diff --git a/termigen_v3/README.md b/termigen_v3/README.md new file mode 100644 index 0000000000000000000000000000000000000000..29a5fdabd1cf0e532f41c551f953fe7f1468c5c7 --- /dev/null +++ b/termigen_v3/README.md @@ -0,0 +1,42 @@ +# TermiGen v3 (partial) + +## Dataset stats + +- **Kept:** 2,493 tasks. +- **Carried forward from v2:** 2,277 tasks. +- **Newly solved:** 216 tasks. +- **New evaluation:** 1,059 previously unsolved tasks selected; 1,012 completed. +- **Recorded attempts:** 2,024 of 2,118 planned. +- **Saved conversations:** 2,024 for the new evaluation. +- **Completed without a success:** 796 tasks. +- **Pending:** 47 tasks, 94 attempts. + +This partial release adds tasks solved by Qwen3.8-27B to [TermiGen v2](../termigen_v2/README.md). It preserves every v2 task and its recorded result columns. The selected cohort comes from the 3,336-task v2 evaluation. Another 131 tasks in the pinned 3,467-task v1 source are outside that cohort and are not added by this release. + +## New evaluation + +Qwen/Qwen3.8-27B in thinking mode, Terminus-2, two attempts per task. Temperature 1.0, top-p 0.95, top-k 20, context 32,768 tokens and maximum output 8,192 tokens. Task CPU, memory and timeout limits are unchanged. Each H200 job uses 32 CPUs with up to four concurrent trials; the serving process has eight sequence slots. + +The new evaluation uses unchanged payloads from `termigen_v1` at revision `5f4179046b9f321b5d0f8b1c534eb6511299e39c`. Contracts and selection provenance are in [metadata](metadata/selection.json). + +| Successful attempts | Completed tasks | +| --- | ---: | +| 0/2 | 796 | +| 1/2 | 74 | +| 2/2 | 142 | + +Among the 1,012 completed tasks, 216 (21.34%) were solved at least once. The full selected cohort's pass@2 is pending because 47 tasks have no results. Missing attempts are not scored as failures. + +Of the recorded attempts, 358 have verifier reward 1, 1,637 have verifier reward 0, and 29 have no verifier reward. The run's `terminal-errors-zero-v2` policy counts those 29 recorded terminal errors as zero while preserving their raw null rewards. All 2,024 have saved conversations. + +## Tasks and traces + +`tasks.parquet` contains the cumulative kept tasks. New columns are `qwen38_attempts`, `qwen38_successes`, `qwen38_missing_attempts` and `qwen38_saved_traces`. Carried-forward tasks outside the new evaluation have zero new attempts and a null new success count. + +`traces/` preserves all 26,688 historical v2 attempts and adds 2,024 new attempts, including failed attempts and excluded tasks. `evaluation_version` identifies v2 versus v3; `retained_v2` preserves historical membership and `retained_v3` identifies current membership. Raw `trajectory` and `result` JSON are included. The 64 missing historical conversations remain identified in v2 data. + +[Trace statistics](trace_stats/README.md) cover only the new Qwen3.8-27B evaluation. See [v2 statistics](../termigen_v2/trace_stats/README.md) for earlier models. [Trace audit](metadata/trace-audit.json) records the 47 tasks awaiting resubmission. + +Not yet checked with the repository-leak checks added on 2026-10-17 (leftover git history and file timestamps that could reveal the solution). + +Runtime: Python 3.12.14, Harbor 0.8.1, vLLM 0.30.0, Apptainer 1.5.4. The new run uses [Marin Harbor `7faf878c14b6`](https://github.com/marin-community/harbor/tree/7faf878c14b6d72737579ec936ebf5f74ba3194d) with the recorded runtime patches. diff --git a/termigen_v3/metadata/inputs.json b/termigen_v3/metadata/inputs.json new file mode 100644 index 0000000000000000000000000000000000000000..ddda586bfd3f10d6b9cfa857e13256efb35aa8ff --- /dev/null +++ b/termigen_v3/metadata/inputs.json @@ -0,0 +1,12 @@ +{ + "source": { + "file": "termigen_v1/tasks.parquet", + "revision": "5f4179046b9f321b5d0f8b1c534eb6511299e39c", + "sha256": "8d8a935d6409bf72fb567d454ce544a1c571365eee5023a44f855279cba1d777" + }, + "v2": { + "file": "termigen_v2/tasks.parquet", + "revision": "31605242e5cfb104b8c28c7b28521297db65e291", + "sha256": "f039c872cc13c12207e45fbe3fca6bf0ac0d093b45f89848fc21e11e7d86cc85" + } +} \ No newline at end of file diff --git a/termigen_v3/metadata/results.json b/termigen_v3/metadata/results.json new file mode 100644 index 0000000000000000000000000000000000000000..01368ac84ac0cc04ad42491185152f9e919158d9 --- /dev/null +++ b/termigen_v3/metadata/results.json @@ -0,0 +1,25 @@ +{ + "tasks": 1059, + "recorded_attempts": 2024, + "saved_traces": 2024, + "retry_tasks": 47, + "retry_attempts": 94, + "no_trace_tasks": 47, + "one_trace_tasks": 0, + "solved_tasks": 216, + "v2_kept": 2277, + "newly_solved": 216, + "kept": 2493, + "source_tasks": 3467, + "completed_unsolved": 796, + "pending_tasks": 47, + "success_distribution": { + "1": 74, + "0": 796, + "2": 142 + }, + "partial": true, + "snapshot_utc": "2026-10-20T19:45:23.785127+00:00", + "previous_evaluation_tasks": 3336, + "outside_previous_evaluation": 131 +} \ No newline at end of file diff --git a/termigen_v3/metadata/run-pilot-acceptance.json b/termigen_v3/metadata/run-pilot-acceptance.json new file mode 100644 index 0000000000000000000000000000000000000000..78e8978014f195bb98b637ae49398ecb02cf1cc9 --- /dev/null +++ b/termigen_v3/metadata/run-pilot-acceptance.json @@ -0,0 +1,15 @@ +{ + "attempts": 8, + "tasks": 4, + "effective_concurrency": 4, + "successes": 0, + "contract_sha256": "95c7bbdfd99c44d6b1977695c12d77a779df7fdb75b8a13db055a521eb94fea9", + "resources": { + "requested_concurrency": 4, + "max_concurrency": 28, + "trial_cpu_budget": 28, + "reserved_cpus_per_trial": 1, + "effective_concurrency": 4, + "static_concurrency": 4 + } +} diff --git a/termigen_v3/metadata/run-preflight.json b/termigen_v3/metadata/run-preflight.json new file mode 100644 index 0000000000000000000000000000000000000000..e1b6c9f754c807bb8ed6d67a7e1f820c7714e29c --- /dev/null +++ b/termigen_v3/metadata/run-preflight.json @@ -0,0 +1,56 @@ +{ + "pilot": { + "contract": "95c7bbdfd99c44d6b1977695c12d77a779df7fdb75b8a13db055a521eb94fea9", + "task_count": 4, + "shards": 1, + "resolved_serving_agent_settings": { + "temperature": 1.0, + "extra_body": { + "top_p": 0.95, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 0.0, + "repetition_penalty": 1.0, + "chat_template_kwargs": { + "enable_thinking": true + } + }, + "max_tokens": 8192, + "model_info": { + "max_input_tokens": 32768, + "input_cost_per_token": 0, + "output_cost_per_token": 0, + "max_output_tokens": 8192 + } + }, + "code_hashes_verified": true, + "upstream_versions_verified": true + }, + "full": { + "contract": "1e406039d1d6cd95340ad320d34bc9f8b9d72c2145568efe19fe579bcf7d2b43", + "task_count": 1055, + "shards": 88, + "resolved_serving_agent_settings": { + "temperature": 1.0, + "extra_body": { + "top_p": 0.95, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 0.0, + "repetition_penalty": 1.0, + "chat_template_kwargs": { + "enable_thinking": true + } + }, + "max_tokens": 8192, + "model_info": { + "max_input_tokens": 32768, + "input_cost_per_token": 0, + "output_cost_per_token": 0, + "max_output_tokens": 8192 + } + }, + "code_hashes_verified": true, + "upstream_versions_verified": true + } +} \ No newline at end of file diff --git a/termigen_v3/metadata/run-selection.json b/termigen_v3/metadata/run-selection.json new file mode 100644 index 0000000000000000000000000000000000000000..317d3d8bd4d2d59bb51fb88e59417688b8fa4247 --- /dev/null +++ b/termigen_v3/metadata/run-selection.json @@ -0,0 +1,22258 @@ +{ + "repo_id": "FWeindel/validated-tasks", + "source_revision": "5f4179046b9f321b5d0f8b1c534eb6511299e39c", + "source_folder": "termigen_v1", + "source_sha256": "8d8a935d6409bf72fb567d454ce544a1c571365eee5023a44f855279cba1d777", + "selected": [ + "a_star_pathfinding_hard", + "a_star_pathfinding_medium", + "aar_android_library_packaging_medium", + "abi_compliance_checker_tool_hard", + "acl2_induction_scheme_selection_medium", + "active_directory_dcsync_attack_medium", + "active_directory_kerberoasting_hard", + "active_directory_kerberoasting_medium", + "active_learning_sampling_medium", + "agda_cubical_homotopy_types_hard", + "agda_cubical_homotopy_types_medium", + "agda_sized_types_termination_hard", + "agda_sized_types_termination_medium", + "agda_termination_checker_failure_medium", + "airflow_dag_trigger_hard", + "airtable_api_rate_limit_handling_medium", + "alembic_migration_conflict_hard", + "alembic_migration_conflict_medium", + "alloy_scope_bitwidth_configuration_medium", + "alt_ergo_polymorphic_types_hard", + "amass_subdomain_enumeration_hard", + "angr_symbolic_execution_analysis_hard", + "angr_symbolic_execution_analysis_medium", + "angr_symbolic_execution_medium", + "annovar_annotation_databases_medium", + "anomaly_detection_autoencoder_hard", + "ansible_idempotency_playbook_medium", + "ansible_ssh_timeout_playbook_medium", + "ansible_sudo_password_required_hard", + "ansible_template_rendering_error_hard", + "ansible_variable_precedence_override_medium", + "ansible_vault_decrypt_failed_hard", + "ansible_vault_decrypt_failed_medium", + "ansible_vault_password_cracking_medium", + "ant_colony_optimization_medium", + "apache_combined_log_parsing_hard", + "api_key_rotation_strategy_hard", + "appium_mobile_automation_hard", + "applescript_mac_automation_hard", + "apt_cache_depends_circular_medium", + "apt_get_held_broken_packages_hard", + "ar_static_library_creation_hard", + "arena_allocator_implementation_medium", + "arp_spoofing_mitm_attack_hard", + "articulation_points_bridges_hard", + "articulation_points_bridges_medium", + "ase_atomic_simulation_constraints_medium", + "aslr_bypass_techniques_medium", + "atac_nucleosome_positioning_hard", + "atac_nucleosome_positioning_medium", + "athena_ctas_partitioning_hard", + "attention_mechanism_custom_medium", + "attention_visualization_hard", + "attention_visualization_medium", + "attribute_packed_gcc_hard", + "attribute_section_custom_placement_medium", + "auditd_log_investigation_medium", + "autogluon_tabular_medium", + "autohotkey_windows_script_hard", + "autopsy_disk_forensics_medium", + "avx2_optimization_intel_medium", + "aws_cloudtrail_log_investigation_medium", + "aws_datasync_task_automation_medium", + "aws_ec2_metadata_service_timeout_hard", + "aws_kinesis_shard_splitting_medium", + "aws_lambda_timeout_increase_medium", + "azure_activity_log_analysis_hard", + "azure_activity_log_analysis_medium", + "azure_blob_public_access_hard", + "azure_cli_login_device_code_hard", + "azure_cli_login_device_code_medium", + "azure_keyvault_secret_rotation_medium", + "background_job_stdout_terminal_hard", + "backpressure_reactive_streams_hard", + "bash_exit_code_pipe_failure_medium", + "bash_globbing_no_match_hard", + "bash_subshell_variable_scope_hard", + "bash_word_splitting_ifs_medium", + "bayesian_network_learning_hard", + "bayesian_network_structure_learning_hard", + "bazel_external_dependency_fetch_medium", + "bcftools_multiallelic_split_medium", + "bedtools_chromosome_ordering_mismatch_medium", + "bellman_ford_negative_cycles_hard", + "bellman_ford_negative_cycles_medium", + "bias_evaluation_metrics_hard", + "bidirectional_search_graphs_medium", + "bigquery_nested_repeated_fields_hard", + "bipartite_matching_hungarian_hard", + "bishop_knight_checkmate_hard", + "bismark_methylation_extraction_hard", + "bitboard_move_generation_medium", + "bloodhound_ad_path_analysis_medium", + "blue_green_deployment_strategy_hard", + "blue_green_deployment_strategy_medium", + "boolean_satisfiability_dpll_hard", + "boost_library_version_mismatch_medium", + "browser_history_forensics_medium", + "btrfs_subvolume_snapshot_management_hard", + "btrfs_subvolume_snapshot_management_medium", + "buildroot_minimal_linux_system_hard", + "burp_suite_interceptor_hard", + "burp_suite_interceptor_medium", + "burp_suite_web_vulnerability_scanning_medium", + "burrows_wheeler_transform_hard", + "busco_completeness_assessment_medium", + "busybox_static_compilation_hard", + "busybox_static_compilation_medium", + "cache_line_alignment_hard", + "calico_network_policy_blocking_traffic_hard", + "callgrind_cache_simulation_hard", + "canary_release_traffic_splitting_hard", + "capabilities_privilege_escalation_hard", + "capnproto_zero_copy_deserialization_medium", + "caret_cross_validation_setup_hard", + "cassandra_prepared_statements_medium", + "cassandra_sstable_export_medium", + "cbc_bit_flipping_attack_hard", + "cbc_bit_flipping_attack_medium", + "ccache_compilation_caching_medium", + "celery_worker_memory_leak_medium", + "censys_certificate_transparency_recon_hard", + "cert_manager_acme_challenge_failure_hard", + "certificate_pinning_mobile_app_hard", + "chromatin_interaction_loops_medium", + "chromhmm_chromatin_states_hard", + "circos_karyotype_configuration_hard", + "circuit_breaker_hystrix_hard", + "clang_format_code_formatting_hard", + "class_imbalance_weighting_hard", + "clickhouse_materialized_view_medium", + "clickjacking_x_frame_options_hard", + "clique_detection_maximal_medium", + "closure_compiler_advanced_mode_hard", + "closure_compiler_advanced_mode_medium", + "cloudwatch_logs_insights_query_hard", + "cmake_cuda_toolkit_not_found_hard_1", + "cmake_export_compile_commands_hard", + "cmake_library_not_found_hints_hard", + "cmake_target_link_libraries_order_medium", + "cmake_toolchain_file_cross_hard", + "cmake_toolchain_file_cross_medium", + "cobol_copybook_parsing_hard", + "coin_change_minimum_medium", + "cold_boot_attack_ram_extraction_hard", + "comm_file_not_sorted_locale_hard", + "commix_command_injection_testing_medium", + "concepts_cpp20_constraints_hard", + "conditional_vae_generation_hard", + "conditional_vae_generation_medium", + "consensus_algorithm_raft_hard", + "consensus_algorithm_raft_medium", + "consistent_hashing_ring_hard", + "content_security_policy_violation_hard", + "context_free_grammar_parsing_medium", + "convex_hull_graham_scan_hard", + "count_min_sketch_frequency_medium", + "cox_proportional_hazards_hard", + "cox_proportional_hazards_medium", + "cp2k_dft_functional_setup_hard", + "cpachecker_cpa_composition_hard", + "crdt_eventual_consistency_hard", + "cromwell_wdl_workflow_hard", + "cromwell_wdl_workflow_medium", + "cross_compile_arm_toolchain_hard", + "cross_compile_arm_toolchain_medium", + "cross_validation_sklearn_hard", + "crossencoder_reranking_hard", + "csrf_double_submit_cookie_medium", + "cuda_cooperative_kernel_launch_hard", + "cuda_cuda_malloc_async_pool_hard", + "cuda_cuda_memcpy_async_barriers_medium", + "cuda_nvtx_range_profiling_hard", + "cuda_nvtx_range_profiling_medium", + "cuda_occupancy_calculator_api_hard", + "cuda_peer_to_peer_access_hard", + "cuda_stream_capture_graph_update_hard", + "cuda_thrust_reduce_performance_hard", + "cuda_wmma_tensor_cores_medium", + "curl_connection_timeout_tuning_medium", + "curl_ssl_certificate_problem_hard", + "curl_ssl_certificate_problem_medium", + "curl_verbose_debugging_ssl_hard", + "curriculum_learning_strategy_hard", + "custom_dataset_class_hard", + "custom_loss_function_hard", + "cut_delimiter_multibyte_character_medium", + "cvc4_unsat_core_extraction_medium", + "cvc5_separation_logic_heap_hard", + "cvc5_separation_logic_heap_medium", + "cwl_tool_execution_hard", + "cyclegan_implementation_hard", + "cycles_baking_normal_maps_hard", + "cycles_baking_normal_maps_medium", + "cython_cpp_mode_compilation_hard", + "dafny_verification_timeout_hard", + "dafny_verification_timeout_medium", + "dask_custom_serialization_protocol_hard", + "dask_custom_serialization_protocol_medium", + "dask_dataframe_map_partitions_medium", + "dask_jobqueue_slurm_cluster_hard", + "dask_kubernetes_operator_deployment_medium", + "dbscan_clustering_hard", + "delta_lake_time_travel_medium", + "denormalization_read_optimization_medium", + "deseq2_size_factor_error_hard", + "deserialization_rce_java_medium", + "designated_initializers_c99_hard", + "diffie_hellman_weak_parameters_hard", + "dig_dns_query_troubleshooting_hard", + "directx_constant_buffer_alignment_hard", + "directx_dxil_shader_reflection_hard", + "directx_enhanced_barriers_api_hard", + "directx_sampler_feedback_streaming_medium", + "directx_work_graphs_dispatch_hard", + "discovered_attack_detection_hard", + "discovered_attack_detection_medium", + "disown_job_not_in_table_medium", + "distributed_hash_table_medium", + "divine_parallel_reachability_medium", + "dkms_dynamic_kernel_modules_hard", + "dns_spoofing_cache_poisoning_hard", + "dns_spoofing_cache_poisoning_medium", + "docker_daemon_json_invalid_syntax_hard", + "docker_escape_privileged_container_medium", + "docker_image_manifest_unknown_hard", + "docker_image_manifest_unknown_medium", + "docker_multistage_copy_not_found_hard", + "docker_registry_garbage_collection_medium", + "dotnet_decompilation_dnspy_hard", + "dotnet_nuget_package_restore_medium", + "dpkg_broken_package_fix_hard", + "dpkg_divert_conflict_resolution_medium", + "dpo_direct_preference_hard", + "druid_ingestion_spec_hard", + "dtrace_probe_scripting_medium", + "du_df_disk_space_mismatch_hard", + "du_df_disk_space_mismatch_medium", + "duckdb_parquet_query_optimization_hard", + "duplicate_record_deduplication_hard", + "duplicate_record_deduplication_medium", + "dvc_large_file_tracking_medium", + "dvc_pipeline_execution_medium", + "dynamic_batching_implementation_hard", + "edit_distance_levenshtein_hard", + "edit_distance_levenshtein_medium", + "elasticsearch_circuit_breaker_tripped_hard", + "elasticsearch_scroll_api_medium", + "embree_ray_intersection_bug_hard", + "embree_ray_intersection_bug_medium", + "ensemble_model_predictions_hard", + "envoy_listener_drain_timeout_medium", + "equalized_odds_optimization_hard", + "etcd_snapshot_restore_cluster_hard", + "evaluation_function_tuning_hard", + "evaluation_function_tuning_medium", + "event_log_analysis_windows_medium", + "eventbridge_event_transformation_hard", + "expectimax_stochastic_games_medium", + "ext4_resize_filesystem_shrink_hard", + "extern_template_explicit_instantiation_hard", + "extern_template_explicit_instantiation_medium", + "facebook_ads_nested_insights_medium", + "fairness_constraint_training_hard", + "false_sharing_prevention_hard", + "fanout_exchange_rabbitmq_medium", + "fastq_sequence_quality_filtering_hard", + "fastq_sequence_quality_filtering_medium", + "feast_feature_retrieval_medium", + "feature_drift_detection_hard", + "feature_flag_gradual_rollout_medium", + "feature_scaling_train_test_hard", + "feature_scaling_train_test_medium", + "feature_store_feast_hard", + "fen_position_parsing_medium", + "fenwick_tree_prefix_sums_hard", + "fenwick_tree_prefix_sums_medium", + "ffuf_fuzzing_automation_hard", + "ffuf_web_fuzzing_attack_medium", + "file_magic_database_outdated_medium", + "find_xargs_argument_list_too_long_medium", + "firebase_realtime_db_exposure_hard", + "fixed_width_file_parsing_hard", + "fixed_width_file_parsing_medium", + "fixmatch_semisupervised_hard", + "flamegraph_generation_hard", + "flannel_vxlan_mtu_issues_hard", + "fluentd_buffer_overflow_dropped_logs_hard", + "fluentd_buffer_overflow_dropped_medium", + "fluentd_buffer_overflow_handling_medium", + "flyway_migration_versioning_hard", + "flyway_migration_versioning_medium", + "focal_loss_imbalance_medium", + "foremost_file_carving_medium", + "fork_pattern_recognition_medium", + "fortify_source_buffer_checks_hard", + "free_memory_cache_vs_available_medium", + "frida_dynamic_instrumentation_hard", + "frida_dynamic_instrumentation_medium", + "frozen_layers_training_hard", + "fstrim_scheduled_ssd_maintenance_hard", + "ftp_anonymous_login_exploitation_hard", + "ftp_anonymous_login_exploitation_medium", + "ftp_server_vsftpd_chroot_jail_hard", + "full_text_search_index_hard", + "full_text_search_index_medium", + "fuzzing_libfuzzer_integration_hard", + "fuzzy_string_matching_hard", + "gatk_read_filter_strict_hard", + "gatk_read_filter_strict_medium", + "gaussian_convergence_scf_hard", + "gaussian_mixture_model_hard", + "gaussian_mixture_model_medium", + "gcc_cannot_find_library_hard", + "gcc_function_sections_data_hard", + "gcc_multiple_definition_error_hard", + "gcc_multiple_definition_error_medium", + "gcc_pic_fpic_shared_library_hard", + "gcc_pic_fpic_shared_library_medium", + "gcc_undefined_reference_linking_hard", + "gcc_undefined_reference_linking_medium", + "gcc_werror_warnings_as_errors_hard", + "gcc_werror_warnings_as_errors_medium", + "gcc_wl_gc_sections_dead_code_medium", + "gcp_audit_log_investigation_hard", + "gcp_gcloud_authentication_service_account_hard", + "gemma_kinship_matrix_hard", + "gemma_kinship_matrix_medium", + "geopandas_spatial_join_hard", + "geopandas_spatial_join_medium", + "geospatial_coordinate_transformation_medium", + "geospatial_index_postgis_hard", + "ghidra_reverse_engineering_workflow_medium", + "git_detached_head_recovery_hard", + "git_detached_head_recovery_medium", + "git_lfs_pointer_instead_file_medium", + "git_merge_conflict_binary_hard", + "git_rebase_interactive_conflict_hard", + "git_rebase_interactive_squash_hard", + "git_reflog_expire_lost_commits_hard", + "git_reflog_history_recovery_hard", + "git_reflog_history_recovery_medium", + "git_submodule_sync_mismatch_hard", + "git_submodule_sync_mismatch_medium", + "github_actions_matrix_strategy_hard", + "github_actions_secret_extraction_hard", + "github_actions_self_hosted_runner_hard", + "github_actions_self_hosted_runner_medium", + "gitlab_backup_restore_procedure_medium", + "gitlab_ci_cache_optimization_hard", + "glibc_version_compatibility_hard", + "glibc_version_compatibility_medium", + "glmer_convergence_warnings_medium", + "glmmtmb_zero_inflation_hard", + "go_binary_reverse_engineering_medium", + "go_cgo_enabled_disabled_hard", + "go_module_replace_directive_hard", + "golang_cgo_compilation_errors_hard", + "gold_linker_faster_linking_hard", + "google_pubsub_subscriber_medium", + "google_sheets_api_batch_update_medium", + "gote_sente_evaluation_hard", + "gpg_key_expired_signature_medium", + "gpt2_text_generation_hard", + "gpt2_text_generation_medium", + "gradient_accumulation_hard", + "gradle_build_cache_configuration_medium", + "grafana_datasource_proxy_timeout_hard", + "graph_compression_webgraph_hard", + "graph_compression_webgraph_medium", + "graphql_introspection_query_medium", + "graphql_introspection_query_medium_1", + "graphql_resolver_dataloader_medium", + "great_expectations_validation_medium", + "grep_exclude_binary_files_medium", + "grep_pcre_catastrophic_backtracking_medium", + "group_connection_analysis_hard", + "grpc_reflection_enumeration_hard", + "grpc_streaming_bidirectional_hard", + "grpc_streaming_bidirectional_medium", + "grub_password_protection_bootloader_hard", + "gtp_protocol_go_engine_medium", + "gzip_invalid_compressed_data_medium", + "h2o_automl_training_medium", + "hadoop_datanode_volume_failure_hard", + "hadoop_datanode_volume_failure_medium", + "hadoop_disk_balancer_skew_medium", + "hadoop_secondary_namenode_checkpoint_hard", + "hadoop_viewfs_mount_table_medium", + "haproxy_backend_servers_down_hard", + "haproxy_http_request_smuggling_medium", + "hashcat_gpu_password_cracking_hard", + "hdf5_hierarchical_export_medium", + "heavy_hitters_frequent_items_medium", + "hidden_markov_model_hard", + "hidden_markov_model_medium", + "hive_beeline_client_medium", + "host_header_injection_attack_medium", + "htseq_count_strandedness_medium", + "hubspot_crm_association_mapping_hard", + "huffman_coding_optimal_hard", + "hydra_brute_force_hard", + "hydra_brute_force_medium", + "idempotency_key_api_request_medium", + "idr_reproducibility_analysis_hard", + "influxdb_line_protocol_hard", + "initramfs_custom_generation_hard", + "inspec_compliance_testing_hard", + "interactive_sql_repl_medium", + "intrinsics_simd_vectorization_hard", + "ios_ipa_decryption_clutch_hard", + "ios_jailbreak_tweak_development_hard", + "ios_jailbreak_tweak_development_medium", + "ios_xcode_build_archive_failed_hard", + "ipsec_strongswan_tunnel_establishment_hard", + "ipsec_strongswan_tunnel_establishment_medium", + "ipython_magic_commands_hard", + "isabelle_code_generation_scala_medium", + "isabelle_sledgehammer_timeout_medium", + "istio_sidecar_injection_not_working_hard", + "jaeger_trace_sampling_missing_hard", + "java_decompilation_jadx_hard", + "java_jni_native_compilation_hard", + "java_jni_native_compilation_medium", + "javac_annotation_processor_classpath_hard", + "javac_annotation_processor_classpath_medium", + "jenkins_script_console_rce_hard", + "jenkins_workspace_cleanup_disk_hard", + "jmeter_load_testing_medium", + "job_scheduling_deadlines_hard", + "join_field_number_mismatch_hard", + "join_unsorted_input_error_hard", + "joseki_pattern_matching_hard", + "joseki_pattern_matching_medium", + "jpa_n_plus_one_query_medium", + "jpf_state_matching_optimization_medium", + "jq_null_value_filtering_nested_hard", + "json_circular_reference_serialization_medium", + "junit_java_testing_medium", + "jwt_asymmetric_key_validation_hard", + "jwt_kid_injection_attack_hard", + "jwt_token_expiration_refresh_hard", + "jwt_token_validation_hard", + "k6_load_test_thresholds_hard", + "k6_performance_script_hard", + "kafka_avro_schema_registry_hard", + "kafka_consumer_lag_increasing_medium_1", + "kafka_disk_full_log_retention_hard", + "kafka_partition_leader_election_medium", + "kafka_unauthorized_topic_access_hard", + "kaniko_kubernetes_container_build_medium", + "kerberos_ticket_renewal_automation_hard", + "kernel_config_menuconfig_hard", + "kernel_module_out_of_tree_hard", + "kinesis_iterator_expired_hard", + "kinesis_iterator_expired_medium", + "kissat_bounded_variable_elimination_hard", + "knapsack_dynamic_programming_hard", + "knime_workflow_execution_hard", + "ko_fight_detection_go_hard", + "kubectl_configmap_mount_permission_hard", + "kubectl_configmap_mount_permission_medium", + "kubectl_cronjob_schedule_syntax_medium", + "kubectl_liveness_probe_syntax_hard", + "kubectl_pod_pending_insufficient_resources_hard", + "kubectl_pod_pending_insufficient_resources_medium", + "kubectl_secrets_base64_encoding_error_hard", + "kubeflow_pipeline_data_passing_medium", + "kubernetes_pod_crashloop_backoff_hard", + "kubernetes_pvc_pending_no_storage_hard", + "kubernetes_pvc_pending_no_storage_medium", + "kubernetes_secret_base64_encoding_hard", + "kustomize_overlay_merge_conflict_hard", + "label_smoothing_implementation_hard", + "label_smoothing_implementation_medium", + "ladder_capturing_go_medium", + "laravel_eloquent_mass_assignment_medium", + "layer_normalization_placement_hard", + "lazy_loading_proxy_pattern_medium", + "ld_library_path_runtime_error_hard", + "ld_library_path_runtime_error_medium", + "ld_library_path_runtime_missing_hard", + "ld_library_path_runtime_missing_medium", + "ldd_missing_shared_library_hard", + "ldd_missing_shared_library_medium", + "ldd_shared_library_dependencies_hard", + "ldd_shared_library_dependencies_medium", + "leader_election_etcd_hard", + "leader_election_etcd_medium", + "lean_type_mismatch_tactics_medium", + "lempel_ziv_compression_medium", + "letsencrypt_rate_limit_hit_hard", + "letsencrypt_rate_limit_hit_medium", + "levenshtein_distance_deduplication_hard", + "levenshtein_distance_deduplication_medium", + "liberty_counting_go_medium", + "libtool_portable_library_build_hard", + "libvirt_storage_pool_permission_hard", + "lightgbm_dataset_training_hard", + "line_intersection_sweep_medium", + "lingeling_clause_database_reduction_hard", + "lingeling_phase_saving_heuristic_medium", + "lock_free_data_structures_hard", + "logstash_grok_pattern_custom_hard", + "logstash_grok_pattern_custom_medium", + "logstash_pipeline_dead_letter_queue_medium", + "logstash_pipeline_performance_tuning_hard", + "logstash_pipeline_performance_tuning_medium", + "lora_low_rank_adaptation_medium", + "lsass_memory_dump_analysis_medium", + "lsf_job_dependency_chain_medium", + "lsof_deleted_files_disk_space_hard", + "lsof_network_socket_identify_hard", + "lucena_position_recognition_medium", + "luks_encrypted_volume_cracking_hard", + "luks_encrypted_volume_cracking_medium", + "lvm_extend_logical_volume_online_hard", + "m4_macro_expansion_error_medium", + "macs2_broad_peak_calling_medium", + "mafft_large_alignment_memory_medium", + "mainframe_ebcdic_conversion_medium", + "makefile_circular_dependency_medium", + "makefile_missing_separator_hard", + "makefile_missing_separator_medium", + "makefile_parallel_build_race_hard", + "makefile_parallel_jobs_control_hard", + "mask_attack_hashcat_patterns_medium", + "masked_language_modeling_hard", + "masked_language_modeling_medium", + "massif_heap_profiling_hard", + "materialized_view_refresh_medium", + "mathsat_unsat_assumptions_medium", + "matrix_chain_multiplication_medium", + "maude_rewriting_confluence_hard", + "maven_java_dependency_resolution_medium", + "mdanalysis_selection_language_medium", + "memcached_connection_pool_exhausted_medium", + "meme_suite_motif_discovery_medium", + "memory_mapped_files_database_hard", + "memory_profiler_heap_dump_hard", + "meson_build_backend_error_hard", + "message_queue_exactly_once_medium", + "metal_argument_buffer_encoding_medium", + "metal_compute_pipeline_state_hard", + "metal_function_specialization_constants_hard", + "metal_indirect_command_buffer_hard", + "metal_ray_tracing_acceleration_medium", + "mft_master_file_table_analysis_hard", + "mgcv_smooth_term_specification_hard", + "mgcv_smooth_term_specification_medium", + "mgcv_varying_coefficient_models_medium", + "min_conflicts_local_search_hard", + "mitsuba_xml_schema_validation_hard", + "mixed_precision_training_hard", + "mixpanel_identity_resolution_medium", + "mlflow_experiment_tracking_medium", + "model_pruning_torch_medium", + "mold_linker_setup_hard", + "mongodb_bson_to_json_medium", + "mongodb_change_streams_medium", + "mongodb_index_optimization_hard", + "mongoose_schema_validation_hard", + "mothur_otu_clustering_medium", + "mpi_cart_create_topology_medium", + "mpi_error_handler_custom_hard", + "mpi_init_thread_level_error_medium", + "mpi_scan_prefix_sum_parallel_medium", + "mpi_type_create_struct_medium", + "mpi_win_allocate_shared_memory_medium", + "mqtt_broker_connection_hard", + "mqtt_qos_level_configuration_hard", + "msgpack_serialization_performance_hard", + "msvc_cl_compiler_flags_hard", + "mujoco_contact_instability_medium", + "multiprocessing_imap_chunksize_tuning_hard", + "multiprocessing_pool_maxtasksperchild_hard", + "multiprocessing_resource_tracker_leak_hard", + "multiprocessing_spawn_fork_context_medium", + "musl_libc_static_linking_hard", + "musl_libc_static_linking_medium", + "mutual_tls_client_certificate_hard", + "mysql_deadlock_innodb_medium", + "mysql_innodb_corruption_recovery_hard", + "mysql_query_performance_slow_hard", + "mysql_query_performance_slow_medium", + "namd_pressure_coupling_medium", + "nats_slow_consumer_detection_hard_1", + "nats_streaming_queue_group_hard", + "nats_streaming_queue_group_medium", + "nats_subject_subscription_medium", + "neo4j_cypher_queries_hard", + "neo4j_cypher_query_optimization_hard", + "netstat_time_wait_exhaustion_medium", + "netsuite_saved_search_export_hard", + "networkx_graph_isomorphism_hard", + "networkx_graph_isomorphism_medium", + "nftables_migration_from_iptables_hard", + "nginx_rate_limiting_burst_hard", + "nginx_ssl_certificate_renewal_hard", + "nginx_ssl_certificate_renewal_medium", + "nginx_upstream_timed_out_hard", + "ngrok_tunnel_exposure_hard", + "ninja_build_parallel_failure_hard", + "nix_reproducible_builds_medium", + "nlme_autocorrelation_structure_hard", + "nlme_autocorrelation_structure_medium", + "node_module_not_found_medium", + "npm_package_supply_chain_attack_hard", + "ntds_dit_domain_dump_hard", + "ntlm_relay_attack_smb_hard", + "null_move_pruning_medium", + "numa_aware_allocation_hard", + "numa_aware_allocation_medium", + "numpy_structured_array_conversion_hard", + "oauth2_token_refresh_failure_hard", + "objdump_disassembly_missing_symbols_hard", + "od_endianness_byte_order_medium", + "od_interpreting_null_bytes_hard", + "online_learning_sgd_hard", + "onnx_model_export_hard", + "openapi_spec_validation_error_medium", + "opengl_base_vertex_base_instance_hard", + "opengl_base_vertex_base_instance_medium", + "opengl_bindless_texture_arb_medium", + "opengl_compute_shader_barriers_hard", + "opengl_compute_shader_barriers_medium", + "opengl_conservative_rasterization_medium", + "opengl_depth_clamp_disable_hard", + "opengl_framebuffer_incomplete_hard", + "opengl_primitive_restart_index_hard", + "opengl_shader_storage_buffer_atomic_medium", + "opengl_sparse_texture_residency_medium", + "opengl_tessellation_shader_spacing_hard", + "opengl_texture_swizzle_mask_hard", + "opengl_texture_view_format_compatibility_medium", + "opengl_transform_feedback_varyings_hard", + "opengl_vertex_attrib_divisor_hard", + "opening_database_compression_hard", + "openmp_barrier_sync_overhead_hard", + "openmp_barrier_sync_overhead_medium", + "openmp_race_condition_shared_medium", + "openmp_simd_vectorization_failure_hard", + "openmp_simd_vectorization_failure_medium", + "openmp_task_dependency_graph_medium", + "openmp_teams_distribute_gpu_medium", + "openocd_jtag_debugging_hard", + "openshift_route_certificate_renewal_medium", + "openssh_user_enumeration_hard", + "openssl_certificate_expired_medium", + "openvpn_client_connect_medium", + "operational_transform_collaborative_hard", + "opposition_king_endgame_medium", + "optix_callable_programs_recursion_medium", + "optix_curve_primitive_rendering_medium", + "optix_instance_transform_motion_medium", + "optix_motion_blur_temporal_hard", + "optix_shader_binding_table_stride_medium", + "oracle_clob_extraction_hard", + "oracle_clob_extraction_medium", + "ordinal_proportional_odds_hard", + "ordinal_proportional_odds_medium", + "ossec_hids_agent_deployment_medium", + "outlier_detection_isolation_medium", + "outlook_pst_extraction_medium", + "packer_provisioner_script_failure_medium", + "palindrome_partitioning_minimum_hard", + "pam_configuration_lockout_recovery_medium", + "pandas_categorical_memory_optimization_medium", + "pandas_json_normalize_nested_hard", + "parallel_search_threads_medium", + "parquet_schema_evolution_medium", + "parsl_provider_connection_timeout_hard", + "paste_field_count_mismatch_medium", + "paste_line_count_mismatch_medium", + "patchelf_interpreter_change_hard", + "patchelf_interpreter_change_medium", + "pbs_backfill_scheduling_windows_hard", + "pbs_job_queue_priority_hard", + "pca_dimensionality_reduction_hard", + "pcap_network_packet_analysis_hard", + "pcap_network_packet_analysis_medium", + "pdb_python_stepping_hard", + "pdb_python_stepping_medium", + "pe_binary_malware_analysis_medium", + "pg_dump_restore_constraint_violation_medium", + "pgo_profile_guided_optimization_hard", + "phonetic_name_matching_hard", + "php_include_lfi_rce_hard", + "php_object_injection_medium", + "phylip_tree_format_conversion_hard", + "picard_mark_duplicates_optical_hard", + "pickle_cross_version_loading_medium", + "pihole_ad_blocking_dns_server_hard", + "pihole_ad_blocking_dns_server_medium", + "pin_detection_tactics_hard", + "pin_detection_tactics_medium", + "pin_instrumentation_tool_hard", + "pip_dependency_conflict_resolution_hard", + "pip_ssl_certificate_verify_failed_hard", + "pipe_broken_sigpipe_handling_hard", + "pix2pix_paired_translation_hard", + "pix2pix_paired_translation_medium", + "pkg_config_path_not_found_hard", + "pkill_pattern_matching_multiple_hard", + "pkill_pattern_matching_multiple_medium", + "plink_ld_pruning_parameters_medium", + "podman_rootless_permission_denied_medium", + "position_independent_code_pic_medium", + "postgres_copy_escape_characters_medium", + "postgres_max_connections_reached_medium_1", + "postgres_replication_lag_high_hard", + "povray_scene_render_artifacts_hard", + "power_analysis_attack_dpa_hard", + "ppo_language_model_medium", + "pragma_pack_struct_alignment_hard", + "precision_recall_tradeoff_hard", + "precompiled_headers_pch_error_medium", + "proguard_obfuscation_configuration_hard", + "proguard_obfuscation_configuration_medium", + "prometheus_high_cardinality_metrics_hard", + "prometheus_high_cardinality_metrics_medium", + "prometheus_metrics_scraping_medium", + "prometheus_query_api_hard", + "prometheus_query_optimization_hard", + "prometheus_query_optimization_medium", + "prometheus_query_timeout_heavy_medium", + "prompt_tuning_soft_prompts_medium", + "proof_number_search_hard", + "propensity_score_matching_hard", + "propensity_score_matching_medium", + "prophet_forecasting_medium", + "prophet_holiday_effects_medium", + "protobuf_backward_compatibility_medium", + "protobuf_binary_decoding_medium", + "protobuf_message_manipulation_hard", + "prototype_pollution_javascript_hard", + "proxmox_cluster_corosync_timeout_hard", + "pruning_network_weights_hard", + "ps_high_cpu_thread_identify_medium", + "pseudo_labeling_semisupervised_hard", + "pseudo_labeling_semisupervised_medium", + "psi4_symmetry_adapted_perturbation_medium", + "pst_outlook_forensics_hard", + "pst_outlook_forensics_medium", + "pulsar_topic_consumer_medium", + "pumba_docker_chaos_medium", + "pvs_typechecking_tcc_discharge_medium", + "pyautogui_screen_control_hard", + "pybind11_cpp_python_bindings_medium", + "pysam_cigar_string_parsing_hard", + "pysam_cigar_string_parsing_medium", + "pytest_fixture_debugging_medium", + "pytest_fixture_scope_issue_hard", + "pytest_fixture_scope_issue_medium", + "python3_modulenotfound_path_hard", + "python3_modulenotfound_path_medium", + "pytorch_jit_trace_hard", + "pytorch_jit_trace_medium", + "pytorch_lightning_setup_hard", + "qchem_solvent_pcm_model_hard", + "qemu_kvm_nested_virtualization_medium", + "qemu_system_emulation_hard", + "qemu_user_mode_emulation_hard", + "qiime2_artifact_import_medium", + "quantization_int8_hard", + "quantum_espresso_bands_dos_hard", + "quantum_espresso_bands_dos_medium", + "query_result_caching_redis_hard", + "query_result_caching_redis_medium", + "quota_user_disk_limits_enforcement_hard", + "rabbitmq_json_consumer_medium", + "rabbitmq_memory_alarm_triggered_hard", + "rabbitmq_memory_alarm_triggered_medium", + "rabbitmq_network_partition_split_hard", + "race_condition_exploitation_hard", + "radare2_binary_analysis_hard", + "radare2_binary_analysis_hard_1", + "radare2_binary_analysis_medium", + "radare2_binary_analysis_medium_1", + "rails_activerecord_n_plus_one_medium", + "rails_mass_assignment_exploitation_hard", + "rails_mass_assignment_exploitation_medium", + "rainbow_table_attack_ntlm_hard", + "rainbow_table_attack_ntlm_medium", + "random_forest_feature_selection_medium", + "randomforest_variable_importance_hard", + "randomforest_variable_importance_medium", + "rasterio_geotiff_processing_hard", + "rasterio_geotiff_processing_medium", + "rate_limiting_token_bucket_medium", + "rave_rapid_action_value_hard", + "ray_actor_pool_concurrency_hard", + "ray_air_tuner_hyperparameter_hard", + "ray_air_tuner_hyperparameter_medium", + "ray_autoscaler_aws_spot_instances_hard", + "ray_data_streaming_batch_inference_medium", + "ray_dataset_distributed_loading_hard", + "ray_memory_monitor_threshold_hard", + "ray_object_spilling_disk_hard", + "ray_plasma_store_capacity_hard", + "ray_plasma_store_capacity_medium", + "ray_sgd_distributed_pytorch_hard", + "ray_tune_hyperparameter_medium", + "ray_tune_hyperparameter_search_hard", + "ray_tune_hyperparameter_search_medium", + "ray_workflow_durable_execution_medium", + "rdkit_mol_sanitization_error_hard", + "rdp_bluekeep_vulnerability_exploit_hard", + "recursive_make_considered_harmful_hard", + "recursive_make_considered_harmful_medium", + "redis_aof_rewrite_failure_medium", + "redis_memory_eviction_policy_hard", + "redis_rdb_export_hard", + "redis_rdb_export_medium", + "redux_immutable_state_update_medium", + "regex_pattern_matching_medium", + "regular_expression_nfa_medium", + "reinforcement_learning_policy_hard", + "rendezvous_hashing_placement_hard", + "replay_buffer_continual_medium", + "residual_network_architecture_medium", + "rest_api_idor_exploitation_hard", + "restic_prune_low_disk_space_hard", + "retrograde_analysis_endgames_hard", + "rfid_cloning_attack_medium", + "roberta_ner_tagging_hard", + "roberta_ner_tagging_medium", + "rod_cutting_optimization_hard", + "rope_string_operations_medium", + "rpath_runpath_configuration_hard", + "rpath_runpath_configuration_medium", + "rsa_padding_oracle_attack_medium", + "rstan_compilation_timeout_hard", + "rstanarm_bayesian_glm_medium", + "rsync_partial_transfer_resumed_hard", + "rsync_permission_denied_dest_medium", + "rsyslog_remote_logging_tls_hard", + "rsyslog_remote_logging_tls_medium", + "rust_cargo_features_conditional_medium", + "rust_proc_macro_compilation_hard", + "rust_proc_macro_compilation_medium", + "rxjs_memory_leak_subscription_medium", + "s2_geometry_spherical_indexing_hard", + "s2_geometry_spherical_indexing_medium", + "saga_pattern_microservices_hard", + "saga_pattern_microservices_medium", + "salesforce_bulk_api_extract_hard", + "samba_share_active_directory_integration_medium", + "saml_assertion_signature_verification_medium", + "samtools_bam_index_corrupt_hard", + "samtools_bam_index_corrupt_medium", + "sanitizer_address_use_after_free_medium", + "sanitizer_undefined_behavior_hard", + "scd_type2_implementation_medium", + "schema_validation_pandera_medium", + "secureboot_shim_bootloader_configuration_medium", + "sed_multiline_pattern_hold_space_medium", + "segment_tree_interval_queries_hard", + "segment_tree_interval_queries_medium", + "selenium_browser_automation_medium", + "selenium_stale_element_reference_hard", + "selinux_policy_module_compilation_hard", + "sentry_error_grouping_fingerprint_medium", + "sentry_event_rate_limiting_medium", + "sentry_event_sampling_dropped_hard", + "server_side_template_injection_hard", + "server_side_template_injection_medium", + "set_cover_approximation_medium", + "sge_array_job_indexing_hard", + "shellcode_encoding_evasion_hard", + "shodan_internet_scanning_recon_medium", + "shopify_graphql_product_sync_hard", + "side_channel_timing_attack_medium", + "sigma_siem_rule_creation_hard", + "signac_peak_calling_atacseq_hard", + "simd_vectorization_operations_hard", + "simulated_annealing_tsp_medium", + "sklearn_pipeline_pickle_medium", + "sleuthkit_filesystem_analysis_medium", + "slurm_accounting_tres_limits_hard", + "slurm_checkpoint_blcr_integration_medium", + "slurm_gang_scheduling_timeslice_medium", + "slurm_job_allocation_timeout_medium", + "slurm_multifactor_priority_weights_hard", + "slurm_power_save_suspend_nodes_medium", + "slurm_priority_decay_half_life_medium", + "slurm_spank_plugin_development_hard", + "snakemake_workflow_run_medium", + "snowflake_warehouse_query_medium", + "snowpipe_continuous_loading_medium", + "sort_temporary_directory_full_medium", + "spark_bloom_filter_join_hard", + "spark_broadcast_join_optimization_medium", + "spark_cache_invalidation_refresh_medium", + "spark_coalesce_repartition_difference_hard", + "spark_columnar_batch_processing_hard", + "spark_dynamic_partition_overwrite_medium", + "spark_external_shuffle_service_medium", + "spark_filter_pushdown_datasource_hard", + "spark_hive_metastore_partition_pruning_hard", + "spark_incremental_view_maintenance_hard", + "spark_kryo_serialization_buffer_hard", + "spark_map_side_aggregation_hard", + "spark_mllib_als_recommendation_hard", + "spark_pandas_udf_vectorized_hard", + "spark_rdd_checkpoint_lineage_medium", + "spark_session_catalog_registration_medium", + "spark_shuffle_file_consolidation_medium", + "spark_streaming_backpressure_rate_hard", + "spark_structured_streaming_checkpoint_hard", + "spark_thrift_server_concurrent_sessions_hard", + "spark_vectorized_udaf_aggregation_medium", + "sparse_matrix_storage_hard", + 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"directx_constant_buffer_alignment_hard", + "directx_dxil_shader_reflection_hard", + "directx_enhanced_barriers_api_hard", + "directx_sampler_feedback_streaming_medium", + "directx_work_graphs_dispatch_hard", + "discovered_attack_detection_hard", + "discovered_attack_detection_medium", + "disown_job_not_in_table_medium", + "distributed_hash_table_medium", + "divine_parallel_reachability_medium", + "dkms_dynamic_kernel_modules_hard", + "dns_spoofing_cache_poisoning_hard", + "dns_spoofing_cache_poisoning_medium", + "docker_daemon_json_invalid_syntax_hard", + "docker_escape_privileged_container_medium", + "docker_image_manifest_unknown_hard", + "docker_image_manifest_unknown_medium", + "docker_multistage_copy_not_found_hard", + "docker_registry_garbage_collection_medium", + "dotnet_decompilation_dnspy_hard", + "dotnet_nuget_package_restore_medium", + "dpkg_broken_package_fix_hard", + "dpkg_divert_conflict_resolution_medium", + "dpo_direct_preference_hard", + "druid_ingestion_spec_hard", + "dtrace_probe_scripting_medium", + "du_df_disk_space_mismatch_hard", + "du_df_disk_space_mismatch_medium", + "duckdb_parquet_query_optimization_hard", + "duplicate_record_deduplication_hard", + "duplicate_record_deduplication_medium", + "dvc_large_file_tracking_medium", + "dvc_pipeline_execution_medium", + "dynamic_batching_implementation_hard", + "edit_distance_levenshtein_hard", + "edit_distance_levenshtein_medium", + "elasticsearch_circuit_breaker_tripped_hard", + "elasticsearch_scroll_api_medium", + "embree_ray_intersection_bug_hard", + "embree_ray_intersection_bug_medium", + "ensemble_model_predictions_hard", + "envoy_listener_drain_timeout_medium", + "equalized_odds_optimization_hard", + "etcd_snapshot_restore_cluster_hard", + "evaluation_function_tuning_hard", + "evaluation_function_tuning_medium", + "event_log_analysis_windows_medium", + "eventbridge_event_transformation_hard", + "expectimax_stochastic_games_medium", + "ext4_resize_filesystem_shrink_hard", + "extern_template_explicit_instantiation_hard", + "extern_template_explicit_instantiation_medium", + "facebook_ads_nested_insights_medium", + "fairness_constraint_training_hard", + "false_sharing_prevention_hard", + "fanout_exchange_rabbitmq_medium", + "fastq_sequence_quality_filtering_hard", + "fastq_sequence_quality_filtering_medium", + "feast_feature_retrieval_medium", + "feature_drift_detection_hard", + "feature_flag_gradual_rollout_medium", + "feature_scaling_train_test_hard", + "feature_scaling_train_test_medium", + "feature_store_feast_hard", + "fen_position_parsing_medium", + "fenwick_tree_prefix_sums_hard", + "fenwick_tree_prefix_sums_medium", + "ffuf_fuzzing_automation_hard", + "ffuf_web_fuzzing_attack_medium", + "file_magic_database_outdated_medium", + "find_xargs_argument_list_too_long_medium", + "firebase_realtime_db_exposure_hard", + "fixed_width_file_parsing_hard", + "fixed_width_file_parsing_medium", + "fixmatch_semisupervised_hard", + "flamegraph_generation_hard", + "flannel_vxlan_mtu_issues_hard", + "fluentd_buffer_overflow_dropped_logs_hard", + "fluentd_buffer_overflow_dropped_medium", + "fluentd_buffer_overflow_handling_medium", + "flyway_migration_versioning_hard", + "flyway_migration_versioning_medium", + "focal_loss_imbalance_medium", + "foremost_file_carving_medium", + "fork_pattern_recognition_medium", + "fortify_source_buffer_checks_hard", + "free_memory_cache_vs_available_medium", + "frida_dynamic_instrumentation_hard", + "frida_dynamic_instrumentation_medium", + "frozen_layers_training_hard", + "fstrim_scheduled_ssd_maintenance_hard", + "ftp_anonymous_login_exploitation_hard", + "ftp_anonymous_login_exploitation_medium", + "ftp_server_vsftpd_chroot_jail_hard", + "full_text_search_index_hard", + "full_text_search_index_medium", + "fuzzing_libfuzzer_integration_hard", + "fuzzy_string_matching_hard", + "gatk_read_filter_strict_hard", + "gatk_read_filter_strict_medium", + "gaussian_convergence_scf_hard", + "gaussian_mixture_model_hard", + "gaussian_mixture_model_medium", + "gcc_cannot_find_library_hard", + "gcc_function_sections_data_hard", + "gcc_multiple_definition_error_hard", + "gcc_multiple_definition_error_medium", + "gcc_pic_fpic_shared_library_hard", + "gcc_pic_fpic_shared_library_medium", + "gcc_undefined_reference_linking_hard", + "gcc_undefined_reference_linking_medium", + "gcc_werror_warnings_as_errors_hard", + "gcc_werror_warnings_as_errors_medium", + "gcc_wl_gc_sections_dead_code_medium", + "gcp_audit_log_investigation_hard", + "gcp_gcloud_authentication_service_account_hard", + "gemma_kinship_matrix_hard", + "gemma_kinship_matrix_medium", + "geopandas_spatial_join_hard", + "geopandas_spatial_join_medium", + "geospatial_coordinate_transformation_medium", + "geospatial_index_postgis_hard", + "ghidra_reverse_engineering_workflow_medium", + "git_detached_head_recovery_hard", + "git_detached_head_recovery_medium", + "git_lfs_pointer_instead_file_medium", + "git_merge_conflict_binary_hard", + "git_rebase_interactive_conflict_hard", + "git_rebase_interactive_squash_hard", + "git_reflog_expire_lost_commits_hard", + "git_reflog_history_recovery_hard", + "git_reflog_history_recovery_medium", + "git_submodule_sync_mismatch_hard", + "git_submodule_sync_mismatch_medium", + "github_actions_matrix_strategy_hard", + "github_actions_secret_extraction_hard", + "github_actions_self_hosted_runner_hard", + "github_actions_self_hosted_runner_medium", + "gitlab_backup_restore_procedure_medium", + "gitlab_ci_cache_optimization_hard", + "glibc_version_compatibility_hard", + "glibc_version_compatibility_medium", + "glmer_convergence_warnings_medium", + "glmmtmb_zero_inflation_hard", + "go_binary_reverse_engineering_medium", + "go_cgo_enabled_disabled_hard", + "go_module_replace_directive_hard", + "golang_cgo_compilation_errors_hard", + "gold_linker_faster_linking_hard", + "google_pubsub_subscriber_medium", + "google_sheets_api_batch_update_medium", + "gote_sente_evaluation_hard", + "gpg_key_expired_signature_medium", + "gpt2_text_generation_hard", + "gpt2_text_generation_medium", + "gradient_accumulation_hard", + "gradle_build_cache_configuration_medium", + "grafana_datasource_proxy_timeout_hard", + "graph_compression_webgraph_hard", + "graph_compression_webgraph_medium", + "graphql_introspection_query_medium", + "graphql_introspection_query_medium_1", + "graphql_resolver_dataloader_medium", + "great_expectations_validation_medium", + "grep_exclude_binary_files_medium", + "grep_pcre_catastrophic_backtracking_medium", + "group_connection_analysis_hard", + "grpc_reflection_enumeration_hard", + "grpc_streaming_bidirectional_hard", + "grpc_streaming_bidirectional_medium", + "grub_password_protection_bootloader_hard", + "gtp_protocol_go_engine_medium", + "gzip_invalid_compressed_data_medium", + "h2o_automl_training_medium", + "hadoop_datanode_volume_failure_hard", + "hadoop_datanode_volume_failure_medium", + "hadoop_disk_balancer_skew_medium", + "hadoop_secondary_namenode_checkpoint_hard", + "hadoop_viewfs_mount_table_medium", + "haproxy_backend_servers_down_hard", + "haproxy_http_request_smuggling_medium", + "hashcat_gpu_password_cracking_hard", + "hdf5_hierarchical_export_medium", + "heavy_hitters_frequent_items_medium", + "hidden_markov_model_hard", + "hidden_markov_model_medium", + "hive_beeline_client_medium", + "host_header_injection_attack_medium", + "htseq_count_strandedness_medium", + "hubspot_crm_association_mapping_hard", + "huffman_coding_optimal_hard", + "hydra_brute_force_hard", + "hydra_brute_force_medium", + "idempotency_key_api_request_medium", + "idr_reproducibility_analysis_hard", + "influxdb_line_protocol_hard", + "initramfs_custom_generation_hard", + "inspec_compliance_testing_hard", + "interactive_sql_repl_medium", + "intrinsics_simd_vectorization_hard", + "ios_ipa_decryption_clutch_hard", + "ios_jailbreak_tweak_development_hard", + "ios_jailbreak_tweak_development_medium", + "ios_xcode_build_archive_failed_hard", + "ipsec_strongswan_tunnel_establishment_hard", + "ipsec_strongswan_tunnel_establishment_medium", + "ipython_magic_commands_hard", + "isabelle_code_generation_scala_medium", + "isabelle_sledgehammer_timeout_medium", + "istio_sidecar_injection_not_working_hard", + "jaeger_trace_sampling_missing_hard", + "java_decompilation_jadx_hard", + "java_jni_native_compilation_hard