoundry.algorithm.prompts.meta_prompting) hostname (kernelfoundry.eval_pipeline.database.JobLog attribute) (kernelfoundry.eval_pipeline.database.tables.JobLog attribute) HYBRID (kernelfoundry.algorithm.prompts.meta_prompting.PromptEvolutionMode attribute) hyperparameters_buildtime (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) (kernelfoundry.eval_pipeline.task.Task attribute) hyperparameters_runtime (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) (kernelfoundry.eval_pipeline.task.Task attribute)

I

IcpxCompiler (class in kernelfoundry.compiler) id (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) (kernelfoundry.algorithm.schemas.Program attribute) (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.JobLog attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) (kernelfoundry.eval_pipeline.database.tables.JobLog attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) idx (kernelfoundry.algorithm.schemas.CompilationResult attribute) Image (class in kernelfoundry.eval_pipeline.utils.container) IMPROVE (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptStrategy attribute) improve_over_compile (kernelfoundry.algorithm.schemas.EvalResult attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) improve_over_native (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) IMPROVEMENT (kernelfoundry.algorithm.qd_gradient.TransitionOutcome attribute) IMPROVEMENT_RATE (kernelfoundry.algorithm.qd_gradient.GradientType attribute)

improvement_rate_in (kernelfoundry.algorithm.qd_gradient.CellStatistics property) improvement_rate_out (kernelfoundry.algorithm.qd_gradient.CellStatistics property) improvements_from (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) improvements_to (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) increase_island_counter_and_switch() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) increment_island_generation() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) index_level_0 (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) InferenceServer (class in kernelfoundry.algorithm.inference_server) init() (in module kernelfoundry.eval_pipeline.database) (kernelfoundry.eval_pipeline.tasks.task_runner.TaskRunner class method) init_pytorch_functionals() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) initialize_or_load_results() (in module kernelfoundry.algorithm.problem_logger) input_code (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) input_language (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) integrate_prompt_evolution_with_controller() (in module kernelfoundry.algorithm.prompts.prompt_evolution_integration) is_empty() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) is_high_opt (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile property) is_improvement (kernelfoundry.algorithm.qd_gradient.TransitionRecord property) is_program0 (kernelfoundry.algorithm.schemas.Program attribute) is_templated (kernelfoundry.algorithm.schemas.Program attribute) iteration (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) iteration_found (kernelfoundry.algorithm.schemas.Program attribute)

J

Job (class in kernelfoundry.eval_pipeline.database) (class in kernelfoundry.eval_pipeline.database.tables) job_id (kernelfoundry.eval_pipeline.database.JobLog attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.JobLog attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute)

job_logs_detail_page() (in module kernelfoundry.gui.job_logs) job_logs_main_page() (in module kernelfoundry.gui.job_logs) job_name (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) JobLog (class in kernelfoundry.eval_pipeline.database) (class in kernelfoundry.eval_pipeline.database.tables)

