| def grade(workspace_path, **kwargs): |
| """ |
| mysql_006 rule-based grading: 推理服务流量与资源预测-P90分位数与节假日降级 |
| |
| 总分结构 (100分, 归一化到0~1): |
| 产物评分 (70%): A~E 维度原始满分100分 x 0.7 = 70分 |
| A. 可执行性 (15分) |
| B. Schema一致性 (15分) |
| C. 行集一致性 (20分) |
| D. 数值正确性 (40分) |
| E. 主键/标签列正确性 (10分) |
| 过程评分 (30%): G~I 维度原始满分100分 x 0.3 = 30分 |
| G. 探索充分性 (35分) |
| H. 执行效率 (40分) |
| I. 自验证行为 (25分) |
| |
| Architecture: pymysql direct connection, no Spark/Hive dependency. |
| """ |
| import os |
| import re |
| import sys |
| import subprocess |
| import time |
| import json |
|
|
| DB_NAME = "internal_platform_db" |
| INPUT_TABLE = "dwm_gputj_platform_gpu_base_feature_agg_v2_mysql_006" |
| OUTPUT_TABLE = "dwm_gputj_platform_model_prediction_long_cpd_mysql_006" |
| FULL_OUTPUT = f"{DB_NAME}.{OUTPUT_TABLE}" |
| FULL_INPUT = f"{DB_NAME}.{INPUT_TABLE}" |
|
|
| KEY_COLUMNS = ["service_name", "agg_time", "agg_type"] |
| EXPECTED_COL_COUNT = 31 |
| EXPECTED_ROW_COUNT = 70 |
|
|
| MYSQL_CONFIG = { |
| "host": "localhost", |
| "port": 3306, |
| "user": "root", |
| "password": "root123", |
| "charset": "utf8mb4", |
| } |
|
|
| |
| |
| EXPECTED_ROWS = [ |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-07 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-08 10:00:00', 'agg_type': 1, 'is_holiday': 1, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 130.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 85.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-09 10:00:00', 'agg_type': 1, 'is_holiday': 1, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 130.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 85.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-10 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-11 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-12 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-13 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-14 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-15 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-16 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-17 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-18 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-19 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-20 10:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 140.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 90.0, 'nv_inference_queue_duration_ms_model_avg': 14.0, 'num_queued_reqs_model_avg': 7.0, 'nv_inference_request_success_model_avg': 120.0, 'nv_inference_request_failure_model_avg': 3.5, 'nv_inference_request_duration_ms_perreq_avg': 75.0, 'nv_inference_queue_duration_ms_perreq_avg': 10.0, 'nv_inference_request_duration_ms_perreq_p95': 80.0, 'nv_inference_queue_duration_ms_perreq_p95': 11.0, 'nv_inference_request_success_model_max': 140.0, 'nv_inference_request_failure_model_max': 4.5, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 55.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 33.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 43.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 23.0, 'k8s_container_vgpu_gpu_util_pod_avg': 60.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 4, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-07 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-08 11:00:00', 'agg_type': 2, 'is_holiday': 1, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 75.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 68.0, 'nv_inference_queue_duration_ms_perreq_avg': 7.0, 'nv_inference_request_duration_ms_perreq_p95': 73.0, 'nv_inference_queue_duration_ms_perreq_p95': 8.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 48.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 53.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-09 11:00:00', 'agg_type': 2, 'is_holiday': 1, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 75.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 68.0, 'nv_inference_queue_duration_ms_perreq_avg': 7.0, 'nv_inference_request_duration_ms_perreq_p95': 73.0, 'nv_inference_queue_duration_ms_perreq_p95': 8.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 48.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 53.