| {"example_id": "8814ce26-4d66-48da-8067-7d576883a6fa", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] Excessive request rate from client \u2014 threshold exceeded"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.006}, "notification-service": {"status": "critical", "http_server_error_rate": 0.6555, "last_deployment_age_seconds": 180, "restart_count": 1}, "notification-db": {"status": "healthy", "http_server_error_rate": 0.0054}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0227}, "metrics-exporter": {"status": "healthy", "http_server_error_rate": 0.0218}}, "logs": {"api-gateway": [], "notification-service": ["Excessive request rate detected. 50x normal traffic."], "notification-db": ["[HEALTHY] cache: routine check complete. status=ok"], "user-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "metrics-exporter": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "e3063f08-311a-4077-b4f0-7cd762cd485d", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[CRITICAL] HikariCP pool size critical on auth-service"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.2863, "process_open_file_descriptors": 6, "restart_count": 7}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0112}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0931}, "api-gateway": {"status": "healthy", "http_server_error_rate": 0.0144}, "cache": {"status": "healthy", "http_server_error_rate": 0.0261}}, "logs": {"db-proxy": ["HikariPool-1 - Connection pool exhausted. Total=5, Idle=0, Waiting=50"], "auth-service": [], "payment-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "api-gateway": [], "cache": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "f9082a7b-1c98-4765-8fd7-54c90610932c", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[ALERT] File descriptor count elevated on auth-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0056}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0711}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0975}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0137}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0181}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0116}, "cache": {"status": "healthy", "http_server_error_rate": 0.0194}, "search-service": {"status": "critical", "http_server_error_rate": 0.6593, "process_open_file_descriptors": 2, "restart_count": 5}, "ranking-service": {"status": "healthy", "http_server_error_rate": 0.0022}}, "logs": {"api-gateway": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "payment-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "checkout-service": [], "user-service": [], "db-proxy": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "cache": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "search-service": ["HikariPool-1 - Connection pool exhausted. Total=3, Idle=0, Waiting=50"], "ranking-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "search-service"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "search-service"} |
| {"example_id": "f9ab18f2-e3f5-494c-84a0-c26280ebffbf", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] auth-service connection pool near exhaustion"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.4246, "process_open_file_descriptors": 3, "restart_count": 4}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0437}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0031}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0116}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0914}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0283}, "cache": {"status": "healthy", "http_server_error_rate": 0.0253}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.0027}}, "logs": {"api-gateway": ["HikariPool-1 - Connection pool exhausted. Total=5, Idle=0, Waiting=50", "[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": [], "db-proxy": ["[HEALTHY] cache: routine check complete. status=ok"], "payment-service": [], "user-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "cache": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "notification-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway"} |
| {"example_id": "852462e2-71f4-4745-afe4-a6588fab466e", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[ALERT] Request volume anomaly detected \u2014 50x normal rate"], "service_metrics": {"user-service": {"status": "healthy", "http_server_error_rate": 0.0116}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.4448, "last_deployment_age_seconds": 540, "restart_count": 2}, "cache": {"status": "healthy", "http_server_error_rate": 0.0066}}, "logs": {"user-service": [], "notification-service": ["Excessive request rate detected. 50x normal traffic."], "cache": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "b7519939-892f-4464-932e-9b25b6314db9", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[CRITICAL] HikariCP pool size critical on auth-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0035}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0159}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0058}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0044}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0164}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0437}, "cache": {"status": "healthy", "http_server_error_rate": 0.0047}, "search-service": {"status": "critical", "http_server_error_rate": 0.6183, "process_open_file_descriptors": 5, "restart_count": 7}, "ranking-service": {"status": "healthy", "http_server_error_rate": 0.0057}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "payment-service": [], "checkout-service": [], "user-service": [], "db-proxy": [], "cache": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "search-service": ["HikariPool-1 - Connection pool exhausted. Total=4, Idle=0, Waiting=50", "[HEALTHY] db-proxy: routine check complete. status=ok"], "ranking-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "search-service"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "search-service"} |