K

Kernel (class in kernelfoundry.eval_pipeline.database) (class in kernelfoundry.eval_pipeline.database.tables) kernel_code (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) kernel_detail_page() (in module kernelfoundry.gui.kernel_detail) kernel_exec_result (kernelfoundry.algorithm.schemas.CompilationResult attribute) (kernelfoundry.algorithm.schemas.Program attribute) kernel_feedback() (kernelfoundry.eval_pipeline.profiler_feedback.NCUProfilerFeedback method) kernel_graph_page() (in module kernelfoundry.gui.kernel_graph) kernel_id_runtime() (kernelfoundry.eval_pipeline.profiler_feedback.NCUProfilerFeedback method) kernel_uuid (kernelfoundry.eval_pipeline.database.JobLog attribute) (kernelfoundry.eval_pipeline.database.tables.JobLog attribute) kernelbench_reference_to_custom_task() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) kernelfoundry module kernelfoundry.algorithm module kernelfoundry.algorithm.answer_processor module kernelfoundry.algorithm.evolve_database_optimization_aware module kernelfoundry.algorithm.inference_server module kernelfoundry.algorithm.problem_logger module kernelfoundry.algorithm.prompts module kernelfoundry.algorithm.prompts.feedback_llm module kernelfoundry.algorithm.prompts.languages module kernelfoundry.algorithm.prompts.meta_prompting module kernelfoundry.algorithm.prompts.optimization_aware module kernelfoundry.algorithm.prompts.prompt_constructor module kernelfoundry.algorithm.prompts.prompt_evolution_integration module kernelfoundry.algorithm.prompts.template_manager module kernelfoundry.algorithm.qd_gradient module kernelfoundry.algorithm.schemas module kernelfoundry.algorithm.utils module kernelfoundry.algorithm.utils.code_editing module kernelfoundry.algorithm.utils.database_log_handler module kernelfoundry.algorithm.utils.extract_code module kernelfoundry.algorithm.utils.kernelbench_dataset module kernelfoundry.algorithm.utils.load_from_db module kernelfoundry.algorithm.utils.map_elites_patterns module kernelfoundry.algorithm.utils.resource_allocator module kernelfoundry.algorithm.utils.score module kernelfoundry.algorithm.utils.validation_logs module kernelfoundry.compiler module kernelfoundry.conftest module kernelfoundry.custom_test module kernelfoundry.eval_pipeline module kernelfoundry.eval_pipeline.celery_app module kernelfoundry.eval_pipeline.database module kernelfoundry.eval_pipeline.database.tables module kernelfoundry.eval_pipeline.profiler_command module

kernelfoundry.eval_pipeline.profiler_feedback module kernelfoundry.eval_pipeline.task module kernelfoundry.eval_pipeline.tasks module kernelfoundry.eval_pipeline.tasks.build_custom_task module kernelfoundry.eval_pipeline.tasks.build_custom_task_target module kernelfoundry.eval_pipeline.tasks.build_image module kernelfoundry.eval_pipeline.tasks.pull_image module kernelfoundry.eval_pipeline.tasks.task_logger module kernelfoundry.eval_pipeline.tasks.task_runner module kernelfoundry.eval_pipeline.tasks.test_custom_task module kernelfoundry.eval_pipeline.tasks.test_sleep module kernelfoundry.eval_pipeline.utils module kernelfoundry.eval_pipeline.utils.container module kernelfoundry.eval_pipeline.utils.custom_task_helper module kernelfoundry.eval_pipeline.utils.env_helper module kernelfoundry.eval_pipeline.utils.extract_template_parameters module kernelfoundry.eval_pipeline.utils.gpu_specs module kernelfoundry.eval_pipeline.utils.hardware_info module kernelfoundry.eval_pipeline.utils.hw_datatypes module kernelfoundry.eval_pipeline.utils.memory_file_map module kernelfoundry.eval_pipeline.utils.performance module kernelfoundry.eval_pipeline.utils.performance_analysis module kernelfoundry.eval_pipeline.utils.subprocess module kernelfoundry.eval_pipeline.utils.sysinfo module kernelfoundry.eval_pipeline.utils.tmp_dir module kernelfoundry.gui module kernelfoundry.gui.job_logs module kernelfoundry.gui.kernel_detail module kernelfoundry.gui.kernel_graph module kernelfoundry.gui.perfetto module kernelfoundry.gui.roofline module kernelfoundry.gui.utils module kernelfoundry.mcp_server module kernelfoundry.mcp_server.server module kernelfoundry.test_base module kernelfoundry.testing module kernelfoundry.utils module kernelfoundry.utils.performance module kernelfoundry.utils.sysinfo module keywords (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute)

L

language (kernelfoundry.algorithm.schemas.Program attribute) (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) language_model (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) last_update (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) level (kernelfoundry.eval_pipeline.database.JobLog attribute) (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) (kernelfoundry.eval_pipeline.database.tables.JobLog attribute) Level_ID (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) list_files() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) llm_server (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin attribute) LLMEnsemble (class in kernelfoundry.algorithm.inference_server) load() (kernelfoundry.algorithm.prompts.meta_prompting.HolisticPromptDatabase class method) (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager method)