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-10 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-11 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-12 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-13 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-14 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-15 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-16 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-17 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-18 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-19 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-001', 'service_name': 'svc_alpha', 'workload_name': 'wl_alpha', 'namespace': 'ns_test', 'agg_time': '2026-05-20 11:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 125.0, 'statistic_time_count': 2, 'nv_inference_request_duration_ms_model_avg': 82.0, 'nv_inference_queue_duration_ms_model_avg': 12.0, 'num_queued_reqs_model_avg': 6.0, 'nv_inference_request_success_model_avg': 115.0, 'nv_inference_request_failure_model_avg': 3.0, 'nv_inference_request_duration_ms_perreq_avg': 72.0, 'nv_inference_queue_duration_ms_perreq_avg': 9.0, 'nv_inference_request_duration_ms_perreq_p95': 77.0, 'nv_inference_queue_duration_ms_perreq_p95': 10.0, 'nv_inference_request_success_model_max': 135.0, 'nv_inference_request_failure_model_max': 4.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 52.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 32.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 42.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 22.0, 'k8s_container_vgpu_gpu_util_pod_avg': 57.0, 'cpd_agg_time': '2026-04-24 10:00:00', 'feature_total': 3, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-07 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-08 14:00:00', 'agg_type': 1, 'is_holiday': 1, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-09 14:00:00', 'agg_type': 1, 'is_holiday': 1, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-10 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-11 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-12 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-13 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-14 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-15 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-16 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-17 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-18 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-19 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-20 14:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 100.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 65.0, 'nv_inference_queue_duration_ms_model_avg': 9.0, 'num_queued_reqs_model_avg': 4.0, 'nv_inference_request_success_model_avg': 105.0, 'nv_inference_request_failure_model_avg': 1.2, 'nv_inference_request_duration_ms_perreq_avg': 55.0, 'nv_inference_queue_duration_ms_perreq_avg': 6.0, 'nv_inference_request_duration_ms_perreq_p95': 60.0, 'nv_inference_queue_duration_ms_perreq_p95': 7.0, 'nv_inference_request_success_model_max': 125.0, 'nv_inference_request_failure_model_max': 2.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 45.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 28.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 38.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 18.0, 'k8s_container_vgpu_gpu_util_pod_avg': 50.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-07 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-08 14:00:00', 'agg_type': 2, 'is_holiday': 1, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-09 14:00:00', 'agg_type': 2, 'is_holiday': 1, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-10 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-11 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-12 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-13 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-14 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-15 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-16 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-17 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-18 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-19 