| {"example_id": "4ce69893-e362-44e8-95d6-9274f0f44ebf", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_cascade_memleak", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] Memory pressure detected in payment-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0272}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.2965, "process_memory_utilization": 0.7179, "runtime_gc_pause_duration": 0.5, "http_server_request_duration_p99": 1.43}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.042}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0107}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0171}}, "logs": {"api-gateway": [], "payment-service": ["GC pause 0.62s. Heap usage 95%.", "[HEALTHY] db-proxy: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "db-proxy": ["[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "96de5246-5d9a-424b-a2b1-2fb17293138c", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_cascade_memleak", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] Memory pressure detected in payment-service"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0615}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0911, "process_memory_utilization": 0.823, "runtime_gc_pause_duration": 0.4, "http_server_request_duration_p99": 0.96}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0188}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0043}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0097}}, "logs": {"api-gateway": [], "payment-service": ["GC pause 0.70s. Heap usage 81%."], "checkout-service": [], "auth-service": [], "db-proxy": ["[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "7c1d67fc-b2c5-4444-b915-cd236af32725", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_oom_baseline", "tier": "easy", "fault_type": "oom", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] Process memory critical on auth-service. OOM kill detected."], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0987}, "auth-service": {"status": "critical", "http_server_error_rate": 0.067, "process_memory_utilization": 0.97, "restart_count": 7, "runtime_gc_pause_duration": 0.34}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0294}}, "logs": {"api-gateway": [], "auth-service": ["cgroup memory.max exceeded. container out of memory."], "db-proxy": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "sso-service"}}, {"action": "scale_replicas", "params": {"service": "sso-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "bfa9fdee-f158-412b-9038-1e1ee7494aaa", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[CRITICAL] HikariCP pool size critical on auth-service"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.3268, "process_open_file_descriptors": 6, "restart_count": 5}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0693}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0008}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0196}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0142}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0422}, "cache": {"status": "healthy", "http_server_error_rate": 0.0247}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.0012}}, "logs": {"api-gateway": ["HikariPool-1 - Connection pool exhausted. Total=2, Idle=0, Waiting=50"], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] cache: routine check complete. status=ok"], "db-proxy": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "payment-service": [], "user-service": [], "cache": [], "notification-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway"} |
| {"example_id": "5c9144ac-ff2e-4dbc-b246-2267a85b538e", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[CRITICAL] HikariCP pool size critical on auth-service"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.5854, "process_open_file_descriptors": 4, "restart_count": 4}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.007}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0226}, "api-gateway": {"status": "healthy", "http_server_error_rate": 0.0296}, "cache": {"status": "degraded", "http_server_error_rate": 0.0666}}, "logs": {"db-proxy": ["HikariPool-1 - Connection pool exhausted. Total=4, Idle=0, Waiting=50"], "auth-service": ["[HEALTHY] cache: routine check complete. status=ok"], "payment-service": [], "api-gateway": [], "cache": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "7b63857c-ef21-4b14-8392-628ff4d8b616", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_thundering_herd", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[CRITICAL] Deployment age alert: notification-service > 10min"], "service_metrics": {"load-balancer": {"status": "healthy", "http_server_error_rate": 0.0015}, "api-gateway": {"status": "degraded", "http_server_error_rate": 0.0673}, "session-service": {"status": "degraded", "http_server_error_rate": 0.3921, "last_deployment_age_seconds": 120, "restart_count": 2}}, "logs": {"load-balancer": [], "api-gateway": [], "session-service": ["Deployment rollback triggered. revision=2.3.1 \u2192 2.2.9"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "session-service"}}, {"action": "enable_connection_throttle", "params": {"service": "session-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "session-service"} |
| {"example_id": "81b91161-daa7-4422-b172-0ba9a331c0fe", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[CRITICAL] HikariCP pool size critical on auth-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0277}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0488}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0927}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0191}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0071}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0226}, "cache": {"status": "healthy", "http_server_error_rate": 0.0153}, "search-service": {"status": "degraded", "http_server_error_rate": 0.4544, "process_open_file_descriptors": 6, "restart_count": 5}, "ranking-service": {"status": "healthy", "http_server_error_rate": 0.0111}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "auth-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "payment-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] cache: routine check complete. status=ok"], "user-service": [], "db-proxy": ["[HEALTHY] cache: routine check complete. status=ok"], "cache": [], "search-service": ["HikariPool-1 - Connection pool exhausted. Total=5, Idle=0, Waiting=50", "[HEALTHY] db-proxy: routine check complete. status=ok"], "ranking-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "search-service"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "search-service"} |