load_all_programs_from_runs() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) load_best_kernel() (in module kernelfoundry.algorithm.utils.load_from_db) load_checkpoint() (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) load_database() (in module kernelfoundry.algorithm.utils.load_from_db) load_jobs() (in module kernelfoundry.gui.job_logs) load_kernel_from_other_run() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) load_kernelbench_task() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) load_kernelbench_task_from_csv() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) load_kernelbench_task_from_db() (in module kernelfoundry.algorithm.utils.kernelbench_dataset) load_parent_and_get_feedback() (kernelfoundry.algorithm.prompts.feedback_llm.FeedbackHelper method) load_vector_add_example() (kernelfoundry.algorithm.prompts.prompt_constructor.PromptConstructor method) log_eval_results() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) log_island_status() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) log_llm_messages() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) log_prompt_list() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) log_result() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) log_task_msg() (in module kernelfoundry.eval_pipeline.tasks.task_logger) LOW_QUALITY (kernelfoundry.algorithm.evolve_database_optimization_aware.ExplorationStrategy attribute)

M

main() (in module kernelfoundry.eval_pipeline.tasks.build_custom_task_target) (in module kernelfoundry.mcp_server.server) max (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) mean (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) mean_child_score (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram property) measure_runtime() (in module kernelfoundry.conftest) (in module kernelfoundry.eval_pipeline.utils.performance) measure_runtime_torch() (in module kernelfoundry.conftest) (in module kernelfoundry.eval_pipeline.utils.performance) MEM_PAIRS (kernelfoundry.gui.roofline.RooflineUtils attribute) memory_opt (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile attribute) MemoryFileMap (class in kernelfoundry.eval_pipeline.utils.memory_file_map) MemoryOptLevel (class in kernelfoundry.algorithm.prompts.optimization_aware) merge() (kernelfoundry.eval_pipeline.task.ProcessResult class method) (kernelfoundry.eval_pipeline.task.TestResult class method) message (kernelfoundry.eval_pipeline.database.JobLog attribute) (kernelfoundry.eval_pipeline.database.tables.JobLog attribute) (kernelfoundry.eval_pipeline.task.ProcessResult attribute) meta_prompting_enabled (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin property) metadata (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) (kernelfoundry.algorithm.schemas.EvalResult attribute) (kernelfoundry.algorithm.schemas.Program attribute) (kernelfoundry.eval_pipeline.database.tables.Base attribute) MetaPrompter (class in kernelfoundry.algorithm.prompts.meta_prompting) MetaPromptingManager (class in kernelfoundry.algorithm.prompts.meta_prompting) MetaPromptStrategy (class in kernelfoundry.algorithm.prompts.meta_prompting) metrics (kernelfoundry.algorithm.schemas.Program attribute) migrate_programs() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) min (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) MIN_VALUE (kernelfoundry.gui.roofline.RooflineUtils attribute) model_config (kernelfoundry.algorithm.schemas.EvalResult attribute) MODEL_RUN_LOOP_EVENT_PREFIX (kernelfoundry.eval_pipeline.profiler_feedback.UnitraceProfilerFeedback attribute) module kernelfoundry kernelfoundry.algorithm kernelfoundry.algorithm.answer_processor kernelfoundry.algorithm.evolve_database_optimization_aware kernelfoundry.algorithm.inference_server kernelfoundry.algorithm.problem_logger kernelfoundry.algorithm.prompts kernelfoundry.algorithm.prompts.feedback_llm kernelfoundry.algorithm.prompts.languages kernelfoundry.algorithm.prompts.meta_prompting kernelfoundry.algorithm.prompts.optimization_aware kernelfoundry.algorithm.prompts.prompt_constructor kernelfoundry.algorithm.prompts.prompt_evolution_integration kernelfoundry.algorithm.prompts.template_manager kernelfoundry.algorithm.qd_gradient kernelfoundry.algorithm.schemas kernelfoundry.algorithm.utils kernelfoundry.algorithm.utils.code_editing kernelfoundry.algorithm.utils.database_log_handler kernelfoundry.algorithm.utils.extract_code kernelfoundry.algorithm.utils.kernelbench_dataset kernelfoundry.algorithm.utils.load_from_db kernelfoundry.algorithm.utils.map_elites_patterns kernelfoundry.algorithm.utils.resource_allocator kernelfoundry.algorithm.utils.score kernelfoundry.algorithm.utils.validation_logs kernelfoundry.compiler kernelfoundry.conftest kernelfoundry.custom_test kernelfoundry.eval_pipeline kernelfoundry.eval_pipeline.celery_app kernelfoundry.eval_pipeline.database kernelfoundry.eval_pipeline.database.tables kernelfoundry.eval_pipeline.profiler_command kernelfoundry.eval_pipeline.profiler_feedback kernelfoundry.eval_pipeline.task kernelfoundry.eval_pipeline.tasks kernelfoundry.eval_pipeline.tasks.build_custom_task kernelfoundry.eval_pipeline.tasks.build_custom_task_target kernelfoundry.eval_pipeline.tasks.build_image kernelfoundry.eval_pipeline.tasks.pull_image kernelfoundry.eval_pipeline.tasks.task_logger kernelfoundry.eval_pipeline.tasks.task_runner kernelfoundry.eval_pipeline.tasks.test_custom_task kernelfoundry.eval_pipeline.tasks.test_sleep kernelfoundry.eval_pipeline.utils kernelfoundry.eval_pipeline.utils.container kernelfoundry.eval_pipeline.utils.custom_task_helper kernelfoundry.eval_pipeline.utils.env_helper kernelfoundry.eval_pipeline.utils.extract_template_parameters kernelfoundry.eval_pipeline.utils.gpu_specs kernelfoundry.eval_pipeline.utils.hardware_info kernelfoundry.eval_pipeline.utils.hw_datatypes kernelfoundry.eval_pipeline.utils.memory_file_map kernelfoundry.eval_pipeline.utils.performance kernelfoundry.eval_pipeline.utils.performance_analysis kernelfoundry.eval_pipeline.utils.subprocess kernelfoundry.eval_pipeline.utils.sysinfo kernelfoundry.eval_pipeline.utils.tmp_dir kernelfoundry.gui kernelfoundry.gui.job_logs kernelfoundry.gui.kernel_detail kernelfoundry.gui.kernel_graph kernelfoundry.gui.perfetto kernelfoundry.gui.roofline kernelfoundry.gui.utils kernelfoundry.mcp_server kernelfoundry.mcp_server.server kernelfoundry.test_base kernelfoundry.testing kernelfoundry.utils kernelfoundry.utils.performance kernelfoundry.utils.sysinfo