", + "java_jni_native_compilation_medium", + "javac_annotation_processor_classpath_hard", + "javac_annotation_processor_classpath_medium", + "jenkins_script_console_rce_hard", + "jenkins_workspace_cleanup_disk_hard", + "jmeter_load_testing_medium", + "job_scheduling_deadlines_hard", + "join_field_number_mismatch_hard", + "join_unsorted_input_error_hard", + "joseki_pattern_matching_hard", + "joseki_pattern_matching_medium", + "jpa_n_plus_one_query_medium", + "jpf_state_matching_optimization_medium", + "jq_null_value_filtering_nested_hard", + "json_circular_reference_serialization_medium", + "junit_java_testing_medium", + "jwt_asymmetric_key_validation_hard", + "jwt_kid_injection_attack_hard", + "jwt_token_expiration_refresh_hard", + "jwt_token_validation_hard", + "k6_load_test_thresholds_hard", + "k6_performance_script_hard", + "kafka_avro_schema_registry_hard", + "kafka_consumer_lag_increasing_medium_1", + "kafka_disk_full_log_retention_hard", + "kafka_partition_leader_election_medium", + "kafka_unauthorized_topic_access_hard", + "kaniko_kubernetes_container_build_medium", + "kerberos_ticket_renewal_automation_hard", + "kernel_config_menuconfig_hard", + "kernel_module_out_of_tree_hard", + "kinesis_iterator_expired_hard", + "kinesis_iterator_expired_medium", + "kissat_bounded_variable_elimination_hard", + "knapsack_dynamic_programming_hard", + "knime_workflow_execution_hard", + "ko_fight_detection_go_hard", + "kubectl_configmap_mount_permission_hard", + "kubectl_configmap_mount_permission_medium", + "kubectl_cronjob_schedule_syntax_medium", + "kubectl_liveness_probe_syntax_hard", + "kubectl_pod_pending_insufficient_resources_hard", + "kubectl_pod_pending_insufficient_resources_medium", + "kubectl_secrets_base64_encoding_error_hard", + "kubeflow_pipeline_data_passing_medium", + "kubernetes_pod_crashloop_backoff_hard", + "kubernetes_pvc_pending_no_storage_hard", + "kubernetes_pvc_pending_no_storage_medium", + "kubernetes_secret_base64_encoding_hard", + "kustomize_overlay_merge_conflict_hard", + "label_smoothing_implementation_hard", + "label_smoothing_implementation_medium", + "ladder_capturing_go_medium", + "laravel_eloquent_mass_assignment_medium", + "layer_normalization_placement_hard", + "lazy_loading_proxy_pattern_medium", + "ld_library_path_runtime_error_hard", + "ld_library_path_runtime_error_medium", + "ld_library_path_runtime_missing_hard", + "ld_library_path_runtime_missing_medium", + "ldd_missing_shared_library_hard", + "ldd_missing_shared_library_medium", + "ldd_shared_library_dependencies_hard", + "ldd_shared_library_dependencies_medium", + "leader_election_etcd_hard", + "leader_election_etcd_medium", + "lean_type_mismatch_tactics_medium", + "lempel_ziv_compression_medium", + "letsencrypt_rate_limit_hit_hard", + "letsencrypt_rate_limit_hit_medium", + "levenshtein_distance_deduplication_hard", + "levenshtein_distance_deduplication_medium", + "liberty_counting_go_medium", + "libtool_portable_library_build_hard", + "libvirt_storage_pool_permission_hard", + "lightgbm_dataset_training_hard", + "line_intersection_sweep_medium", + "lingeling_clause_database_reduction_hard", + "lingeling_phase_saving_heuristic_medium", + "lock_free_data_structures_hard", + "logstash_grok_pattern_custom_hard", + "logstash_grok_pattern_custom_medium", + "logstash_pipeline_dead_letter_queue_medium", + "logstash_pipeline_performance_tuning_hard", + "logstash_pipeline_performance_tuning_medium", + "lora_low_rank_adaptation_medium", + "lsass_memory_dump_analysis_medium", + "lsf_job_dependency_chain_medium", + "lsof_deleted_files_disk_space_hard", + "lsof_network_socket_identify_hard", + "lucena_position_recognition_medium", + "luks_encrypted_volume_cracking_hard", + "luks_encrypted_volume_cracking_medium", + "lvm_extend_logical_volume_online_hard", + "m4_macro_expansion_error_medium", + "macs2_broad_peak_calling_medium", + "mafft_large_alignment_memory_medium", + "mainframe_ebcdic_conversion_medium", + "makefile_circular_dependency_medium", + "makefile_missing_separator_hard", + "makefile_missing_separator_medium", + "makefile_parallel_build_race_hard", + "makefile_parallel_jobs_control_hard", + "mask_attack_hashcat_patterns_medium", + "masked_language_modeling_hard", + "masked_language_modeling_medium", + "massif_heap_profiling_hard", + "materialized_view_refresh_medium", + "mathsat_unsat_assumptions_medium", + "matrix_chain_multiplication_medium", + "maude_rewriting_confluence_hard", + "maven_java_dependency_resolution_medium", + "mdanalysis_selection_language_medium", + "memcached_connection_pool_exhausted_medium", + "meme_suite_motif_discovery_medium", + "memory_mapped_files_database_hard", + "memory_profiler_heap_dump_hard", + "meson_build_backend_error_hard", + "message_queue_exactly_once_medium", + "metal_argument_buffer_encoding_medium", + "metal_compute_pipeline_state_hard", + "metal_function_specialization_constants_hard", + "metal_indirect_command_buffer_hard", + "metal_ray_tracing_acceleration_medium", + "mft_master_file_table_analysis_hard", + "mgcv_smooth_term_specification_hard", + "mgcv_smooth_term_specification_medium", + "mgcv_varying_coefficient_models_medium", + "min_conflicts_local_search_hard", + "mitsuba_xml_schema_validation_hard", + "mixed_precision_training_hard", + "mixpanel_identity_resolution_medium", + "mlflow_experiment_tracking_medium", + "model_pruning_torch_medium", + "mold_linker_setup_hard", + "mongodb_bson_to_json_medium", + "mongodb_change_streams_medium", + "mongodb_index_optimization_hard", + "mongoose_schema_validation_hard", + "mothur_otu_clustering_medium", + "mpi_cart_create_topology_medium", + "mpi_error_handler_custom_hard", + "mpi_init_thread_level_error_medium", + "mpi_scan_prefix_sum_parallel_medium", + "mpi_type_create_struct_medium", + "mpi_win_allocate_shared_memory_medium", + "mqtt_broker_connection_hard", + "mqtt_qos_level_configuration_hard", + "msgpack_serialization_performance_hard", + "msvc_cl_compiler_flags_hard", + "mujoco_contact_instability_medium", + "multiprocessing_imap_chunksize_tuning_hard", + "multiprocessing_pool_maxtasksperchild_hard", + "multiprocessing_resource_tracker_leak_hard", + "multiprocessing_spawn_fork_context_medium", + "musl_libc_static_linking_hard", + "musl_libc_static_linking_medium", + "mutual_tls_client_certificate_hard", + "mysql_deadlock_innodb_medium", + "mysql_innodb_corruption_recovery_hard", + "mysql_query_performance_slow_hard", + "mysql_query_performance_slow_medium", + "namd_pressure_coupling_medium", + "nats_slow_consumer_detection_hard_1", + "nats_streaming_queue_group_hard", + "nats_streaming_queue_group_medium", + "nats_subject_subscription_medium", + "neo4j_cypher_queries_hard", + "neo4j_cypher_query_optimization_hard", + "netstat_time_wait_exhaustion_medium", + "netsuite_saved_search_export_hard", + "networkx_graph_isomorphism_hard", + "networkx_graph_isomorphism_medium", + "nftables_migration_from_iptables_hard", + "nginx_rate_limiting_burst_hard", + "nginx_ssl_certificate_renewal_hard", + "nginx_ssl_certificate_renewal_medium", + "nginx_upstream_timed_out_hard", + "ngrok_tunnel_exposure_hard", + "ninja_build_parallel_failure_hard", + "nix_reproducible_builds_medium", + "nlme_autocorrelation_structure_hard", + "nlme_autocorrelation_structure_medium", + "node_module_not_found_medium", + "npm_package_supply_chain_attack_hard", + "ntds_dit_domain_dump_hard", + "ntlm_relay_attack_smb_hard", + "null_move_pruning_medium", + "numa_aware_allocation_hard", + "numa_aware_allocation_medium", + "numpy_structured_array_conversion_hard", + "oauth2_token_refresh_failure_hard", + "objdump_disassembly_missing_symbols_hard", + "od_endianness_byte_order_medium", + "od_interpreting_null_bytes_hard", + "online_learning_sgd_hard", + "onnx_model_export_hard", + "openapi_spec_validation_error_medium", + "opengl_base_vertex_base_instance_hard", + "opengl_base_vertex_base_instance_medium", + "opengl_bindless_texture_arb_medium", + "opengl_compute_shader_barriers_hard", + "opengl_compute_shader_barriers_medium", + "opengl_conservative_rasterization_medium", + "opengl_depth_clamp_disable_hard", + "opengl_framebuffer_incomplete_hard", + "opengl_primitive_restart_index_hard", + "opengl_shader_storage_buffer_atomic_medium", + "opengl_sparse_texture_residency_medium", + "opengl_tessellation_shader_spacing_hard", + "opengl_texture_swizzle_mask_hard", + "opengl_texture_view_format_compatibility_medium", + "opengl_transform_feedback_varyings_hard", + "opengl_vertex_attrib_divisor_hard", + "opening_database_compression_hard", + "openmp_barrier_sync_overhead_hard", + "openmp_barrier_sync_overhead_medium", + "openmp_race_condition_shared_medium", + "openmp_simd_vectorization_failure_hard", + "openmp_simd_vectorization_failure_medium", + "openmp_task_dependency_graph_medium", + "openmp_teams_distribute_gpu_medium", + "openocd_jtag_debugging_hard", + "openshift_route_certificate_renewal_medium", + "openssh_user_enumeration_hard", + "openssl_certificate_expired_medium", + "openvpn_client_connect_medium", + "operational_transform_collaborative_hard", + "opposition_king_endgame_medium", + "optix_callable_programs_recursion_medium", + "optix_curve_primitive_rendering_medium", + "optix_instance_transform_motion_medium", + "optix_motion_blur_temporal_hard", + "optix_shader_binding_table_stride_medium", + "oracle_clob_extraction_hard", + "oracle_clob_extraction_medium", + "ordinal_proportional_odds_hard", + "ordinal_proportional_odds_medium", + "ossec_hids_agent_deployment_medium", + "outlier_detection_isolation_medium", + "outlook_pst_extraction_medium", + "packer_provisioner_script_failure_medium", + "palindrome_partitioning_minimum_hard", + "pam_configuration_lockout_recovery_medium", + "pandas_categorical_memory_optimization_medium", + "pandas_json_normalize_nested_hard", + "parallel_search_threads_medium", + "parquet_schema_evolution_medium", + "parsl_provider_connection_timeout_hard", + "paste_field_count_mismatch_medium", + "paste_line_count_mismatch_medium", + "patchelf_interpreter_change_hard", + "patchelf_interpreter_change_medium", + "pbs_backfill_scheduling_windows_hard", + "pbs_job_queue_priority_hard", + "pca_dimensionality_reduction_hard", + "pcap_network_packet_analysis_hard", + "pcap_network_packet_analysis_medium", + "pdb_python_stepping_hard", + "pdb_python_stepping_medium", + "pe_binary_malware_analysis_medium", + "pg_dump_restore_constraint_violation