| {"example_id": "df655963-57f7-42c6-9bcc-0a4181ff15bb", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_oom_baseline", "tier": "easy", "fault_type": "oom", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[CRITICAL] auth-service OOMKilled. exit_code=137"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0146}, "auth-service": {"status": "critical", "http_server_error_rate": 0.2029, "process_memory_utilization": 0.97, "restart_count": 7, "runtime_gc_pause_duration": 0.45}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0007}}, "logs": {"api-gateway": [], "auth-service": ["cgroup memory.max exceeded. container out of memory."], "db-proxy": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "token-service"}}, {"action": "scale_replicas", "params": {"service": "token-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "134dfb16-4e97-42ba-bfeb-969e83972ac2", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] Network partition detected affecting db-proxy"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0111}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.4712, "http_server_request_duration_p99": 6.0, "network_packet_loss_rate_inbound": 0.24}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0777}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0906}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0287}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0118}, "cache": {"status": "healthy", "http_server_error_rate": 0.0249}, "order-service": {"status": "degraded", "http_server_error_rate": 0.0556}, "search-index": {"status": "healthy", "http_server_error_rate": 0.0036}, "pricing-service": {"status": "degraded", "http_server_error_rate": 0.0965}}, "logs": {"api-gateway": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["TLS handshake timeout. certificate expired.", "[HEALTHY] db-proxy: routine check complete. status=ok"], "payment-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "user-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "db-proxy": [], "cache": [], "order-service": [], "search-index": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "pricing-service": []}}, "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": "874127b4-b90c-4c82-9a2c-0e4a810a2aeb", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_fail_slow_memleak", "tier": "easy", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] Memory pressure detected in payment-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0127}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.2321, "process_memory_utilization": 0.7765, "runtime_gc_pause_duration": 0.39, "http_server_request_duration_p99": 1.31}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0096}}, "logs": {"api-gateway": [], "payment-service": ["GC pause 0.68s. Heap usage 88%."], "checkout-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "1efebd82-8145-4b2c-83b7-aad05b70fe5f", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] Excessive request rate from client \u2014 threshold exceeded"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0152}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.3574, "last_deployment_age_seconds": 420, "restart_count": 1}, "notification-db": {"status": "healthy", "http_server_error_rate": 0.0077}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0144}, "metrics-exporter": {"status": "degraded", "http_server_error_rate": 0.0699}}, "logs": {"api-gateway": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "notification-service": ["Pod restart completed. Crash loop detected.", "[HEALTHY] cache: routine check complete. status=ok"], "notification-db": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "user-service": ["[HEALTHY] cache: routine check complete. status=ok"], "metrics-exporter": ["[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "3983f93b-f085-46a4-9deb-e506aac6e2b4", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[ALERT] File descriptor count elevated on auth-service"], "service_metrics": {"db-proxy": {"status": "critical", "http_server_error_rate": 0.5678, "process_open_file_descriptors": 5, "restart_count": 7}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.064}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0239}, "api-gateway": {"status": "healthy", "http_server_error_rate": 0.0134}, "cache": {"status": "degraded", "http_server_error_rate": 0.0997}}, "logs": {"db-proxy": ["HikariPool-1 - Connection pool exhausted. Total=4, Idle=0, Waiting=50", "[HEALTHY] cache: routine check complete. status=ok"], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "payment-service": [], "api-gateway": [], "cache": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "62814b30-00ac-4a81-ab3f-aebf45887245", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_fail_slow_memleak", "tier": "easy", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] Memory pressure detected in payment-service"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0798}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.1291, "process_memory_utilization": 0.7541, "runtime_gc_pause_duration": 0.4, "http_server_request_duration_p99": 2.36}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0123}}, "logs": {"api-gateway": [], "payment-service": ["GC pause 0.65s. Heap usage 