MULTI_LEVEL (kernelfoundry.algorithm.prompts.optimization_aware.MemoryOptLevel attribute) MULTI_PASS (kernelfoundry.algorithm.prompts.optimization_aware.ComputeOptLevel attribute) mutation_hint (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute)

N

NAIVE (kernelfoundry.algorithm.prompts.optimization_aware.MemoryOptLevel attribute) name (kernelfoundry.eval_pipeline.profiler_command.NCU property) (kernelfoundry.eval_pipeline.profiler_command.Profiler property) (kernelfoundry.eval_pipeline.profiler_command.Unitrace property) (kernelfoundry.eval_pipeline.profiler_command.VTune property) (kernelfoundry.eval_pipeline.profiler_feedback.NCUProfilerFeedback property) (kernelfoundry.eval_pipeline.profiler_feedback.OCLUnitraceProfilerFeedback property) (kernelfoundry.eval_pipeline.profiler_feedback.ProfilerFeedback property) (kernelfoundry.eval_pipeline.profiler_feedback.UnitraceProfilerFeedback property) (kernelfoundry.eval_pipeline.profiler_feedback.VTuneProfilerFeedback property)

NCU (class in kernelfoundry.eval_pipeline.profiler_command) NCUProfilerFeedback (class in kernelfoundry.eval_pipeline.profiler_feedback) NEUTRAL (kernelfoundry.algorithm.qd_gradient.TransitionOutcome attribute) next_island() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) num_trials (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute)

O

OCLUnitrace (class in kernelfoundry.eval_pipeline.profiler_command) OCLUnitraceProfilerFeedback (class in kernelfoundry.eval_pipeline.profiler_feedback) on_request() (in module kernelfoundry.gui.job_logs) Op_ID (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) open() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) OPENCL (kernelfoundry.algorithm.prompts.optimization_aware.Backend attribute) OPS_PER_INST_FP16 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) OPS_PER_INST_FP32 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) OPS_PER_INST_FP64 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) optimization_profile (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute)

