| {"example_id": "67f39838-34d9-40ba-80d7-2dbab3bc0dfa", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_stale_registry", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] recommendation-engine SLO burn 2.2\u00d7/hr"], "service_metrics": {"recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.3, "registry_stale_instance_count": 3, "registry_health_check_age_seconds": 379}}, "logs": {"recommendation-engine": ["fault: task_medium_stale_registry"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "deregister_stale_instances", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "7b9dee63-5bc2-40f2-884e-6a809e669889", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 3.0\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.8886283054765399, "az_b_error_rate": 0.8612015818524956, "az_b_weight": 0.33, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway-az-b"} |
| {"example_id": "58eac885-45c0-4fb1-91ff-342330289a81", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] ml-inference-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"ml-inference-service": {"status": "critical", "http_server_error_rate": 0.19669824889593068, "gpu_quota_utilization": 0.0, "cpu_fallback_response_bytes": 110, "logs": {"ml-inference-service": ["GPU quota 0.00, fallback 110KB"]}}}, "logs": {"ml-inference-service": ["GPU quota 0.00, fallback 110KB"]}}, "gold_action_sequence": [{"action": "inspect_quota_usage", "params": {"service": "ml-inference-service"}}, {"action": "request_quota_increase", "params": {"service": "ml-inference-service, resource=\"gpu_compute\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "ml-inference-service"} |
| {"example_id": "43796793-a98f-4f83-a26f-c5f65798b85e", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_configmap_reload", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] notification-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"notification-service": {"status": "degraded", "http_server_error_rate": 0.37325286512732736, "configmap_update_age_seconds": 164, "logs": {"notification-service": ["ConfigMap update 5 min ago", "Missing: /etc/templates/email_templates.conf"], "auth-service": ["Auth-service showing memory 0.72 \u2014 RED HERRING"]}}}, "logs": {"notification-service": ["ConfigMap update 5 min ago", "Missing: /etc/templates/email_templates.conf"], "auth-service": ["Auth-service showing memory 0.72 \u2014 RED HERRING"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "restart_service", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "85fe69f6-1496-4ba2-b573-f812d3c416df", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] recommendation-engine SLO burn 3.0\u00d7/hr"], "service_metrics": {"recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.10687847306455828, "deployment_ready_replicas": 0, "startup_duration_s": 55, "process_memory_utilization": 0.9144744503174399}}, "logs": {"recommendation-engine": ["fault: task_medium_hpa_cold_start"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "2fb4f613-c098-4cc4-9158-ed83f4c43cb0", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] ml-inference-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"ml-inference-service": {"status": "critical", "http_server_error_rate": 0.23308438157752398, "gpu_quota_utilization": 0.0, "cpu_fallback_response_bytes": 110, "logs": {"ml-inference-service": ["GPU quota 0.00, fallback 110KB"]}}}, "logs": {"ml-inference-service": ["GPU quota 0.00, fallback 110KB"]}}, "gold_action_sequence": [{"action": "inspect_quota_usage", "params": {"service": "ml-inference-service"}}, {"action": "request_quota_increase", "params": {"service": "ml-inference-service, resource=\"gpu_compute\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "ml-inference-service"} |
| {"example_id": "08a7295d-4ee9-4890-b0a4-a4bad92287dd", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 7.0\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.8222374435586366, "az_b_error_rate": 0.8827505778841582, "az_b_weight": 0.33, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway-az-b"} |
| {"example_id": "350945f9-44b0-41a8-87fb-9f3f92c0e403", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] db-proxy SLO burn 1.8\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.272284590839688, "db_connection_pool_size": 4, "process_open_file_descriptors": 4200, "cache_memory_utilization": 0.72}}, "logs": {"db-proxy": ["fault: task_easy_alert_fatigue"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "b071a692-d1c7-4f00-a59a-59caadb9bfb9", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_cronjob_spike", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] analytics-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"analytics-service": {"status": "degraded", "http_server_error_rate": 0.05425831646469202, "process_memory_utilization": 0.91, "baseline_memory": 0.32, "cronjob_runtime_seconds": 552, "dataset_size_gb": 34}}, "logs": {"analytics-service": ["fault: task_easy_cronjob_spike"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "analytics-service"}}, {"action": "fetch_logs", "params": {"service": "analytics-service"}}, {"action": "scale_replicas", "params": {"service": "analytics-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "analytics-service"} |