95%."], "checkout-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "ac2b8add-1975-4048-98a1-cc5a0c5b6499", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] auth-service connection pool near exhaustion"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0484}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.4801, "process_open_file_descriptors": 2, "restart_count": 5}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0167}}, "logs": {"api-gateway": [], "auth-service": ["HikariPool-1 - Connection pool exhausted. Total=2, Idle=0, Waiting=50"], "db-proxy": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "sso-service"}}, {"action": "revert_config", "params": {"service": "sso-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "a7252864-69f3-4ae1-be44-2406be2e824b", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_oom_baseline", "tier": "easy", "fault_type": "oom", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[CRITICAL] auth-service OOMKilled. exit_code=137"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0076}, "auth-service": {"status": "critical", "http_server_error_rate": 0.1355, "process_memory_utilization": 0.96, "restart_count": 4, "runtime_gc_pause_duration": 0.69}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0077}}, "logs": {"api-gateway": [], "auth-service": ["cgroup memory.max exceeded. container out of memory."], "db-proxy": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "sso-service"}}, {"action": "scale_replicas", "params": {"service": "sso-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "4b43ca8d-29a3-40eb-93f9-072db1ca1739", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_asymmetric_blast", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] Network partition detected affecting db-proxy"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0135}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0015}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0064}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0834}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.3796, "http_server_request_duration_p99": 4.1, "network_packet_loss_rate_inbound": 0.21}}, "logs": {"api-gateway": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": [], "payment-service": [], "user-service": [], "db-proxy": ["DNS resolution failed for downstream service."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "restart_service", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "676e351a-fe98-4b35-80b0-820c29cc1771", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_thundering_herd", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[CRITICAL] Deployment age alert: notification-service > 10min"], "service_metrics": {"load-balancer": {"status": "healthy", "http_server_error_rate": 0.0292}, "api-gateway": {"status": "degraded", "http_server_error_rate": 0.0979}, "session-service": {"status": "degraded", "http_server_error_rate": 0.3455, "last_deployment_age_seconds": 240, "restart_count": 5}}, "logs": {"load-balancer": [], "api-gateway": [], "session-service": ["Excessive request rate detected. 50x normal traffic."]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "session-service"}}, {"action": "enable_connection_throttle", "params": {"service": "session-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "session-service"} |
| {"example_id": "bb41daaa-9aaa-4aad-b1f7-9ceb04471790", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_cascade_memleak", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] Memory pressure detected in payment-service"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0601}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0957, "process_memory_utilization": 0.812, "runtime_gc_pause_duration": 0.27, "http_server_request_duration_p99": 2.49}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0125}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.0723}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0294}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "payment-service": ["GC pause 0.62s. Heap usage 86%."], "checkout-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "auth-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "db-proxy": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "01864c76-33e0-4042-9738-8261e8833903", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[ALERT] File descriptor count elevated on auth-service"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.4656, "process_open_file_descriptors": 6, "restart_count": 6}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0282}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0195}, "api-gateway": {"status": "degraded", "http_server_error_rate": 0.0934}, "cache": {"status": "healthy", "http_server_error_rate": 0.0191}}, "logs": {"db-proxy": ["HikariPool-1 - Connection pool exhausted. Total=3, Idle=0, Waiting=50"], "auth-service": [], "payment-service": [], "api-gateway": [], "cache": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "3813bbfa-d45d-4823-8e39-923bfcf6e42a", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_ntp_clock_drift", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] auth-service connection pool near exhaustion"], "service_metrics": {"db-proxy": {"status": "degraded", "http_server_error_rate": 0.4243, "process_open_file_descriptors": 2, "restart_count": 5}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0266}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0806}, "api-gateway": {"status": "healthy", "http_server_error_rate": 0.0257}, "cache": {"status": "healthy", "http_server_error_rate": 0.0127}}, "logs": {"db-proxy": ["HikariPool-1 - Connection pool exhausted. Total=4, Idle=0, Waiting=50", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "auth-service": [], "payment-service": [], "api-gateway": [], "cache": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"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": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "d675e146-e77e-46dc-8bd1-60eb303b7f4d", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_oom_baseline", "tier": "easy", "fault_type": "oom", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] Process