OptimizationAwareDatabase (class in kernelfoundry.algorithm.evolve_database_optimization_aware) OptimizationFeatureClassifier (class in kernelfoundry.algorithm.evolve_database_optimization_aware) OptimizationProfile (class in kernelfoundry.algorithm.prompts.optimization_aware) OPTIMIZED (kernelfoundry.algorithm.prompts.optimization_aware.EsimdOptLevel attribute) origin (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) outcome (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) output_code (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) output_data (kernelfoundry.eval_pipeline.task.ProcessResult attribute) output_language (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute)

P

parallelism_opt (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile attribute) ParallelismOptLevel (class in kernelfoundry.algorithm.prompts.optimization_aware) parent_coords (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) parent_fitness (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) parent_id (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) (kernelfoundry.algorithm.schemas.Program attribute) parent_uuid (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) parse_llm_full_response() (in module kernelfoundry.algorithm.prompts.optimization_aware) parse_llm_optimization_response() (in module kernelfoundry.algorithm.prompts.optimization_aware) patch() (in module kernelfoundry.gui.perfetto) patch_html() (in module kernelfoundry.gui.perfetto) perf_score (kernelfoundry.algorithm.schemas.EvalResult attribute) performance_result (kernelfoundry.eval_pipeline.task.TestResult attribute) platform (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) Podman (class in kernelfoundry.eval_pipeline.utils.container) populate_kernel_from_exec_result() (kernelfoundry.algorithm.schemas.Program static method) prepare() (kernelfoundry.eval_pipeline.profiler_command.OCLUnitrace method) (kernelfoundry.eval_pipeline.profiler_command.Profiler method) print_ast() (kernelfoundry.algorithm.utils.code_editing.CodeEditing method) print_info() (kernelfoundry.eval_pipeline.task.Task method) print_nodes() (kernelfoundry.algorithm.utils.code_editing.CodeEditing method) print_support_matrix() (in module kernelfoundry.eval_pipeline.utils.hw_datatypes) ProblemLogger (class in kernelfoundry.algorithm.problem_logger) ProcessResult (class in kernelfoundry.eval_pipeline.task) profile_store() (in module kernelfoundry.conftest) profile_tests (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) (kernelfoundry.eval_pipeline.task.Task attribute)

Profiler (class in kernelfoundry.eval_pipeline.profiler_command) profiler_data (kernelfoundry.algorithm.schemas.EvalResult attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) profiler_data_detail (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) profiler_data_detail_reference (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) profiler_data_reference (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) profiler_session() (in module kernelfoundry.eval_pipeline.utils.performance) profiler_test_label() (in module kernelfoundry.conftest) ProfilerFeedback (class in kernelfoundry.eval_pipeline.profiler_feedback) Program (class in kernelfoundry.algorithm.schemas) progress (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) prompt (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) prompt_evolution_enabled (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin property) prompt_evolution_mode (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin property) PromptConstructor (class in kernelfoundry.algorithm.prompts.prompt_constructor) PromptEvolutionMixin (class in kernelfoundry.algorithm.prompts.prompt_evolution_integration) PromptEvolutionMode (class in kernelfoundry.algorithm.prompts.meta_prompting) (class in kernelfoundry.algorithm.prompts.prompt_evolution_integration) PromptProgram (class in kernelfoundry.algorithm.prompts.meta_prompting) pull_image() (in module kernelfoundry.eval_pipeline.tasks.pull_image) (kernelfoundry.eval_pipeline.tasks.task_runner.TaskRunner class method) (kernelfoundry.eval_pipeline.utils.container.ContainerRuntime method) push() (kernelfoundry.eval_pipeline.utils.container.Image method) pytest_addoption() (in module kernelfoundry.conftest) pytest_configure() (in module kernelfoundry.conftest)

R

Rag (class in kernelfoundry.eval_pipeline.database) (class in kernelfoundry.eval_pipeline.database.tables) raw_llm_code (kernelfoundry.algorithm.schemas.Program attribute) read_from_prior_run() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) read_metrics() (kernelfoundry.gui.roofline.RooflineUtils static method) read_output() (kernelfoundry.eval_pipeline.profiler_command.NCU method) (kernelfoundry.eval_pipeline.profiler_command.Profiler method) (kernelfoundry.eval_pipeline.profiler_command.Unitrace method) (kernelfoundry.eval_pipeline.profiler_command.VTune method) read_prior_gen_code() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) read_prior_stdout() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) record_transition() (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) reference_block (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) refresh_diversity_reference() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) registry (kernelfoundry.eval_pipeline.database.tables.Base attribute) REGRESSION (kernelfoundry.algorithm.qd_gradient.TransitionOutcome attribute) release_gpu() (kernelfoundry.algorithm.utils.resource_allocator.ResourceAllocator method) release_server() (kernelfoundry.algorithm.utils.resource_allocator.ResourceAllocator method) remove_code_block_header() (in module kernelfoundry.algorithm.utils.extract_code) remove_root_dir() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) render_kernel_charts_section() (in module kernelfoundry.gui.roofline) replace_function_calls() (in module kernelfoundry.algorithm.utils.extract_code)

replace_keywords_by_documentation() (kernelfoundry.algorithm.prompts.feedback_llm.DocumentationHandler method) replace_node_with_str() (kernelfoundry.algorithm.utils.code_editing.CodeEditing static method) replace_queue_with_torch_queue_and_remove_wait() (kernelfoundry.algorithm.utils.code_editing.CodeEditing method) replacement (kernelfoundry.algorithm.utils.code_editing.CodeEditCommand attribute) report_fitness() (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager method) report_prompt_fitness() (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin method) reserve_gpu() (kernelfoundry.algorithm.utils.resource_allocator.ResourceAllocator method) reserve_server() (kernelfoundry.algorithm.utils.resource_allocator.ResourceAllocator method) ResourceAllocator (class in kernelfoundry.algorithm.utils.resource_allocator) result (kernelfoundry.eval_pipeline.task.BuildResult attribute) results_per_gpu (kernelfoundry.eval_pipeline.task.TestResult attribute) returncode (kernelfoundry.eval_pipeline.task.ProcessResult attribute) robust_subprocess_run() (in module kernelfoundry.eval_pipeline.utils.subprocess) roofline_page() (in module kernelfoundry.gui.roofline) RooflineUtils (class in kernelfoundry.gui.roofline) roofs (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareInfo attribute) run_cmd() (kernelfoundry.eval_pipeline.utils.container.Image method) runtime (kernelfoundry.algorithm.schemas.EvalResult attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) runtime_improvement (kernelfoundry.algorithm.schemas.EvalResult attribute) runtime_stats (kernelfoundry.algorithm.schemas.EvalResult attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute)

S

safe_copy_env() (in module kernelfoundry.eval_pipeline.utils.env_helper) sample() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) (kernelfoundry.algorithm.prompts.meta_prompting.HolisticPromptDatabase method) sample_evolved_prompt() (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin method) sample_prompt() (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager method) SamplingMethod (class in kernelfoundry.algorithm.evolve_database_optimization_aware) save() (kernelfoundry.algorithm.prompts.meta_prompting.HolisticPromptDatabase method) (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager method) save_checkpoint() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) save_diffs() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) save_gen_kernel() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) save_gen_kernel_w_version() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) save_grid_visualization() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) save_prompt_evolution_state() (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin method) save_stdout() (kernelfoundry.algorithm.problem_logger.ProblemLogger method) score (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) select_best_solution() (in module kernelfoundry.algorithm.utils.score) set_llm_server() (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptingManager method) set_output_dir() (kernelfoundry.algorithm.qd_gradient.TransitionTracker method) setup() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) setup_prompt_evolution() (kernelfoundry.algorithm.prompts.prompt_evolution_integration.PromptEvolutionMixin method) shorten_fn_name() (kernelfoundry.gui.roofline.RooflineUtils static method)