| {"example_id": "f291b76c-2a24-44a3-94a9-7e31ddf8e166", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_noisy_neighbor", "tier": "easy", "fault_type": "oom", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] batch-processor SLO burn 5.1\u00d7/hr"], "service_metrics": {"batch-processor": {"status": "degraded", "http_server_error_rate": 0.10049066861845521, "noisy_pod_cpu_utilization": 0.88, "node_memory_pressure": 0.91}}, "logs": {"batch-processor": ["fault: task_easy_noisy_neighbor"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "batch-processor"}}, {"action": "evict_noisy_pod", "params": {"service": "batch-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "batch-processor"} |
| {"example_id": "0a598792-4b94-4b3b-b857-2368c809394c", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] auth-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.14134030665560257, "network_packet_loss_rate_inbound": 0.14291223471249356, "http_server_request_duration_p99": 7.484459213591045, "http_server_request_duration_p50": 0.1027273106357861, "logs": {"auth-service": ["Gray failure: p99=7.5s"]}}}, "logs": {"auth-service": ["Gray failure: p99=7.5s"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "auth-service"}}, {"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "inspect_network_policy", "params": {"service": "auth-service"}}, {"action": "revert_network_policy", "params": {"service": "auth-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "b176d24a-b38e-48b4-84ce-0c924f5a11d3", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_stale_registry", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] recommendation-engine SLO burn 2.2\u00d7/hr"], "service_metrics": {"recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.375, "registry_stale_instance_count": 3, "registry_health_check_age_seconds": 212}}, "logs": {"recommendation-engine": ["fault: task_medium_stale_registry"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "deregister_stale_instances", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "f77b8bb7-864a-4577-a068-38378bb251de", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_rollout_stuck", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] checkout-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"checkout-service": {"status": "degraded", "http_server_error_rate": 0.4886295612238928, "deployment_rollout_progress_pct": 0.7, "logs": {"checkout-service": ["Rollout stuck at 70%", "Missing: CHECKOUT_API_URL"]}}}, "logs": {"checkout-service": ["Rollout stuck at 70%", "Missing: CHECKOUT_API_URL"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "checkout-service"}}, {"action": "rollback_deployment_rollout", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "3bea99ca-a889-420a-b8f0-0348c1d9fabb", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_cache_corruption", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] cache SLO burn 8.0\u00d7/hr"], "service_metrics": {"cache": {"status": "critical", "http_server_error_rate": 0.6879397676018585, "cache_checksum_errors": 205, "cache_miss_rate": 0.664500365750358, "logs": {"cache": ["Cache data integrity error \u2014 CRC mismatch detected"]}}}, "logs": {"cache": ["Cache data integrity error \u2014 CRC mismatch detected"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "cache"}}, {"action": "evict_corrupted_keys", "params": {"service": "cache"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "cache"} |
| {"example_id": "79c4e55e-dbd0-4e93-8d71-d2d5fb5ae5f3", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] ml-inference-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"ml-inference-service": {"status": "critical", "http_server_error_rate": 0.23408953677732397, "gpu_quota_utilization": 0.0, "cpu_fallback_response_bytes": 130, "logs": {"ml-inference-service": ["GPU quota 0.00, fallback 130KB"]}}}, "logs": {"ml-inference-service": ["GPU quota 0.00, fallback 130KB"]}}, "gold_action_sequence": [{"action": "inspect_quota_usage", "params": {"service": "ml-inference-service"}}, {"action": "request_quota_increase", "params": {"service": "ml-inference-service, resource=\"gpu_compute\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "ml-inference-service"} |
| {"example_id": "301863d6-72f6-4f18-b1fd-2862d7412416", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] db-proxy SLO burn 2.5\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.19561676256267002, "db_connection_pool_size": 3, "process_open_file_descriptors": 3200, "cache_memory_utilization": 0.68}}, "logs": {"db-proxy": ["fault: task_easy_alert_fatigue"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "43a1a674-0bd1-47c2-81a3-84339a91bec8", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_stale_registry", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] recommendation-engine SLO burn 7.0\u00d7/hr"], "service_metrics": {"recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.2727, "registry_stale_instance_count": 3, "registry_health_check_age_seconds": 393}}, "logs": {"recommendation-engine": ["fault: task_medium_stale_registry"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "deregister_stale_instances", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "257907c9-1629-4049-98a8-66bfd1243eb7", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_cronjob_spike", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] analytics-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"analytics-service": {"status": "degraded", "http_server_error_rate": 0.053872666546896236, "process_memory_utilization": 0.88, "baseline_memory": 0.32, "cronjob_runtime_seconds": 788, "dataset_size_gb": 33}}, "logs": {"analytics-service": ["fault: task_easy_cronjob_spike"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "analytics-service"}}, {"action": "fetch_logs", "params": {"service": "analytics-service"}}, {"action": "scale_replicas", "params": {"service": "analytics-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "analytics-service"} |