memory critical on auth-service. OOM kill detected."], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0069}, "auth-service": {"status": "critical", "http_server_error_rate": 0.1906, "process_memory_utilization": 0.98, "restart_count": 8, "runtime_gc_pause_duration": 0.27}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.011}}, "logs": {"api-gateway": [], "auth-service": ["cgroup memory.max exceeded. container out of memory."], "db-proxy": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "token-service"}}, {"action": "scale_replicas", "params": {"service": "token-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "25ee5449-7637-465c-8f99-339d39cc0c01", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] Network partition detected affecting db-proxy"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.057}, "auth-service": {"status": "critical", "http_server_error_rate": 0.5775, "http_server_request_duration_p99": 8.4, "network_packet_loss_rate_inbound": 0.2}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0703}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0433}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0063}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0029}, "cache": {"status": "healthy", "http_server_error_rate": 0.0119}, "order-service": {"status": "healthy", "http_server_error_rate": 0.0178}, "search-index": {"status": "healthy", "http_server_error_rate": 0.0228}, "pricing-service": {"status": "healthy", "http_server_error_rate": 0.0034}}, "logs": {"api-gateway": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["TLS handshake timeout. certificate expired."], "payment-service": ["[HEALTHY] cache: routine check complete. status=ok"], "checkout-service": [], "user-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "db-proxy": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "cache": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "order-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "search-index": [], "pricing-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "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": "5fb1ddfc-06fe-4858-8780-1e2a708d9016", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[ALERT] File descriptor count elevated on auth-service"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.7161, "process_open_file_descriptors": 3, "restart_count": 3}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0236}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0269}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0157}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0931}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0113}, "cache": {"status": "degraded", "http_server_error_rate": 0.0617}, "notification-service": {"status": "healthy", "http_server_error_rate": 0.0248}}, "logs": {"api-gateway": ["HikariPool-1 - Connection pool exhausted. Total=4, Idle=0, Waiting=50"], "auth-service": [], "checkout-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "db-proxy": [], "payment-service": [], "user-service": ["[HEALTHY] cache: routine check complete. status=ok"], "cache": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "notification-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway"} |
| {"example_id": "a9c07df5-2e74-4768-9ae8-b952261cd826", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_fail_slow_memleak", "tier": "easy", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] Memory pressure detected in payment-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0044}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.2207, "process_memory_utilization": 0.7445, "runtime_gc_pause_duration": 0.45, "http_server_request_duration_p99": 2.21}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0212}}, "logs": {"api-gateway": [], "payment-service": ["GC pause 0.77s. Heap usage 79%."], "checkout-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "094b1a99-e228-43fd-941e-771672d87651", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[ALERT] High latency detected on db-proxy"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0164}, "auth-service": {"status": "critical", "http_server_error_rate": 0.8187, "http_server_request_duration_p99": 4.3, "network_packet_loss_rate_inbound": 0.17}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0204}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0588}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0155}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0136}, "cache": {"status": "degraded", "http_server_error_rate": 0.0853}, "order-service": {"status": "degraded", "http_server_error_rate": 0.074}, "search-index": {"status": "healthy", "http_server_error_rate": 0.0062}, "pricing-service": {"status": "healthy", "http_server_error_rate": 0.029}}, "logs": {"api-gateway": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "auth-service": ["DNS resolution failed for downstream service."], "payment-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": [], "user-service": [], "db-proxy": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "cache": [], "order-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "search-index": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "pricing-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "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": "e05fe650-eee4-4415-b191-3b15ceadc9f3", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_fail_slow_memleak", "tier": "easy", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[ALERT] GC pause duration elevated on payment-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0037}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0811, "process_memory_utilization": 0.688, "runtime_gc_pause_duration": 0.5, "http_server_request_duration_p99": 2.64}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0079}}, "logs": {"api-gateway": [], "payment-service": ["GC