should_migrate() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) SIMPLIFY (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptStrategy attribute) size_from_runtime() (in module kernelfoundry.gui.kernel_graph) SLM_BYTE_READ (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) SLM_BYTE_WRITE (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) SLM_CACHED (kernelfoundry.algorithm.prompts.optimization_aware.MemoryOptLevel attribute) source_code (kernelfoundry.algorithm.utils.code_editing.CodeEditing property) SPECIALIZE (kernelfoundry.algorithm.prompts.meta_prompting.MetaPromptStrategy attribute) specs_dict (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareInfo attribute) start (kernelfoundry.algorithm.utils.code_editing.CodeEditCommand attribute) started_at (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) status (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) std (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) stderr (kernelfoundry.eval_pipeline.task.ProcessResult attribute) stdout (kernelfoundry.eval_pipeline.task.ProcessResult attribute) STREAMING (kernelfoundry.algorithm.prompts.optimization_aware.ComputeOptLevel attribute) SUBGROUP (kernelfoundry.algorithm.prompts.optimization_aware.ParallelismOptLevel attribute) sum_fitness_delta_in (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) sum_fitness_delta_out (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) supports_explicit_simd (kernelfoundry.algorithm.prompts.optimization_aware.Backend property) SYCL (kernelfoundry.algorithm.prompts.optimization_aware.Backend attribute)

T

Task (class in kernelfoundry.eval_pipeline.database) (class in kernelfoundry.eval_pipeline.database.tables) (class in kernelfoundry.eval_pipeline.task) task (kernelfoundry.algorithm.schemas.Program attribute) task_data (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) (kernelfoundry.eval_pipeline.task.Task attribute) task_id (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) task_name (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.BaselineTime attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Rag attribute) (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) task_origin (kernelfoundry.eval_pipeline.database.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Job attribute) (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) TaskRunner (class in kernelfoundry.eval_pipeline.tasks.task_runner) template_args_wrapper() (in module kernelfoundry.conftest) template_overrides (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) template_parameter_combinations (kernelfoundry.algorithm.schemas.Program attribute) template_results (kernelfoundry.algorithm.schemas.EvalResult attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) TemplateManager (class in kernelfoundry.algorithm.prompts.template_manager) TemporaryDirectory (class in kernelfoundry.eval_pipeline.utils.tmp_dir) test_custom_task() (in module kernelfoundry.eval_pipeline.tasks.test_custom_task) (kernelfoundry.eval_pipeline.tasks.task_runner.TaskRunner class method) test_result (kernelfoundry.eval_pipeline.task.Task attribute) test_result_reference (kernelfoundry.eval_pipeline.task.Task attribute) test_sleep() (in module kernelfoundry.eval_pipeline.tasks.test_sleep) (kernelfoundry.eval_pipeline.tasks.task_runner.TaskRunner class method)

TestBase (class in kernelfoundry) (class in kernelfoundry.custom_test) (class in kernelfoundry.test_base) TestResult (class in kernelfoundry.eval_pipeline.task) THREAD_ONLY (kernelfoundry.algorithm.prompts.optimization_aware.ParallelismOptLevel attribute) timestamp (kernelfoundry.algorithm.qd_gradient.TransitionRecord attribute) (kernelfoundry.algorithm.schemas.Program attribute) (kernelfoundry.eval_pipeline.database.JobLog attribute) (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.JobLog attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) to_database_task() (kernelfoundry.eval_pipeline.task.Task method) to_dict() (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram method) (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile method) (kernelfoundry.algorithm.qd_gradient.CellStatistics method) (kernelfoundry.algorithm.qd_gradient.TransitionRecord method) (kernelfoundry.algorithm.schemas.EvalResult method) (kernelfoundry.algorithm.schemas.Program method) to_disk() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) to_tarball() (kernelfoundry.eval_pipeline.utils.memory_file_map.MemoryFileMap method) torch_profile() (in module kernelfoundry.conftest) TorchCompiler (class in kernelfoundry.compiler) total_arrivals (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) total_departures (kernelfoundry.algorithm.qd_gradient.CellStatistics attribute) total_level (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile property) trace_results (kernelfoundry.eval_pipeline.task.TestResult attribute) traceviewer() (in module kernelfoundry.gui.perfetto) transition_vector (kernelfoundry.algorithm.qd_gradient.TransitionRecord property) TransitionOutcome (class in kernelfoundry.algorithm.qd_gradient) TransitionRecord (class in kernelfoundry.algorithm.qd_gradient) TransitionTracker (class in kernelfoundry.algorithm.qd_gradient) translation_unit (kernelfoundry.algorithm.utils.code_editing.CodeEditing property) trial (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) TRITON (kernelfoundry.algorithm.prompts.optimization_aware.Backend attribute) type_annotation_map (kernelfoundry.eval_pipeline.database.tables.Base attribute)