_medium", + "pgo_profile_guided_optimization_hard", + "phonetic_name_matching_hard", + "php_include_lfi_rce_hard", + "php_object_injection_medium", + "phylip_tree_format_conversion_hard", + "picard_mark_duplicates_optical_hard", + "pickle_cross_version_loading_medium", + "pihole_ad_blocking_dns_server_hard", + "pihole_ad_blocking_dns_server_medium", + "pin_detection_tactics_hard", + "pin_detection_tactics_medium", + "pin_instrumentation_tool_hard", + "pip_dependency_conflict_resolution_hard", + "pip_ssl_certificate_verify_failed_hard", + "pipe_broken_sigpipe_handling_hard", + "pix2pix_paired_translation_hard", + "pix2pix_paired_translation_medium", + "pkg_config_path_not_found_hard", + "pkill_pattern_matching_multiple_hard", + "pkill_pattern_matching_multiple_medium", + "plink_ld_pruning_parameters_medium", + "podman_rootless_permission_denied_medium", + "position_independent_code_pic_medium", + "postgres_copy_escape_characters_medium", + "postgres_max_connections_reached_medium_1", + "postgres_replication_lag_high_hard", + "povray_scene_render_artifacts_hard", + "power_analysis_attack_dpa_hard", + "ppo_language_model_medium", + "pragma_pack_struct_alignment_hard", + "precision_recall_tradeoff_hard", + "precompiled_headers_pch_error_medium", + "proguard_obfuscation_configuration_hard", + "proguard_obfuscation_configuration_medium", + "prometheus_high_cardinality_metrics_hard", + "prometheus_high_cardinality_metrics_medium", + "prometheus_metrics_scraping_medium", + "prometheus_query_api_hard", + "prometheus_query_optimization_hard", + "prometheus_query_optimization_medium", + "prometheus_query_timeout_heavy_medium", + "prompt_tuning_soft_prompts_medium", + "proof_number_search_hard", + "propensity_score_matching_hard", + "propensity_score_matching_medium", + "prophet_forecasting_medium", + "prophet_holiday_effects_medium", + "protobuf_backward_compatibility_medium", + "protobuf_binary_decoding_medium", + "protobuf_message_manipulation_hard", + "prototype_pollution_javascript_hard", + "proxmox_cluster_corosync_timeout_hard", + "pruning_network_weights_hard", + "ps_high_cpu_thread_identify_medium", + "pseudo_labeling_semisupervised_hard", + "pseudo_labeling_semisupervised_medium", + "psi4_symmetry_adapted_perturbation_medium", + "pst_outlook_forensics_hard", + "pst_outlook_forensics_medium", + "pulsar_topic_consumer_medium", + "pumba_docker_chaos_medium", + "pvs_typechecking_tcc_discharge_medium", + "pyautogui_screen_control_hard", + "pybind11_cpp_python_bindings_medium", + "pysam_cigar_string_parsing_hard", + "pysam_cigar_string_parsing_medium", + "pytest_fixture_debugging_medium", + "pytest_fixture_scope_issue_hard", + "pytest_fixture_scope_issue_medium", + "python3_modulenotfound_path_hard", + "python3_modulenotfound_path_medium", + "pytorch_jit_trace_hard", + "pytorch_jit_trace_medium", + "pytorch_lightning_setup_hard", + "qchem_solvent_pcm_model_hard", + "qemu_kvm_nested_virtualization_medium", + "qemu_system_emulation_hard", + "qemu_user_mode_emulation_hard", + "qiime2_artifact_import_medium", + "quantization_int8_hard", + "quantum_espresso_bands_dos_hard", + "quantum_espresso_bands_dos_medium", + "query_result_caching_redis_hard", + "query_result_caching_redis_medium", + "quota_user_disk_limits_enforcement_hard", + "rabbitmq_json_consumer_medium", + "rabbitmq_memory_alarm_triggered_hard", + "rabbitmq_memory_alarm_triggered_medium", + "rabbitmq_network_partition_split_hard", + "race_condition_exploitation_hard", + "radare2_binary_analysis_hard", + "radare2_binary_analysis_hard_1", + "radare2_binary_analysis_medium", + "radare2_binary_analysis_medium_1", + "rails_activerecord_n_plus_one_medium", + "rails_mass_assignment_exploitation_hard", + "rails_mass_assignment_exploitation_medium", + "rainbow_table_attack_ntlm_hard", + "rainbow_table_attack_ntlm_medium", + "random_forest_feature_selection_medium", + "randomforest_variable_importance_hard", + "randomforest_variable_importance_medium", + "rasterio_geotiff_processing_hard", + "rasterio_geotiff_processing_medium", + "rate_limiting_token_bucket_medium", + "rave_rapid_action_value_hard", + "ray_actor_pool_concurrency_hard", + "ray_air_tuner_hyperparameter_hard", + "ray_air_tuner_hyperparameter_medium", + "ray_autoscaler_aws_spot_instances_hard", + "ray_data_streaming_batch_inference_medium", + "ray_dataset_distributed_loading_hard", + "ray_memory_monitor_threshold_hard", + "ray_object_spilling_disk_hard", + "ray_plasma_store_capacity_hard", + "ray_plasma_store_capacity_medium", + "ray_sgd_distributed_pytorch_hard", + "ray_tune_hyperparameter_medium", + "ray_tune_hyperparameter_search_hard", + "ray_tune_hyperparameter_search_medium", + "ray_workflow_durable_execution_medium", + "rdkit_mol_sanitization_error_hard", + "rdp_bluekeep_vulnerability_exploit_hard", + "recursive_make_considered_harmful_hard", + "recursive_make_considered_harmful_medium", + "redis_aof_rewrite_failure_medium", + "redis_memory_eviction_policy_hard", + "redis_rdb_export_hard", + "redis_rdb_export_medium", + "redux_immutable_state_update_medium", + "regex_pattern_matching_medium", + "regular_expression_nfa_medium", + "reinforcement_learning_policy_hard", + "rendezvous_hashing_placement_hard", + "replay_buffer_continual_medium", + "residual_network_architecture_medium", + "rest_api_idor_exploitation_hard", + "restic_prune_low_disk_space_hard", + "retrograde_analysis_endgames_hard", + "rfid_cloning_attack_medium", + "roberta_ner_tagging_hard", + "roberta_ner_tagging_medium", + "rod_cutting_optimization_hard", + "rope_string_operations_medium", + "rpath_runpath_configuration_hard", + "rpath_runpath_configuration_medium", + "rsa_padding_oracle_attack_medium", + "rstan_compilation_timeout_hard", + "rstanarm_bayesian_glm_medium", + "rsync_partial_transfer_resumed_hard", + "rsync_permission_denied_dest_medium", + "rsyslog_remote_logging_tls_hard", + "rsyslog_remote_logging_tls_medium", + "rust_cargo_features_conditional_medium", + "rust_proc_macro_compilation_hard", + "rust_proc_macro_compilation_medium", + "rxjs_memory_leak_subscription_medium", + "s2_geometry_spherical_indexing_hard", + "s2_geometry_spherical_indexing_medium", + "saga_pattern_microservices_hard", + "saga_pattern_microservices_medium", + "salesforce_bulk_api_extract_hard", + "samba_share_active_directory_integration_medium", + "saml_assertion_signature_verification_medium", + "samtools_bam_index_corrupt_hard", + "samtools_bam_index_corrupt_medium", + "sanitizer_address_use_after_free_medium", + "sanitizer_undefined_behavior_hard", + "scd_type2_implementation_medium", + "schema_validation_pandera_medium", + "secureboot_shim_bootloader_configuration_medium", + "sed_multiline_pattern_hold_space_medium", + "segment_tree_interval_queries_hard", + "segment_tree_interval_queries_medium", + "selenium_browser_automation_medium", + "selenium_stale_element_reference_hard", + "selinux_policy_module_compilation_hard", + "sentry_error_grouping_fingerprint_medium", + "sentry_event_rate_limiting_medium", + "sentry_event_sampling_dropped_hard", + "server_side_template_injection_hard", + "server_side_template_injection_medium", + "set_cover_approximation_medium", + "sge_array_job_indexing_hard", + "shellcode_encoding_evasion_hard", + "shodan_internet_scanning_recon_medium", + "shopify_graphql_product_sync_hard", + "side_channel_timing_attack_medium", + "sigma_siem_rule_creation_hard", + "signac_peak_calling_atacseq_hard", + "simd_vectorization_operations_hard", + "simulated_annealing_tsp_medium", + "sklearn_pipeline_pickle_medium", + "sleuthkit_filesystem_analysis_medium", + "slurm_accounting_tres_limits_hard", + "slurm_checkpoint_blcr_integration_medium", + "slurm_gang_scheduling_timeslice_medium", + "slurm_job_allocation_timeout_medium", + "slurm_multifactor_priority_weights_hard", + "slurm_power_save_suspend_nodes_medium", + "slurm_priority_decay_half_life_medium", + "slurm_spank_plugin_development_hard", + "snakemake_workflow_run_medium", + "snowflake_warehouse_query_medium", + "snowpipe_continuous_loading_medium", + "sort_temporary_directory_full_medium", + "spark_bloom_filter_join_hard", + "spark_broadcast_join_optimization_medium", + "spark_cache_invalidation_refresh_medium", + "spark_coalesce_repartition_difference_hard", + "spark_columnar_batch_processing_hard", + "spark_dynamic_partition_overwrite_medium", + "spark_external_shuffle_service_medium", + "spark_filter_pushdown_datasource_hard", + "spark_hive_metastore_partition_pruning_hard", + "spark_incremental_view_maintenance_hard", + "spark_kryo_serialization_buffer_hard", + "spark_map_side_aggregation_hard", + "spark_mllib_als_recommendation_hard", + "spark_pandas_udf_vectorized_hard", + "spark_rdd_checkpoint_lineage_medium", + "spark_session_catalog_registration_medium", + "spark_shuffle_file_consolidation_medium", + "spark_streaming_backpressure_rate_hard", + "spark_structured_streaming_checkpoint_hard", + "spark_thrift_server_concurrent_sessions_hard", + "spark_vectorized_udaf_aggregation_medium", + "sparse_matrix_storage_hard", + "sparse_matrix_storage_medium", + "sparse_table_rmq_hard", + "spectral_normalization_gan_medium", + "spi_flash_chip_dumping_hard", + "spi_flash_chip_dumping_medium", + "spin_embedded_c_code_hard", + "spin_never_claim_generation_hard", + "sql_injection_prepared_statement_hard", + "sql_injection_prepared_statement_medium", + "sqlite3_corrupted_database_recovery_medium", + "sqlite_database_forensics_medium", + "sqlmap_automated_injection_hard", + "sqlmap_automated_injection_medium", + "sqlmap_injection_exploit_hard", + "sqrt_decomposition_queries_medium", + "ssh_expect_automation_hard", + "ssh_host_key_verification_failed_hard", + "ssh_key_permissions_too_open_hard", + "ssh_key_permissions_too_open_medium", + "ssl_strip_https_downgrade_medium", + "ssl_tls_heartbleed_exploitation_hard", + "ssrf_cloud_metadata_access_hard", + "ssrf_cloud_metadata_access_medium", + "stack_protector_canary_flags_medium", + "stacks_denovo_assembly_params_medium", + "stalemate_pattern_recognition_hard", + "strace_system_call_trace_hard", + "stream_processing_windowing_medium", + "strip_binary_size_reduction_hard", + "stripe_webhook_event_processing_medium", + "strongly_connected_components_medium", + "suffix_array_construction_hard", + "suid_binary_privilege_escalation_hard", + "suricata_ids_rule_writing_medium", + "survey_complex_sampling_design_hard", + "swift_binary_reverse_engineering_hard", + "swift_binary_reverse_engineering_medium", + "swig_wrapper_generation_failed_medium", + "symbol_versioning_glibc_hard", + "syslog_analysis_linux_medium", + "systemd_timer_not_triggering_hard", + "syzygy_tablebase_probing_medium", + "t5_summarization_finetuning_hard", + "tableau_hyper_extract_medium", + "tar_member_name_too_long_hard", + "tar_sparse_file_extraction_hard", + "tar_unexpected_end_of_archive_hard", + "tc_traffic_control_medium", + "tcn_temporal_convolutions_hard", + "tcpdump_capture_filter_syntax_hard", + "tcpdump_permission_denied_interface_hard", + "tee_write_error_disk_full_medium", + "temporal_fusion_transformer_medium", + "terachem_gpu_quantum_chemistry_hard", + "terraform_module_source_version_conflict_medium", + "terraform_provider_version_constraint_medium", + "terraform_state_secret_extraction_medium", + "territory_estimation_go_hard", + "testng_selenium_grid_medium", + "time_series_data_partitioning_medium", + "time_series_forecasting_lstm_hard", + "timescaledb_continuous_agg_hard", + "timescaledb_hypertable_partitioning_hard", + "timescaledb_hypertable_partitioning_medium", + "tmb_template_model_builder_hard", + "topological_sort_dag_medium", + "tortoise_orm_async_transactions_hard", + "tortoise_orm_async_transactions_medium", + "transformer_architecture_games_medium", + "transposition_table_zobrist_hard", + "type_confusion_php_vulnerability_hard", + "type_confusion_php_vulnerability_medium", + "uci_protocol_implementation_medium", + "umap_embedding_projection_hard", + "unbound_dnssec_validation_setup_hard", + "unbound_dnssec_validation_setup_medium", + "unzip_encrypted_password_unknown_hard", + "unzip_encrypted_password_unknown_medium", + "uppaal_cost_optimal_reachability_medium", + "uppaal_statistical_model_checking_hard", + "use_after_free_exploitation_hard", + "valgrind_memory_leak_detection_hard_1", + "vampire_higher_order_reasoning_medium", + "variable_length_arrays_vla_hard", + "variable_length_arrays_vla_medium", + "vault_seal_unseal_automation_hard_1", + "vault_secret_rotation_downtime_medium", + "verit_proof_reconstruction_medium", + "virtual_loss_parallel_mcts_medium", + "visibility_attribute_export_medium", + "visibility_hidden_default_hard", + "visibility_hidden_default_medium", + "viterbi_algorithm_decoding_hard", + "vmd_trajectory_wrapping_hard", + "vmd_trajectory_wrapping_medium", + "vocab_mismatch_error_medium", + "volatility_memory_forensics_hard", + "vqvae_discrete_latents_hard", + "vulkan_descriptor_set_layout_hard", + "vulkan_device_generated_commands_medium", + "vulkan_fragment_shading_rate_medium", + "vulkan_pipeline_cache_serialization_hard", + "vulkan_ray_tracing_sbt_medium", + "vulkan_subpass_dependencies_hard", + "wait_non_child_process_hard", + "wandb_integration_medium", + "warc_web_crawl_extraction_medium", + "wasserstein_gan_training_medium", + "wazuh_agent_centralized_management_medium", + "weak_symbol_attribute_hard", + "webhook_signature_verification_hard", + "webhook_signature_verification_medium", + "websocket_reconnection_exponential_backoff_hard", + "websocket_reconnection_exponential_backoff_medium", + "wifi_pmkid_attack_hashcat_medium", + "wifi_wpa2_handshake_capture_hard", + "windows_registry_forensics_hard", + "windows_token_impersonation_hard", + "windows_token_impersonation_medium", + "wireguard_vpn_setup_medium", + "wireshark_packet_capture_analysis_hard", + "wireshark_packet_capture_analysis_medium", + "word_break_dictionary_hard", + "xargs_echo_empty_input_hard", + "xargs_echo_empty_input_medium", + "xcuitest_ios_automation_medium", + "xfs_repair_filesystem_corruption_medium", + "xgboost_hyperparameter_tuning_hard", + "xgboost_imbalanced_classes_medium", + "xml_namespaces_parsing_medium", + "xml_parsing_external_entity_hard", + "xml_parsing_external_entity_medium", + "xmllint_schema_validation_namespace_medium", + "xpath_injection_exploitation_hard", + "xss_sanitization_rich_text_medium", + "xxe_injection_attack_medium", + "yambo_bse_optical_spectra_hard", + "yaml_deserialization_exploit_medium", + "yq_yaml_anchor_merge_conflict_hard", + "z3_constraint_solving_medium", + "zero_shot_classification_hard", + "zfs_snapshot_replication_remote_hard", + "zookeeper_leader_election_failure_hard", + "zookeeper_watcher_node_medium", + "zugzwang_position_detection_hard" + ], + "attempts_per_task": 2, + "total_attempts": 2118, + "resources": { + "a_star_pathfinding_hard": { + "environment": { + "build_timeout_sec": 600.0, + "cpus": 1, + "memory_mb": 2048, + "storage_mb": 10240, + "gpus": 0, + "allow_internet": true, + "mcp_servers": [] + }, + "agent": { + "timeout_sec": 900.0 + }, + "verifier": { + "timeout_sec": 240.0, + "env": {} + } + }, + "a_star_pathfinding_medium": { + "environment": { + "build_timeout_sec": 600.0, + "cpus": 1, + "memory_mb": 2048, + "storage_mb": 10240, + "gpus": 0, + "allow_internet": true, + "mcp_servers": [] + }, + "agent": { + "timeout_sec": 900.0 + }, + "verifier": { + "timeout_sec": 240.0, + "env": {} + } + }, + "aar_android_library_packaging_medium": { + "environment": { + "build_timeout_sec": 600.0, + "cpus": 1, + "memory_mb": 2048, + "storage_mb": 10240, + "gpus": 0, + "allow_internet": true, + 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Pilot results count toward pass@2. Current v1 task payloads are unchanged." +} \ No newline at end of file diff --git a/termigen_v3/metadata/selection.json b/termigen_v3/metadata/selection.json new file mode 100644 index 0000000000000000000000000000000000000000..cad9379099f594f4e8c079214b48d7a6b03e4aa5 --- /dev/null +++ b/termigen_v3/metadata/selection.json @@ -0,0 +1 @@ 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diff --git a/termigen_v3/patch.py b/termigen_v3/patch.py new file mode 100644 index 0000000000000000000000000000000000000000..174e93425d4e031980160bed9815b45d59bf7a29 --- /dev/null +++ b/termigen_v3/patch.py @@ -0,0 +1,28 @@ +"""Rebuild cumulative TermiGen v3 tasks from pinned v1/v2 inputs and local selection metadata. +Usage: python patch.py --out rebuilt.parquet +Requires pyarrow and huggingface_hub. Does not rerun validation or teacher generation. +""" +import argparse,hashlib,json +from pathlib import Path +import pyarrow as pa,pyarrow.parquet as pq +from huggingface_hub import hf_hub_download + +def build(selection, source, old): + current={r['path']:r for r in source.to_pylist()};prior={r['path']:r for r in old.to_pylist()};rows=[] + for tid,e in sorted(selection['tasks'].items()): + if not e['kept']:continue + if tid in prior:r=dict(prior[tid]) + else: + r=dict(current[tid]);r.update({k:e['v2_results'].get(k) for k in ['coder_solved','instruct_successes','instruct_missing_rewards']});r['attempts_per_model']=4 + assert r['content_sha256']==e['content_sha256'] + r.update({k:e[k] for k in ['qwen38_attempts','qwen38_successes','qwen38_missing_attempts','qwen38_saved_traces']});rows.append(r) + schema=pa.schema([*old.schema,*(pa.field(k,pa.int64()) for k in ['qwen38_attempts','qwen38_successes','qwen38_missing_attempts','qwen38_saved_traces'])]);meta=dict(old.schema.metadata or {}) + images=json.loads(source.schema.metadata[b'ot.images.v1']);kept={r['path'] for r in rows};images['tasks']={t:e for t,e in images['tasks'].items() if t in kept};used={e['bundle'] for t in images['tasks'].values() for e in t['environments']};images['bundles']={k:v for k,v in images['bundles'].items() if k in used};meta[b'ot.images.v1']=json.dumps(images).encode() + meta[b'ot.release.v3']=json.dumps({'partial':True,'baseline_revision':selection['baseline_revision'],'source_revision':selection['source_revision'],'kept':len(rows),'new_model':'Qwen/Qwen3.8-27B','reward_policy':'terminal-errors-zero-v2'}).encode() + return pa.Table.from_pylist(rows,schema=schema.with_metadata(meta)) + +if __name__=='__main__': + ap=argparse.ArgumentParser();ap.add_argument('--out',type=Path,required=True);a=ap.parse_args();root=Path(__file__).parent;s=json.loads((root/'metadata/selection.json').read_text());inputs=json.loads((root/'metadata/inputs.json').read_text());tables={} + for key,record in inputs.items(): + path=Path(hf_hub_download(s['repo_id'],record['file'],repo_type='dataset',revision=record['revision']));assert hashlib.sha256(path.read_bytes()).hexdigest()==record['sha256'];tables[key]=pq.read_table(path) + pq.write_table(build(s,tables['source'],tables['v2']),a.out,compression='zstd') diff --git a/termigen_v3/tasks.parquet b/termigen_v3/tasks.parquet new file mode 100644 index 0000000000000000000000000000000000000000..4d6f8f66ea4418adf00835f6761396331379fc28 --- /dev/null +++ b/termigen_v3/tasks.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3338c26c459bdfb2e5c7f6097bbd0082f72bd7a5548c40edef3d816b884e3730 +size 210505840 diff --git a/termigen_v3/trace_stats/README.md b/termigen_v3/trace_stats/README.md new file mode 100644 index 0000000000000000000000000000000000000000..63b750bf82ea6be4ea685838c23603ca479df57e --- /dev/null +++ b/termigen_v3/trace_stats/README.md @@ -0,0 +1,34 @@ +# Trajectory statistics + +2,024 attempts across 1,012 tasks of TermiGen v3, Qwen3.8-27B partial evaluation, kept and excluded, each counted once. Task success counts are in the [dataset overview](../README.md). + +| Metric | qwen38-27b | +| --- | ---: | +| Recorded attempts | 2,024 | +| Median agent turns | 8 | +| Median input tokens per attempt | 55,508 | +| Median output tokens per attempt | 16,714 | +| Median agent runtime (seconds) | 330 | +| Median verifier runtime (seconds) | 10 | + +Medians use recorded measurements only. + +## Plots + +![Trace measurements](plots/all-models-trace-distributions.png) + +![Trace outcomes](plots/all-models-trace-outcomes.png) + +![Most frequent commands](plots/all-models-trace-commands.png) + +Commands are counted as submitted, not as successful executions. + +Per-model plots: [qwen38-27b](plots/qwen38-27b-trace-commands.png), [qwen38-27b](plots/qwen38-27b-trace-distributions.png), [qwen38-27b](plots/qwen38-27b-trace-outcomes.png). + +## Data + +- [Summary](data/summary.json): overall and per-model statistics. +- [Per-task metrics](data/per_task.parquet) and [per-attempt metrics](data/per_attempt.parquet), with nested metrics stored as JSON. +- [Provenance](data/provenance.json): source files and deduplication. + +Attempts without a saved conversation: 0; without a verifier reward: 29. 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