| {"example_id": "56bb86fc-a71b-41d5-b143-d030e9404271", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_log_storm_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] notification-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.7941786286215515, "process_disk_usage_ratio": 0.98, "application_log_level": "DEBUG", "logs": {"notification-service": ["INFO logging: disk at 0.91"]}}}, "logs": {"notification-service": ["INFO logging: disk at 0.91"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "set_log_level", "params": {"service": "notification-service, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "1641bbef-6727-4ebd-9673-4c2c7d6c149c", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] db-proxy SLO burn 5.1\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.3007095446607373, "db_connection_pool_size": 6, "process_open_file_descriptors": 3200, "cache_memory_utilization": 0.82}}, "logs": {"db-proxy": ["fault: task_easy_alert_fatigue"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "c421a3aa-2f09-4fab-a906-0e0b4d9ed260", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_rollout_stuck", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] checkout-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"checkout-service": {"status": "degraded", "http_server_error_rate": 0.46567012270158525, "deployment_rollout_progress_pct": 0.6, "logs": {"checkout-service": ["Rollout stuck at 60%", "Missing: CHECKOUT_FEATURE_FLAG_ENDPOINT"]}}}, "logs": {"checkout-service": ["Rollout stuck at 60%", "Missing: CHECKOUT_FEATURE_FLAG_ENDPOINT"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "checkout-service"}}, {"action": "rollback_deployment_rollout", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "e6e10aa1-d7f7-402e-9658-e491494b59d8", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_log_storm_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] notification-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.7550182156308155, "process_disk_usage_ratio": 0.91, "application_log_level": "DEBUG", "logs": {"notification-service": ["INFO logging: disk at 0.91"]}}}, "logs": {"notification-service": ["INFO logging: disk at 0.91"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "set_log_level", "params": {"service": "notification-service, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "404f0f69-a11c-49a4-b53f-a4373cb961c3", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 5.8\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.8404685835165098, "az_b_error_rate": 0.873277545781826, "az_b_weight": 0.33, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway-az-b"} |
| {"example_id": "4a48f780-59c1-4e76-b1bd-f6e4a2285f68", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_stale_registry", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] recommendation-engine SLO burn 5.8\u00d7/hr"], "service_metrics": {"recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.1667, "registry_stale_instance_count": 1, "registry_health_check_age_seconds": 178}}, "logs": {"recommendation-engine": ["fault: task_medium_stale_registry"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "deregister_stale_instances", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "52473d9d-eb72-43fc-844b-583c77a2bc5b", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_alert_fatigue", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] db-proxy SLO burn 3.2\u00d7/hr"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.25202862761385075, "db_connection_pool_size": 3, "process_open_file_descriptors": 4200, "cache_memory_utilization": 0.78}}, "logs": {"db-proxy": ["fault: task_easy_alert_fatigue"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "fetch_logs", "params": {"service": "db-proxy"}}, {"action": "revert_config", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "37c5ed57-1116-4248-9886-4ac673825ac2", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_rollout_stuck", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] checkout-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"checkout-service": {"status": "degraded", "http_server_error_rate": 0.30655564930850343, "deployment_rollout_progress_pct": 0.3, "logs": {"checkout-service": ["Rollout stuck at 30%", "Missing: CHECKOUT_API_URL"]}}}, "logs": {"checkout-service": ["Rollout stuck at 30%", "Missing: CHECKOUT_API_URL"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "checkout-service"}}, {"action": "rollback_deployment_rollout", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "0d49fe55-9269-4f69-80c1-a9f562137789", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_cronjob_spike", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] analytics-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"analytics-service": {"status": "degraded", "http_server_error_rate": 0.07658861292879729, "process_memory_utilization": 0.88, "baseline_memory": 0.28, "cronjob_runtime_seconds": 686, "dataset_size_gb": 46}}, "logs": {"analytics-service": ["fault: task_easy_cronjob_spike"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "analytics-service"}}, {"action": "fetch_logs", "params": {"service": "analytics-service"}}, {"action": "scale_replicas", "params": {"service": "analytics-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "analytics-service"} |