U

UNIFORM (kernelfoundry.algorithm.evolve_database_optimization_aware.SamplingMethod attribute) Unitrace (class in kernelfoundry.eval_pipeline.profiler_command) UnitraceProfilerFeedback (class in kernelfoundry.eval_pipeline.profiler_feedback) update_arrival() (kernelfoundry.algorithm.qd_gradient.CellStatistics method) update_block() (in module kernelfoundry.eval_pipeline.utils.custom_task_helper) update_departure() (kernelfoundry.algorithm.qd_gradient.CellStatistics method) update_fitness() (kernelfoundry.algorithm.prompts.meta_prompting.HolisticPromptDatabase method) (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram method) update_job_progress() (in module kernelfoundry.eval_pipeline.database) update_job_status() (in module kernelfoundry.eval_pipeline.database)

update_Kernel() (kernelfoundry.algorithm.schemas.Program method) update_program_metadata() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) usage_count (kernelfoundry.algorithm.prompts.meta_prompting.PromptProgram attribute) use_islands (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase property) use_reference() (in module kernelfoundry.conftest) user_instructions_block (kernelfoundry.eval_pipeline.database.tables.Task attribute) (kernelfoundry.eval_pipeline.database.Task attribute) uses_esimd (kernelfoundry.algorithm.prompts.optimization_aware.OptimizationProfile property) uuid (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute)

V

validate() (kernelfoundry.custom_test.TestBase static method) (kernelfoundry.eval_pipeline.task.Task method) (kernelfoundry.test_base.TestBase static method) (kernelfoundry.TestBase static method) validate_coordinates_determinism() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method)

version (kernelfoundry.eval_pipeline.database.Kernel attribute) (kernelfoundry.eval_pipeline.database.tables.Kernel attribute) visualize_grid() (kernelfoundry.algorithm.evolve_database_optimization_aware.OptimizationAwareDatabase method) VTune (class in kernelfoundry.eval_pipeline.profiler_command) vtune_counters_to_dataframe() (kernelfoundry.gui.roofline.RooflineUtils static method) VTuneProfilerFeedback (class in kernelfoundry.eval_pipeline.profiler_feedback)

W

with_blocks() (kernelfoundry.eval_pipeline.task.Task method) worker_info (kernelfoundry.algorithm.schemas.CompilationResult attribute) (kernelfoundry.eval_pipeline.task.BuildResult attribute) (kernelfoundry.eval_pipeline.task.TestResult attribute) WORKGROUP (kernelfoundry.algorithm.prompts.optimization_aware.ParallelismOptLevel attribute)

wrap_cmd() (kernelfoundry.eval_pipeline.profiler_command.NCU method) (kernelfoundry.eval_pipeline.profiler_command.OCLUnitrace method) (kernelfoundry.eval_pipeline.profiler_command.Profiler method) (kernelfoundry.eval_pipeline.profiler_command.Unitrace method) (kernelfoundry.eval_pipeline.profiler_command.VTune method) write_trace_and_create_traceviewer_button() (in module kernelfoundry.gui.roofline)

X

XVE_INST_EXECUTED_ALU0_ALL (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_ALU1_ALL (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_ALU2_ALL (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_FP16 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_FP32 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_FP64 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_INT16 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute)

XVE_INST_EXECUTED_INT32 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_INT64 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_MATH (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_XMX_BF16 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_XMX_FP16 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_XMX_INT2 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_XMX_INT4 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute) XVE_INST_EXECUTED_XMX_INT8 (kernelfoundry.eval_pipeline.utils.hardware_info.HardwareRoofs attribute)