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-002', 'service_name': 'svc_beta', 'workload_name': 'wl_beta', 'namespace': 'ns_prod', 'agg_time': '2026-05-20 14:00:00', 'agg_type': 2, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 90.0, 'statistic_time_count': 3, 'nv_inference_request_duration_ms_model_avg': 58.0, 'nv_inference_queue_duration_ms_model_avg': 8.0, 'num_queued_reqs_model_avg': 3.5, 'nv_inference_request_success_model_avg': 100.0, 'nv_inference_request_failure_model_avg': 1.0, 'nv_inference_request_duration_ms_perreq_avg': 52.0, 'nv_inference_queue_duration_ms_perreq_avg': 5.5, 'nv_inference_request_duration_ms_perreq_p95': 57.0, 'nv_inference_queue_duration_ms_perreq_p95': 6.5, 'nv_inference_request_success_model_max': 120.0, 'nv_inference_request_failure_model_max': 1.8, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 42.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 26.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 36.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 16.0, 'k8s_container_vgpu_gpu_util_pod_avg': 48.0, 'cpd_agg_time': '2026-04-22 14:00:00', 'feature_total': 3, 'feature_holiday_total': 0, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-07 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-08 16:00:00', 'agg_type': 1, 'is_holiday': 1, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-09 16:00:00', 'agg_type': 1, 'is_holiday': 1, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-10 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-11 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-12 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-13 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-14 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 4, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-15 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 5, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-16 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 6, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-17 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 7, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-18 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 1, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-19 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 2, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| {'instance_uuid': 'uuid-003', 'service_name': 'svc_gamma', 'workload_name': 'wl_gamma', 'namespace': 'ns_gamma', 'agg_time': '2026-05-20 16:00:00', 'agg_type': 1, 'is_holiday': 0, 'day_of_week': 3, 'prediction_type': 'request_model_count', 'nv_inference_count_model_avg_p90': 200.0, 'statistic_time_count': 1, 'nv_inference_request_duration_ms_model_avg': 95.0, 'nv_inference_queue_duration_ms_model_avg': 15.0, 'num_queued_reqs_model_avg': 8.0, 'nv_inference_request_success_model_avg': 130.0, 'nv_inference_request_failure_model_avg': 5.0, 'nv_inference_request_duration_ms_perreq_avg': 85.0, 'nv_inference_queue_duration_ms_perreq_avg': 12.0, 'nv_inference_request_duration_ms_perreq_p95': 90.0, 'nv_inference_queue_duration_ms_perreq_p95': 13.0, 'nv_inference_request_success_model_max': 150.0, 'nv_inference_request_failure_model_max': 6.0, 'DCGM_FI_DEV_GPU_UTIL_pod_avg': 66.0, 'k8s_container_bs_rate_cpu_core_used_request_pod_avg': 44.0, 'k8s_container_rate_mem_working_set_request_pod_avg': 54.0, 'k8s_dcgm_fi_dev_fb_util_pod_avg': 34.0, 'k8s_container_vgpu_gpu_util_pod_avg': 70.0, 'cpd_agg_time': '2026-04-26 16:00:00', 'feature_total': 1, 'feature_holiday_total': 1, 'dt': '20260507'}, |
| ] |
|
|
| result = { |
| "overall_score": 0.0, |
| "total_points": 0, |
| "grade": "", |
| "details": {}, |
| "diagnostics": [], |
| "anti_cheat": {"passed": True}, |
| } |
|
|
| |
| def _mysql_fetch_all(sql): |
| import pymysql |
| conn = pymysql.connect(**MYSQL_CONFIG) |
| try: |
| with conn.cursor() as cur: |
| cur.execute(sql) |
| return cur.fetchall() |
| finally: |
| conn.close() |
|
|
| def _mysql_execute(sql): |
| import pymysql |
| conn = pymysql.connect(**MYSQL_CONFIG) |
| try: |
| with conn.cursor() as cur: |
| cur.execute(sql) |
| conn.commit() |
| finally: |
| conn.close() |
|
|
| def _mysql_fetch_dicts(sql): |
| import pymysql |
| conn = pymysql.connect(**MYSQL_CONFIG) |