pause 0.73s. Heap usage 92%."], "checkout-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "3d8dc974-fe50-4706-a00b-ec235717faab", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_asymmetric_blast", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[CRITICAL] db-proxy request duration elevated"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.085}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0042}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0032}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0645}, "db-proxy": {"status": "critical", "http_server_error_rate": 0.619, "http_server_request_duration_p99": 3.2, "network_packet_loss_rate_inbound": 0.24}}, "logs": {"api-gateway": [], "auth-service": [], "payment-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "user-service": [], "db-proxy": ["Connection timeout. upstream connect error."]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "restart_service", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "3432300a-82c9-497b-8f58-a754d2de50d0", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_asymmetric_blast", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[CRITICAL] db-proxy request duration elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0025}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0234}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0188}, "user-service": {"status": "degraded", "http_server_error_rate": 0.0692}, "db-proxy": {"status": "critical", "http_server_error_rate": 0.6156, "http_server_request_duration_p99": 4.9, "network_packet_loss_rate_inbound": 0.14}}, "logs": {"api-gateway": [], "auth-service": ["[HEALTHY] cache: routine check complete. status=ok"], "payment-service": [], "user-service": [], "db-proxy": ["DNS resolution failed for downstream service.", "[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "restart_service", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "e3ff0d5a-94d1-41a4-9143-1c316f9ae73e", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] Excessive request rate from client \u2014 threshold exceeded"], "service_metrics": {"user-service": {"status": "healthy", "http_server_error_rate": 0.0157}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.4134, "last_deployment_age_seconds": 180, "restart_count": 2}, "cache": {"status": "healthy", "http_server_error_rate": 0.0122}}, "logs": {"user-service": [], "notification-service": ["Deployment rollback triggered. revision=2.3.1 \u2192 2.2.9"], "cache": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "a394124a-b1e6-4c9a-af4a-79a4446db2d2", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] auth-service connection pool near exhaustion"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.005}, "auth-service": {"status": "critical", "http_server_error_rate": 0.5849, "process_open_file_descriptors": 5, "restart_count": 7}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0119}}, "logs": {"api-gateway": [], "auth-service": ["HikariPool-1 - Connection pool exhausted. Total=2, Idle=0, Waiting=50"], "db-proxy": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "sso-service"}}, {"action": "revert_config", "params": {"service": "sso-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "931f3843-2312-42dc-8328-330e36bbf72a", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] Excessive request rate from client \u2014 threshold exceeded"], "service_metrics": {"user-service": {"status": "degraded", "http_server_error_rate": 0.0961}, "notification-service": {"status": "critical", "http_server_error_rate": 0.5887, "last_deployment_age_seconds": 420, "restart_count": 4}, "cache": {"status": "degraded", "http_server_error_rate": 0.0727}}, "logs": {"user-service": [], "notification-service": ["Excessive request rate detected. 50x normal traffic."], "cache": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "a591b20f-0514-412b-b690-a48089cbfdcf", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_asymmetric_blast", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[CRITICAL] db-proxy request duration elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0085}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0039}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0216}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0003}, "db-proxy": {"status": "critical", "http_server_error_rate": 0.5187, "http_server_request_duration_p99": 7.8, "network_packet_loss_rate_inbound": 0.22}}, "logs": {"api-gateway": [], "auth-service": [], "payment-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "user-service": [], "db-proxy": ["TLS handshake timeout. certificate expired.", "[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "auth-service"}}, {"action": "trace_dependencies", "params": {"service": "payment-service"}}, {"action": "get_metrics_detail", "params": {"service": "db-proxy"}}, {"action": "restart_service", "params": {"service": "db-proxy"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "db-proxy"} |
| {"example_id": "8e8023e7-ba31-464d-9c04-ce266e60fc18", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[ALERT] Request volume anomaly detected \u2014 50x normal rate"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0095}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.1928, "last_deployment_age_seconds": 240, "restart_count": 0}, "notification-db": {"status": "degraded", "http_server_error_rate": 0.0729}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0187}, "metrics-exporter": {"status": "healthy", "http_server_error_rate": 0.0119}}, "logs": {"api-gateway": [], "notification-service": ["Pod restart completed. Crash loop detected."], "notification-db": ["[HEALTHY] cache: routine check complete. status=ok"], "user-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "metrics-exporter": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "63470bd7-1384-4099-b10a-f440b09146d7", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[CRITICAL] HikariCP