| {"example_id": "4fdd41ce-5b31-437b-9016-2bd268b138dc", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] auth-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.13069080300971098, "network_packet_loss_rate_inbound": 0.12805792533061827, "http_server_request_duration_p99": 5.5569113116663305, "http_server_request_duration_p50": 0.10051334852338639, "logs": {"auth-service": ["Gray failure: p99=5.6s"]}}}, "logs": {"auth-service": ["Gray failure: p99=5.6s"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "auth-service"}}, {"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "inspect_network_policy", "params": {"service": "auth-service"}}, {"action": "revert_network_policy", "params": {"service": "auth-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "bbd57c14-375e-458d-ac15-9b83bf1dcc36", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_configmap_reload", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] notification-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"notification-service": {"status": "degraded", "http_server_error_rate": 0.4441133057722836, "configmap_update_age_seconds": 104, "logs": {"notification-service": ["ConfigMap update 1 min ago", "Missing: /etc/templates/rate_limit_map.json"], "auth-service": ["Auth-service showing memory 0.72 \u2014 RED HERRING"]}}}, "logs": {"notification-service": ["ConfigMap update 1 min ago", "Missing: /etc/templates/rate_limit_map.json"], "auth-service": ["Auth-service showing memory 0.72 \u2014 RED HERRING"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "restart_service", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "1ce67375-d37f-43e6-a646-79351509dbb3", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] auth-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.24299508317912755, "network_packet_loss_rate_inbound": 0.1921731742386938, "http_server_request_duration_p99": 8.176631369592931, "http_server_request_duration_p50": 0.08680248508234648, "logs": {"auth-service": ["Gray failure: p99=8.2s"]}}}, "logs": {"auth-service": ["Gray failure: p99=8.2s"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "auth-service"}}, {"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "inspect_network_policy", "params": {"service": "auth-service"}}, {"action": "revert_network_policy", "params": {"service": "auth-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "7bc0f284-725d-463f-bf62-9601840c9859", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] auth-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"auth-service": {"status": "degraded", "http_server_error_rate": 0.24667937546250915, "network_packet_loss_rate_inbound": 0.13778808099667128, "http_server_request_duration_p99": 5.7055182455191975, "http_server_request_duration_p50": 0.09978029609954531, "logs": {"auth-service": ["Gray failure: p99=5.7s"]}}}, "logs": {"auth-service": ["Gray failure: p99=5.7s"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "auth-service"}}, {"action": "fetch_logs", "params": {"service": "auth-service"}}, {"action": "inspect_network_policy", "params": {"service": "auth-service"}}, {"action": "revert_network_policy", "params": {"service": "auth-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "adf9243d-3721-44a5-b091-d235dfe214e6", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] recommendation-engine SLO burn 2.2\u00d7/hr"], "service_metrics": {"recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.12642624678617348, "deployment_ready_replicas": 0, "startup_duration_s": 55, "process_memory_utilization": 0.8784293031027074}}, "logs": {"recommendation-engine": ["fault: task_medium_hpa_cold_start"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "7059d9c7-a353-4713-829b-21b7ee40bcfa", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_log_storm_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] notification-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.8615515746501099, "process_disk_usage_ratio": 0.94, "application_log_level": "DEBUG", "logs": {"notification-service": ["INFO logging: disk at 0.96"]}}}, "logs": {"notification-service": ["INFO logging: disk at 0.96"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "set_log_level", "params": {"service": "notification-service, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "c90cee64-9c2b-4581-abbe-973029365fc2", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 5.8\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.9347536051693407, "az_b_error_rate": 0.9213524056795298, "az_b_weight": 0.33, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway-az-b"} |
| {"example_id": "ef90c5c1-82c4-42e6-8a20-d211035359d6", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_noisy_neighbor", "tier": "easy", "fault_type": "oom", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] batch-processor SLO burn 2.5\u00d7/hr"], "service_metrics": {"batch-processor": {"status": "degraded", "http_server_error_rate": 0.19639046425892503, "noisy_pod_cpu_utilization": 0.78, "node_memory_pressure": 0.88}}, "logs": {"batch-processor": ["fault: task_easy_noisy_neighbor"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "batch-processor"}}, {"action": "evict_noisy_pod", "params": {"service": "batch-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "batch-processor"} |