| try: |
| with conn.cursor(pymysql.cursors.DictCursor) as cur: |
| cur.execute(sql) |
| return cur.fetchall() |
| finally: |
| conn.close() |
|
|
| def _mysql_columns(table_full): |
| import pymysql |
| conn = pymysql.connect(**MYSQL_CONFIG) |
| try: |
| with conn.cursor(pymysql.cursors.DictCursor) as cur: |
| cur.execute(f"DESCRIBE {table_full}") |
| return cur.fetchall() |
| finally: |
| conn.close() |
|
|
| def coverage_to_ratio(rate): |
| if rate >= 0.995: |
| return 1.0 |
| elif rate >= 0.90: |
| return 0.8 |
| elif rate >= 0.70: |
| return 0.5 |
| else: |
| return 0.0 |
|
|
| def values_match(pred_val, gt_val): |
| if pred_val is None and gt_val is None: |
| return True |
| if pred_val is None or gt_val is None: |
| return False |
| try: |
| pv = float(pred_val) |
| gv = float(gt_val) |
| return abs(pv - gv) < 0.01 |
| except (ValueError, TypeError): |
| return str(pred_val).strip() == str(gt_val).strip() |
|
|
| def finalize(result): |
| ALPHA = 0.3 |
|
|
| product_dims = ["A_executability", "B_schema", "C_row_alignment", |
| "D_numerical_accuracy", "E_labels"] |
| product_raw = sum(result["details"].get(d, {}).get("score", 0) for d in product_dims) |
| product_score = round(product_raw * (1 - ALPHA), 2) |
|
|
| product_ratio = product_raw / 100.0 |
| for dim in ["H_efficiency"]: |
| if dim in result["details"]: |
| raw = result["details"][dim].get("score", 0) |
| result["details"][dim]["score_before_scaling"] = raw |
| result["details"][dim]["score"] = round(raw * product_ratio, 2) |
| result["details"][dim]["product_ratio"] = round(product_ratio, 4) |
|
|
| process_dims = ["G_exploration", "H_efficiency", "I_self_verification"] |
| process_raw = sum(result["details"].get(d, {}).get("score", 0) for d in process_dims) |
| process_score = round(process_raw * ALPHA, 2) |
|
|
| total = round(product_score + process_score, 2) |
| result["total_points"] = total |
| result["product_points"] = product_score |
| result["process_points"] = round(process_score, 2) |
| result["overall_score"] = round(total / 100.0, 4) |
| if total >= 90: |
| result["grade"] = "优秀" |
| elif total >= 75: |
| result["grade"] = "良好" |
| elif total >= 60: |
| result["grade"] = "合格" |
| elif total >= 40: |
| result["grade"] = "偏弱" |
| else: |
| result["grade"] = "不合格" |
| return result |
|
|
| |
| def _product_grade(): |
| |
| a_items = {"A1_no_error": 0, "A2_table_produced": 0, "A3_no_manual_fix": 0} |
|
|
| agent_code = os.path.join(workspace_path, "result.py") |
| if not os.path.exists(agent_code): |
| result["details"]["A_executability"] = {"score": 0, "max": 15, "items": a_items} |
| result["error"] = "no_result_file" |
| return |
|
|
| |
| with open(agent_code, "r", encoding="utf-8", errors="ignore") as f: |
| source_code = f.read() |
|
|
| if re.search(r'ground_truth\.py', source_code): |
| result["anti_cheat"] = { |
| "passed": False, |
| "reason": "Directly references ground_truth.py file", |
| } |
|
|
| |
| agent_exec_success = False |
| agent_stderr = "" |
| try: |
| r = subprocess.run( |
| ["python3", agent_code], |
| capture_output=True, text=True, timeout=300, |
| cwd=workspace_path, |
| ) |
| if r.returncode == 0: |
| agent_exec_success = True |
| else: |
| agent_stderr = r.stderr or r.stdout or "" |
| except subprocess.TimeoutExpired: |
| agent_stderr = "agent code execution timeout (300s)" |
| except Exception as e: |
| agent_stderr = str(e) |
|
|
| if not agent_exec_success: |
| a_items["A1_no_error"] = 0 |
| result["details"]["A_executability"] = {"score": 0, "max": 15, "items": a_items} |
| result["error"] = agent_stderr[-2000:] |
| return |
|
|
| a_items["A1_no_error"] = 5 |
| a_items["A3_no_manual_fix"] = 3 |
|
|
| |
| try: |
| row_count = _mysql_fetch_all(f"SELECT COUNT(*) FROM {FULL_OUTPUT}")[0][0] |
| except Exception as e: |
| row_count = 0 |
| result["diagnostics"].append(f"mysql_count_pred_failed: {e}") |
|
|
| if row_count > 0: |
| a_items["A2_table_produced"] = 7 |
| else: |
| a_items["A2_table_produced"] = 0 |
|
|
| a_score = sum(a_items.values()) |
| result["details"]["A_executability"] = {"score": a_score, "max": 15, "items": a_items} |
|
|
| |
| if a_items["A2_table_produced"] == 0: |
| result["details"]["B_schema"] = {"score": 0, "max": 15, "items": {}} |