pool size critical on auth-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0228}, "auth-service": {"status": "critical", "http_server_error_rate": 0.58, "process_open_file_descriptors": 5, "restart_count": 6}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.026}}, "logs": {"api-gateway": [], "auth-service": ["HikariPool-1 - Connection pool exhausted. Total=3, Idle=0, Waiting=50"], "db-proxy": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "identity-service"}}, {"action": "revert_config", "params": {"service": "identity-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "7b202265-9499-41f3-9b75-ad2e7b37ae47", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_metastable_failure", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[CRITICAL] HikariCP pool size critical on auth-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0158}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0067}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0153}, "checkout-service": {"status": "degraded", "http_server_error_rate": 0.0788}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0127}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0145}, "cache": {"status": "healthy", "http_server_error_rate": 0.0208}, "search-service": {"status": "critical", "http_server_error_rate": 0.5682, "process_open_file_descriptors": 3, "restart_count": 3}, "ranking-service": {"status": "healthy", "http_server_error_rate": 0.0123}}, "logs": {"api-gateway": [], "auth-service": ["[HEALTHY] cache: routine check complete. status=ok"], "payment-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": [], "user-service": [], "db-proxy": [], "cache": [], "search-service": ["HikariPool-1 - Connection pool exhausted. Total=5, Idle=0, Waiting=50", "[HEALTHY] cache: routine check complete. status=ok"], "ranking-service": []}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "search-service"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "search-service"} |
| {"example_id": "1007d7b6-ae85-459a-b2d1-0966d536408b", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_cascade_memleak", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] Memory pressure detected in payment-service"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.027}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.0825, "process_memory_utilization": 0.8245, "runtime_gc_pause_duration": 0.38, "http_server_request_duration_p99": 1.19}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0068}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0145}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0058}}, "logs": {"api-gateway": [], "payment-service": ["GC pause 0.58s. Heap usage 91%."], "checkout-service": [], "auth-service": [], "db-proxy": ["[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "payment-service"} |
| {"example_id": "eab8f17a-712f-4c60-9e2b-62058552b2aa", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_gray_failure", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[CRITICAL] db-proxy request duration elevated"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0038}, "auth-service": {"status": "critical", "http_server_error_rate": 0.5049, "http_server_request_duration_p99": 7.3, "network_packet_loss_rate_inbound": 0.15}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0018}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0089}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0101}, "db-proxy": {"status": "degraded", "http_server_error_rate": 0.0569}, "cache": {"status": "healthy", "http_server_error_rate": 0.0033}, "order-service": {"status": "degraded", "http_server_error_rate": 0.0473}, "search-index": {"status": "degraded", "http_server_error_rate": 0.0952}, "pricing-service": {"status": "healthy", "http_server_error_rate": 0.0287}}, "logs": {"api-gateway": [], "auth-service": ["Connection timeout. upstream connect error."], "payment-service": [], "checkout-service": ["[HEALTHY] cache: routine check complete. status=ok"], "user-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "db-proxy": ["[HEALTHY] cache: routine check complete. status=ok"], "cache": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "order-service": [], "search-index": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "pricing-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "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": "00d47b93-92e1-41f8-af1c-6c799a4761dd", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_thundering_herd", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[ALERT] Request volume anomaly detected \u2014 50x normal rate"], "service_metrics": {"load-balancer": {"status": "healthy", "http_server_error_rate": 0.0}, "api-gateway": {"status": "healthy", "http_server_error_rate": 0.0272}, "session-service": {"status": "critical", "http_server_error_rate": 0.5955, "last_deployment_age_seconds": 180, "restart_count": 5}}, "logs": {"load-balancer": [], "api-gateway": [], "session-service": ["Deployment rollback triggered. revision=2.3.1 \u2192 2.2.9"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "session-service"}}, {"action": "enable_connection_throttle", "params": {"service": "session-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "session-service"} |
| {"example_id": "6a740cf9-73f8-4fcc-aa15-3efa319ea2d3", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_thundering_herd", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[CRITICAL] Deployment age alert: notification-service > 10min"], "service_metrics": {"load-balancer": {"status": "healthy", "http_server_error_rate": 0.0225}, "api-gateway": {"status": "healthy", "http_server_error_rate": 0.0241}, "session-service": {"status": "degraded", "http_server_error_rate": 0.1594, "last_deployment_age_seconds": 120, "restart_count": 2}}, "logs": {"load-balancer": [], "api-gateway": [], "session-service": ["Deployment rollback triggered. revision=2.3.1 \u2192 2.2.9"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "session-service"}}, {"action": "enable_connection_throttle", "params": {"service": "session-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "session-service"} |