| {"example_id": "fd7610c6-f4e4-4c23-a85d-148a4bad7a96", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] recommendation-engine SLO burn 5.8\u00d7/hr"], "service_metrics": {"recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.05058073322550795, "deployment_ready_replicas": 0, "startup_duration_s": 50, "process_memory_utilization": 0.9183517260060774}}, "logs": {"recommendation-engine": ["fault: task_medium_hpa_cold_start"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "79d1b62d-6c7c-41f0-b880-5b8fb17e5da8", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_quota_cascade", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] ml-inference-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"ml-inference-service": {"status": "critical", "http_server_error_rate": 0.2063795228744411, "gpu_quota_utilization": 0.0, "cpu_fallback_response_bytes": 140, "logs": {"ml-inference-service": ["GPU quota 0.00, fallback 140KB"]}}}, "logs": {"ml-inference-service": ["GPU quota 0.00, fallback 140KB"]}}, "gold_action_sequence": [{"action": "inspect_quota_usage", "params": {"service": "ml-inference-service"}}, {"action": "request_quota_increase", "params": {"service": "ml-inference-service, resource=\"gpu_compute\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "ml-inference-service"} |
| {"example_id": "b51fe490-ec4d-422c-956f-7341770374d7", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_noisy_neighbor", "tier": "easy", "fault_type": "oom", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] batch-processor SLO burn 4.0\u00d7/hr"], "service_metrics": {"batch-processor": {"status": "degraded", "http_server_error_rate": 0.19968644065376245, "noisy_pod_cpu_utilization": 0.92, "node_memory_pressure": 0.85}}, "logs": {"batch-processor": ["fault: task_easy_noisy_neighbor"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "batch-processor"}}, {"action": "evict_noisy_pod", "params": {"service": "batch-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "batch-processor"} |
| {"example_id": "730ba2c5-f076-4aab-aa8e-585766df76be", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_cache_corruption", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] cache SLO burn 8.0\u00d7/hr"], "service_metrics": {"cache": {"status": "critical", "http_server_error_rate": 0.6509048248308063, "cache_checksum_errors": 145, "cache_miss_rate": 0.6473420927678113, "logs": {"cache": ["Cache data integrity error \u2014 CRC mismatch detected"]}}}, "logs": {"cache": ["Cache data integrity error \u2014 CRC mismatch detected"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "cache"}}, {"action": "evict_corrupted_keys", "params": {"service": "cache"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "cache"} |
| {"example_id": "019b1b14-0463-4165-b3a8-a42cc813bb0a", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_noisy_neighbor", "tier": "easy", "fault_type": "oom", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] batch-processor SLO burn 5.1\u00d7/hr"], "service_metrics": {"batch-processor": {"status": "degraded", "http_server_error_rate": 0.19757140586011418, "noisy_pod_cpu_utilization": 0.72, "node_memory_pressure": 0.85}}, "logs": {"batch-processor": ["fault: task_easy_noisy_neighbor"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "batch-processor"}}, {"action": "evict_noisy_pod", "params": {"service": "batch-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "batch-processor"} |
| {"example_id": "053613bf-6ac3-477b-a804-15f61cfef3b8", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 5.8\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.8311099664778593, "az_b_error_rate": 0.8883063032728371, "az_b_weight": 0.33, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "api-gateway-az-b"} |
| {"example_id": "78a29cb6-c22e-446b-88ba-576494b76f7a", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_rollout_stuck", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] checkout-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"checkout-service": {"status": "degraded", "http_server_error_rate": 0.5127156745384086, "deployment_rollout_progress_pct": 0.5, "logs": {"checkout-service": ["Rollout stuck at 50%", "Missing: CHECKOUT_SERVICE_KEY"]}}}, "logs": {"checkout-service": ["Rollout stuck at 50%", "Missing: CHECKOUT_SERVICE_KEY"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "checkout-service"}}, {"action": "rollback_deployment_rollout", "params": {"service": "checkout-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "checkout-service"} |