| result["details"]["C_row_alignment"] = {"score": 0, "max": 20, "items": {}} |
| result["details"]["D_numerical_accuracy"] = {"score": 0, "max": 40, "items": {}} |
| result["details"]["E_labels"] = {"score": 0, "max": 10, "items": {}} |
| result["error"] = "target table empty or not produced" |
| return |
|
|
| |
| try: |
| pred_rows = _mysql_fetch_dicts(f"SELECT * FROM {FULL_OUTPUT}") |
| except Exception as e: |
| result["diagnostics"].append(f"mysql_read_pred_failed: {e}") |
| pred_rows = [] |
|
|
| |
| try: |
| cols_info = _mysql_columns(FULL_OUTPUT) |
| pred_columns = [c["Field"] for c in cols_info] |
| except Exception: |
| pred_columns = list(pred_rows[0].keys()) if pred_rows else [] |
|
|
| |
| try: |
| _mysql_execute(f"DROP TABLE IF EXISTS {DB_NAME}.{OUTPUT_TABLE}_pred_tmp") |
| _mysql_execute(f"CREATE TABLE {DB_NAME}.{OUTPUT_TABLE}_pred_tmp AS SELECT * FROM {FULL_OUTPUT}") |
| except Exception as e: |
| result["diagnostics"].append(f"save_pred_tmp_failed: {e}") |
|
|
| |
| gt_code = os.path.join(workspace_path, "gt", "ground_truth.py") |
| gt_success = False |
| for _ in range(3): |
| try: |
| r = subprocess.run( |
| ["python3", gt_code], |
| capture_output=True, text=True, timeout=300, |
| cwd=workspace_path, |
| ) |
| if r.returncode == 0: |
| gt_success = True |
| break |
| except subprocess.TimeoutExpired: |
| result["error"] = "ground_truth execution timeout" |
| break |
| except Exception as e: |
| result["error"] = f"ground_truth_failed: {e}" |
| break |
|
|
| if not gt_success: |
| if "error" not in result: |
| result["error"] = "ground_truth_failed after retries" |
| result["details"]["B_schema"] = {"score": 0, "max": 15, "items": {}} |
| result["details"]["C_row_alignment"] = {"score": 0, "max": 20, "items": {}} |
| result["details"]["D_numerical_accuracy"] = {"score": 0, "max": 40, "items": {}} |
| result["details"]["E_labels"] = {"score": 0, "max": 10, "items": {}} |
| return |
|
|
| |
| try: |
| pred_rows = _mysql_fetch_dicts(f"SELECT * FROM {DB_NAME}.{OUTPUT_TABLE}_pred_tmp") |
| except Exception as e: |
| result["diagnostics"].append(f"read_pred_tmp_failed: {e}") |
| pred_rows = [] |
|
|
| |
| try: |
| cols_info = _mysql_columns(f"{DB_NAME}.{OUTPUT_TABLE}_pred_tmp") |
| pred_columns = [c["Field"] for c in cols_info] |
| except Exception: |
| pred_columns = list(pred_rows[0].keys()) if pred_rows else [] |
|
|
| |
| try: |
| gt_rows = _mysql_fetch_dicts(f"SELECT * FROM {FULL_OUTPUT}") |
| except Exception as e: |
| result["error"] = f"gt_result_read_failed: {e}" |
| result["details"]["B_schema"] = {"score": 0, "max": 15, "items": {}} |
| result["details"]["C_row_alignment"] = {"score": 0, "max": 20, "items": {}} |
| result["details"]["D_numerical_accuracy"] = {"score": 0, "max": 40, "items": {}} |
| result["details"]["E_labels"] = {"score": 0, "max": 10, "items": {}} |
| return |
|
|
| |
| b_items = {} |
| b_items["B1_table_name"] = 2 |
| b_items["B2_col_count"] = 3 if len(pred_columns) == EXPECTED_COL_COUNT else 0 |
|
|
| gt_col_set = set(c.lower() for c in [ |
| "instance_uuid", "service_name", "workload_name", "namespace", |
| "agg_time", "agg_type", "is_holiday", "day_of_week", "prediction_type", |
| "nv_inference_count_model_avg_p90", "statistic_time_count", |
| "nv_inference_request_duration_ms_model_avg", |
| "nv_inference_queue_duration_ms_model_avg", |
| "num_queued_reqs_model_avg", |
| "nv_inference_request_success_model_avg", |
| "nv_inference_request_failure_model_avg", |
| "nv_inference_request_duration_ms_perreq_avg", |
| "nv_inference_queue_duration_ms_perreq_avg", |
| "nv_inference_request_duration_ms_perreq_p95", |
| "nv_inference_queue_duration_ms_perreq_p95", |
| "nv_inference_request_success_model_max", |
| "nv_inference_request_failure_model_max", |
| "DCGM_FI_DEV_GPU_UTIL_pod_avg", |
| "k8s_container_bs_rate_cpu_core_used_request_pod_avg", |
| "k8s_container_rate_mem_working_set_request_pod_avg", |
| "k8s_dcgm_fi_dev_fb_util_pod_avg", |
| "k8s_container_vgpu_gpu_util_pod_avg", |
| "cpd_agg_time", "feature_total", "feature_holiday_total", "dt" |
| ]) |
| pred_col_set = set(c.lower() for c in pred_columns) |
| if gt_col_set == pred_col_set: |
| b_items["B3_col_names"] = 5 |
| elif len(gt_col_set & pred_col_set) / len(gt_col_set) >= 0.9: |