| {"example_id": "c57d74ba-277b-4e70-b4bf-4e215a1b9aaa", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] Excessive request rate from client \u2014 threshold exceeded"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0254}, "notification-service": {"status": "critical", "http_server_error_rate": 0.5038, "last_deployment_age_seconds": 420, "restart_count": 2}, "notification-db": {"status": "healthy", "http_server_error_rate": 0.0093}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0129}, "metrics-exporter": {"status": "healthy", "http_server_error_rate": 0.028}}, "logs": {"api-gateway": ["[HEALTHY] cache: routine check complete. status=ok"], "notification-service": ["Deployment rollback triggered. revision=2.3.1 \u2192 2.2.9", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "notification-db": [], "user-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "metrics-exporter": ["[HEALTHY] db-proxy: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "3f0845e7-17d4-4a94-bcae-87b028efbc05", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_quota_runaway", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] Excessive request rate from client \u2014 threshold exceeded"], "service_metrics": {"user-service": {"status": "healthy", "http_server_error_rate": 0.011}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.1628, "last_deployment_age_seconds": 180, "restart_count": 2}, "cache": {"status": "healthy", "http_server_error_rate": 0.0065}}, "logs": {"user-service": [], "notification-service": ["Pod restart completed. Crash loop detected."], "cache": []}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "notification-service"}}, {"action": "rollback_deploy", "params": {"service": "notification-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "notification-service"} |
| {"example_id": "ba5f8f44-cba3-4bfe-b989-1f11da137f0d", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_easy_pool_restart_cycle", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] auth-service connection pool near exhaustion"], "service_metrics": {"api-gateway": {"status": "healthy", "http_server_error_rate": 0.0022}, "auth-service": {"status": "degraded", "http_server_error_rate": 0.3506, "process_open_file_descriptors": 4, "restart_count": 3}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0111}}, "logs": {"api-gateway": [], "auth-service": ["HikariPool-1 - Connection pool exhausted. Total=3, Idle=0, Waiting=50"], "db-proxy": []}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "sso-service"}}, {"action": "revert_config", "params": {"service": "sso-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [], "fault_service": "auth-service"} |
| {"example_id": "c310496f-a227-4efd-9a77-f22f93cfe764", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_hard_config_drift_noise", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "metric_value,alert_phrasing,noise_injection,adversarial_content,red_herring_salience", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[ALERT] File descriptor count elevated on auth-service"], "service_metrics": {"api-gateway": {"status": "critical", "http_server_error_rate": 0.5117, "process_open_file_descriptors": 5, "restart_count": 4}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0204}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0172}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0096}, "payment-service": {"status": "healthy", "http_server_error_rate": 0.0075}, "user-service": {"status": "healthy", "http_server_error_rate": 0.0069}, "cache": {"status": "healthy", "http_server_error_rate": 0.0025}, "notification-service": {"status": "degraded", "http_server_error_rate": 0.0733}}, "logs": {"api-gateway": ["HikariPool-1 - Connection pool exhausted. Total=2, Idle=0, Waiting=50", "[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] cache: routine check complete. status=ok"], "db-proxy": [], "payment-service": ["[HEALTHY] cache: routine check complete. status=ok"], "user-service": [], "cache": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "notification-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "fetch_logs", "params": {"service": "api-gateway"}}, {"action": "revert_config", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [], "fault_service": "api-gateway"} |
| {"example_id": "47045446-efb2-48e5-823a-b29c3ff4e71c", "source_script": "gen_01_mixed_metric_a.py", "task_seed_id": "task_medium_cascade_memleak", "tier": "medium", "fault_type": "memory_leak", "variation_strategy": "metric_value,alert_phrasing,noise_injection,red_herring_salience", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] Payment-service memory utilization trending upward"], "service_metrics": {"api-gateway": {"status": "degraded", "http_server_error_rate": 0.0641}, "payment-service": {"status": "degraded", "http_server_error_rate": 0.2576, "process_memory_utilization": 0.6979, "runtime_gc_pause_duration": 0.27, "http_server_request_duration_p99": 2.59}, "checkout-service": {"status": "healthy", "http_server_error_rate": 0.0027}, "auth-service": {"status": "healthy", "http_server_error_rate": 0.0014}, "db-proxy": {"status": "healthy", "http_server_error_rate": 0.0028}}, "logs": {"api-gateway": [], "payment-service": ["GC pause 0.35s. Heap usage 82%.", "[HEALTHY] metrics-exporter: routine check complete. status=ok"], "checkout-service": ["[HEALTHY] db-proxy: routine check complete. status=ok"], "auth-service": ["[HEALTHY] metrics-exporter: routine check complete. status=ok"], "db-proxy": ["[HEALTHY] cache: routine check complete. status=ok"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "payment-service"}}, {"action": "scale_replicas", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [], "fault_service": "payment-service"} |
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