| {"example_id": "da0b601f-f57a-4268-a860-6cf7b03e27c6", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_configmap_reload", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] notification-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"notification-service": {"status": "degraded", "http_server_error_rate": 0.49614728389627705, "configmap_update_age_seconds": 123, "logs": {"notification-service": ["ConfigMap update 5 min ago", "Missing: /etc/templates/notification_config.yaml"], "auth-service": ["Auth-service showing memory 0.68 \u2014 RED HERRING"]}}}, "logs": {"notification-service": ["ConfigMap update 5 min ago", "Missing: /etc/templates/notification_config.yaml"], "auth-service": ["Auth-service showing memory 0.68 \u2014 RED HERRING"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "restart_service", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "ebba75cd-3149-4bea-a617-11d7c3d8e8ac", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] recommendation-engine SLO burn 3.0\u00d7/hr"], "service_metrics": {"recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.14706967501958945, "deployment_ready_replicas": 0, "startup_duration_s": 50, "process_memory_utilization": 0.9285108705096091}}, "logs": {"recommendation-engine": ["fault: task_medium_hpa_cold_start"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "a80f6435-255c-4a0d-8847-5e1381618493", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_cronjob_spike", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] analytics-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"analytics-service": {"status": "degraded", "http_server_error_rate": 0.07138480816623487, "process_memory_utilization": 0.97, "baseline_memory": 0.28, "cronjob_runtime_seconds": 698, "dataset_size_gb": 33}}, "logs": {"analytics-service": ["fault: task_easy_cronjob_spike"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "analytics-service"}}, {"action": "fetch_logs", "params": {"service": "analytics-service"}}, {"action": "scale_replicas", "params": {"service": "analytics-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "analytics-service"} |
| {"example_id": "9f42e9a7-1dc4-43c0-a4ab-63afd9a9ee58", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_cache_corruption", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] cache SLO burn 3.0\u00d7/hr"], "service_metrics": {"cache": {"status": "critical", "http_server_error_rate": 0.5159307887740269, "cache_checksum_errors": 165, "cache_miss_rate": 0.6958101980116655, "logs": {"cache": ["Cache data integrity error \u2014 CRC mismatch detected"]}}}, "logs": {"cache": ["Cache data integrity error \u2014 CRC mismatch detected"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "cache"}}, {"action": "evict_corrupted_keys", "params": {"service": "cache"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "cache"} |
| {"example_id": "0542157a-b7b5-49b1-b022-dc027f5599a9", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_hpa_cold_start", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] recommendation-engine SLO burn 4.5\u00d7/hr"], "service_metrics": {"recommendation-engine": {"status": "degraded", "http_server_error_rate": 0.11478029020398887, "deployment_ready_replicas": 0, "startup_duration_s": 62, "process_memory_utilization": 0.9090943104872048}}, "logs": {"recommendation-engine": ["fault: task_medium_hpa_cold_start"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "recommendation-engine"}}, {"action": "get_metrics_detail", "params": {"service": "recommendation-engine"}}, {"action": "pre_warm_service", "params": {"service": "recommendation-engine"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "recommendation-engine"} |
| {"example_id": "b489c9c7-150a-4212-ac6d-5ab9222efb52", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_hard_cache_corruption", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] cache SLO burn 3.0\u00d7/hr"], "service_metrics": {"cache": {"status": "critical", "http_server_error_rate": 0.5176493220268188, "cache_checksum_errors": 149, "cache_miss_rate": 0.53373683947011, "logs": {"cache": ["Cache data integrity error \u2014 CRC mismatch detected"]}}}, "logs": {"cache": ["Cache data integrity error \u2014 CRC mismatch detected"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "cache"}}, {"action": "evict_corrupted_keys", "params": {"service": "cache"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "cache"} |
| {"example_id": "1830eb30-f59f-4783-8962-bf7b7d267f7a", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_easy_log_storm_disk", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] notification-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.7624400029285975, "process_disk_usage_ratio": 0.97, "application_log_level": "DEBUG", "logs": {"notification-service": ["INFO logging: disk at 0.91"]}}}, "logs": {"notification-service": ["INFO logging: disk at 0.91"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "set_log_level", "params": {"service": "notification-service, level=\"INFO\""}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "202d7779-3dce-4a00-a187-4893ea5bcab9", "source_script": "gen_25_mixed_rotation_f.py", "task_seed_id": "task_medium_configmap_reload", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] notification-service SLO burn 5.8\u00d7/hr"], "service_metrics": {"notification-service": {"status": "degraded", "http_server_error_rate": 0.48831621510358614, "configmap_update_age_seconds": 297, "logs": {"notification-service": ["ConfigMap update 3 min ago", "Missing: /etc/templates/notification_config.yaml"], "auth-service": ["Auth-service showing memory 0.68 \u2014 RED HERRING"]}}}, "logs": {"notification-service": ["ConfigMap update 3 min ago", "Missing: /etc/templates/notification_config.yaml"], "auth-service": ["Auth-service showing memory 0.68 \u2014 RED HERRING"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "notification-service"}}, {"action": "restart_service", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
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