| b_items["B3_col_names"] = 3 |
| else: |
| b_items["B3_col_names"] = 0 |
|
|
| |
| type_match_count = 0 |
| try: |
| gt_cols_info = _mysql_columns(FULL_OUTPUT) |
| gt_types = {c["Field"].lower(): c["Type"].lower() for c in gt_cols_info} |
| pred_types = {c["Field"].lower(): c["Type"].lower() for c in cols_info} |
| common_cols = gt_col_set & pred_col_set |
| if common_cols: |
| for col in common_cols: |
| if pred_types.get(col, "") == gt_types.get(col, ""): |
| type_match_count += 1 |
| except Exception: |
| type_match_count = len(gt_col_set & pred_col_set) |
|
|
| common_count = len(gt_col_set & pred_col_set) |
| if common_count > 0 and type_match_count / common_count >= 0.9: |
| b_items["B4_col_types"] = 3 |
| elif common_count > 0 and type_match_count / common_count >= 0.7: |
| b_items["B4_col_types"] = 2 |
| else: |
| b_items["B4_col_types"] = 0 |
|
|
| b_items["B5_engine_format"] = 2 |
|
|
| b_score = sum(b_items.values()) |
| result["details"]["B_schema"] = {"score": b_score, "max": 15, "items": b_items} |
|
|
| |
| if not result["anti_cheat"]["passed"]: |
| result["details"]["C_row_alignment"] = {"score": 0, "max": 20, "items": {"anti_cheat_failed": True}} |
| result["details"]["D_numerical_accuracy"] = {"score": 0, "max": 40, "items": {"anti_cheat_failed": True}} |
| result["details"]["E_labels"] = {"score": 0, "max": 10, "items": {}} |
| result["diagnostics"].append("Anti-cheat failed: C/D dimensions scored 0") |
| return |
|
|
| |
| c_items = {} |
|
|
| def make_key(row): |
| return tuple(str(row.get(k, "")).strip() for k in KEY_COLUMNS) |
|
|
| gt_keys = set() |
| for row in gt_rows: |
| gt_keys.add(make_key(row)) |
|
|
| pred_keys = [] |
| pred_key_set = set() |
| for row in pred_rows: |
| k = make_key(row) |
| pred_keys.append(k) |
| pred_key_set.add(k) |
|
|
| |
| n_gt = len(gt_keys) |
| n_pred = len(pred_key_set) |
| if n_pred == EXPECTED_ROW_COUNT: |
| c_items["C1_row_count"] = 6 |
| elif n_pred > 0 and n_pred <= EXPECTED_ROW_COUNT + 2: |
| c_items["C1_row_count"] = 3 |
| else: |
| c_items["C1_row_count"] = 0 |
|
|
| |
| from collections import Counter |
| key_counter = Counter(pred_keys) |
| duplicates = sum(1 for v in key_counter.values() if v > 1) |
| if duplicates == 0: |
| c_items["C2_no_duplicates"] = 5 |
| elif duplicates <= 2: |
| c_items["C2_no_duplicates"] = 2 |
| else: |
| c_items["C2_no_duplicates"] = 0 |
|
|
| |
| hit_keys = gt_keys & pred_key_set |
| hit_count = len(hit_keys) |
| coverage = hit_count / n_gt if n_gt > 0 else 0 |
| c_items["C3_coverage"] = round(5 * coverage_to_ratio(coverage), 2) |
| c_items["C3_coverage_rate"] = round(coverage, 4) |
|
|
| |
| extra_keys = pred_key_set - gt_keys |
| extra_count = len(extra_keys) |
| no_extra_rate = 1 - (extra_count / n_pred) if n_pred > 0 else 0 |
| c_items["C4_no_extra"] = round(4 * coverage_to_ratio(no_extra_rate), 2) |
| c_items["C4_no_extra_rate"] = round(no_extra_rate, 4) |
|
|
| c_score = sum(v for k, v in c_items.items() if not k.endswith("_rate")) |
| result["details"]["C_row_alignment"] = {"score": round(c_score, 2), "max": 20, "items": c_items} |
|
|
| |
| d_items = {} |
|
|
| gt_index = {make_key(row): row for row in gt_rows} |
| pred_index = {} |
| for row in pred_rows: |
| k = make_key(row) |
| if k not in pred_index: |
| pred_index[k] = row |
|
|
| hit_row_keys = list(hit_keys) |
|
|
| |
| numeric_cols = [ |
| "nv_inference_count_model_avg_p90", |
| "statistic_time_count", |
| "nv_inference_request_duration_ms_model_avg", |
| "nv_inference_queue_duration_ms_model_avg", |
| "num_queued_reqs_model_avg", |
| "nv_inference_request_success_model_avg", |
| "nv_inference_request_failure_model_avg", |
| "DCGM_FI_DEV_GPU_UTIL_pod_avg", |
| ] |
| for col in numeric_cols: |
| if not hit_row_keys: |
| d_items[col] = {"pass_rate": 0.0, "score": 0, "max": 4} |
| continue |
| passed = 0 |
| first_mismatch = None |
| for key in hit_row_keys: |
| gt_val = gt_index[key].get(col) |
| pred_val = pred_index.get(key, {}).get(col) |
| if values_match(pred_val, gt_val): |
| passed += 1 |
| elif first_mismatch is None: |
| first_mismatch = { |
| "key": dict(zip(KEY_COLUMNS, key)), |
| "column": col, |
| "pred": pred_val, |
| "gt": gt_val, |
| } |
| pass_rate = passed / len(hit_row_keys) |
| col_score = round(4 * pass_rate, 2) |
| d_items[col] = {"pass_rate": round(pass_rate, 4), "score": col_score, "max": 4} |
| if first_mismatch and pass_rate < 0.95: |
| result["diagnostics"].append(first_mismatch) |
|
|
| |
| string_cols = ["cpd_agg_time", "prediction_type"] |
| for col in string_cols: |
| if not hit_row_keys: |
| d_items[col] = {"pass_rate": 0.0, "score": 0, "max": 2} |
| continue |
| passed = 0 |
| for key in hit_row_keys: |
| gt_val = str(gt_index[key].get(col, "")).strip() |
| pred_val = str(pred_index.get(key, {}).get(col, "")).strip() |
| if pred_val == gt_val: |
| passed += 1 |
| pass_rate = passed / len(hit_row_keys) |
| d_items[col] = {"pass_rate": round(pass_rate, 4), "score": round(2 * pass_rate, 2), "max": 2} |
|
|
| |
| extra_numeric_cols = [ |
| "nv_inference_request_duration_ms_perreq_avg", |
| "nv_inference_request_failure_model_max", |
| "k8s_container_bs_rate_cpu_core_used_request_pod_avg", |
| "k8s_container_vgpu_gpu_util_pod_avg", |
| ] |
| if not hit_row_keys: |
| d_items["extra_numeric_batch"] = {"pass_rate": 0.0, "score": 0, "max": 4} |
| else: |
| total_checks = len(extra_numeric_cols) * len(hit_row_keys) |
| total_passed = 0 |
| for col in extra_numeric_cols: |
| for key in hit_row_keys: |
| gt_val = gt_index[key].get(col) |
| pred_val = pred_index.get(key, {}).get(col) |
| if values_match(pred_val, gt_val): |
| total_passed += 1 |
| pass_rate = total_passed / total_checks if total_checks > 0 else 0 |
| d_items["extra_numeric_batch"] = {"pass_rate": round(pass_rate, 4), "score": round(4 * pass_rate, 2), "max": 4} |
|
|
| d_score = sum(item["score"] for item in d_items.values()) |
| result["details"]["D_numerical_accuracy"] = {"score": round(d_score, 2), "max": 40, "items": d_items} |
|
|
| |
| e_items = {} |
|
|
| |
| expected_services = set(row["service_name"] for row in EXPECTED_ROWS) |
| pred_services = set(str(row.get("service_name", "")).strip() for row in pred_rows) |
| e1_pass = len(expected_services & pred_services) |
| e_items["E1_service_names"] = round(5 * (e1_pass / len(expected_services)) if expected_services else 0, 2) |
|
|
| |
| expected_agg_times = set(row["agg_time"] for row in EXPECTED_ROWS) |
| pred_agg_times = set(str(row.get("agg_time", "")).strip() for row in pred_rows) |
| e2_pass = len(expected_agg_times & pred_agg_times) |
| e_items["E2_agg_times"] = round(5 * (e2_pass / len(expected_agg_times)) if expected_agg_times else 0, 2) |
|
|
| e_score = sum(e_items.values()) |
| result["details"]["E_labels"] = {"score": round(e_score, 2), "max": 10, "items": e_items} |
|
|
| |
| try: |
| _mysql_execute(f"DROP TABLE IF EXISTS {DB_NAME}.{OUTPUT_TABLE}_pred_tmp") |
| except Exception: |
| pass |
|
|
| _product_grade() |
|
|
| |
| TRANSCRIPT_PATH = "/tmp/dataclaw_chat.jsonl" |
| INPUT_TABLE_SHORT = "dwm_gputj_platform_gpu_base_feature_agg_v2_mysql_006" |
| OUTPUT_TABLE_SHORT = "dwm_gputj_platform_model_prediction_long_cpd_mysql_006" |
|
|
| transcript_entries = [] |
| has_transcript = False |
| try: |
| if os.path.exists(TRANSCRIPT_PATH): |
| with open(TRANSCRIPT_PATH, "r", encoding="utf-8", errors="ignore") as f: |
| for line in f: |
| line = line.strip() |
| if line: |
| try: |
| transcript_entries.append(json.loads(line)) |
| except json.JSONDecodeError: |
| continue |
| if len(transcript_entries) > 2: |
| has_transcript = True |
| except Exception: |
| pass |
|
|
| if not has_transcript: |
| result["details"]["G_exploration"] = {"score": 0, "max": 35, "items": {"no_transcript": True}} |
| result["details"]["H_efficiency"] = {"score": 0, "max": 40, "items": {"no_transcript": True}} |
| result["details"]["I_self_verification"] = {"score": 0, "max": 25, "items": {"no_transcript": True}} |
| return finalize(result) |
|
|
| |
| tool_uses = [] |
| first_write_result_idx = None |
| last_exec_success_idx = None |
| write_result_count = 0 |
| logic_error_retries = 0 |
|
|
| for idx, entry in enumerate(transcript_entries): |
| content = entry.get("content", []) |
| if isinstance(content, str): |
| content = [content] |
|
|
|
|
| for block_str in content: |
| if not isinstance(block_str, str): |
| continue |
|
|
| if "ToolUseBlock" in block_str: |
| name_match = re.search(r"name='([^']+)'", block_str) |
| input_match = re.search(r"input=(\{.*\})", block_str) |
| if name_match: |
| tool_name = name_match.group(1) |
| tool_input = input_match.group(1) if input_match else "" |
| tool_uses.append((idx, tool_name, tool_input)) |
|
|
| if tool_name == "Write" and "result" in tool_input and ".py" in tool_input: |
| write_result_count += 1 |
| if first_write_result_idx is None: |
| first_write_result_idx = idx |
|
|
| if "ToolResultBlock" in block_str: |
| if "Traceback" in block_str or "Exception" in block_str: |
| if any(t[1] == "Bash" and "python" in t[2] and "result.py" in t[2] |
| for t in tool_uses): |
| logic_error_retries += 1 |
|
|
| if "python" in block_str and "result.py" in block_str: |
| if "Exit Code: 0" in block_str and "Traceback" not in block_str: |
| last_exec_success_idx = idx |
|
|
| before_first_write = first_write_result_idx if first_write_result_idx is not None else len(transcript_entries) |
|
|
| |
| g_items = {} |
|
|
| |
| g1_pass = False |
| for idx, name, inp in tool_uses: |
| if idx >= before_first_write: |
| break |
| if name in ("Read", "Bash"): |
| if ("DESCRIBE" in inp.upper() or "SHOW CREATE" in inp.upper()) and INPUT_TABLE_SHORT in inp: |
| g1_pass = True |
| break |
| if name == "Read" and "schema" in inp.lower(): |
| g1_pass = True |
| break |
| g_items["G1_source_schema"] = 9 if g1_pass else 0 |
|
|
| |
| g2_pass = False |
| for idx, name, inp in tool_uses: |
| if idx >= before_first_write: |
| break |
| if name == "Bash" and INPUT_TABLE_SHORT in inp: |
| if "SELECT" in inp.upper() and ("LIMIT" in inp.upper() or "SELECT *" in inp.upper()): |
| g2_pass = True |
| break |
| g_items["G2_source_sample"] = 9 if g2_pass else 0 |
|
|
| |
| g3_pass = False |
| for idx, name, inp in tool_uses: |
| if idx >= before_first_write: |
| break |
| if name == "Bash" and ("service_name" in inp or "agg_type" in inp): |
| if "DISTINCT" in inp.upper() or "COUNT" in inp.upper() or "GROUP BY" in inp.upper(): |
| g3_pass = True |
| break |
| g_items["G3_key_distribution"] = 9 if g3_pass else 0 |
|
|
| |
| g4_pass = False |
| for idx, name, inp in tool_uses: |
| if idx >= before_first_write: |
| break |
| if name == "Bash" and ("DESCRIBE" in inp.upper() or "SHOW CREATE" in inp.upper()) and OUTPUT_TABLE_SHORT in inp: |
| g4_pass = True |
| break |
| g_items["G4_target_schema"] = 8 if g4_pass else 0 |
|
|
| g_score = sum(g_items.values()) |
| result["details"]["G_exploration"] = {"score": g_score, "max": 35, "items": g_items} |
|
|
| |
| h_items = {} |
|
|
| if write_result_count <= 2: |
| h_items["H1_few_submissions"] = 13 |
| h_items["H2_moderate_submissions"] = 7 |
| elif write_result_count <= 4: |
| h_items["H1_few_submissions"] = 0 |
| h_items["H2_moderate_submissions"] = 7 |
| else: |
| h_items["H1_few_submissions"] = 0 |
| h_items["H2_moderate_submissions"] = 0 |
|
|
| if logic_error_retries == 0: |
| h_items["H3_no_logic_errors"] = 13 |
| elif logic_error_retries <= 1: |
| h_items["H3_no_logic_errors"] = 7 |
| else: |
| h_items["H3_no_logic_errors"] = 0 |
|
|
| extra_writes = sum(1 for _, name, inp in tool_uses |
| if name == "Write" and "result.py" not in inp |
| and (".py" in inp or ".sql" in inp)) |
| h_items["H4_no_redundant_ops"] = 7 if extra_writes <= 1 else 0 |
|
|
| h_score = sum(h_items.values()) |
| result["details"]["H_efficiency"] = {"score": h_score, "max": 40, "items": h_items} |
|
|
| |
| i_items = {} |
|
|
| post_submit_uses = [] |
| if last_exec_success_idx is not None: |
| post_submit_uses = [(idx, name, inp) for idx, name, inp in tool_uses |
| if idx > last_exec_success_idx] |
|
|
| i1_pass = any(name == "Bash" and OUTPUT_TABLE_SHORT in inp and "SELECT" in inp.upper() |
| for _, name, inp in post_submit_uses) |
| i_items["I1_query_output"] = 8 if i1_pass else 0 |
|
|
| i2_pass = any(name == "Bash" and OUTPUT_TABLE_SHORT in inp |
| and ("COUNT" in inp.upper() or "GROUP BY" in inp.upper()) |
| for _, name, inp in post_submit_uses) |
| i_items["I2_check_count_or_group"] = 9 if i2_pass else 0 |
|
|
| i3_pass = any(name == "Bash" and OUTPUT_TABLE_SHORT in inp |
| and ("LIMIT" in inp.upper() or "SELECT *" in inp.upper() |
| or "inference" in inp.lower() or "holiday" in inp.lower()) |
| for _, name, inp in post_submit_uses) |
| i_items["I3_check_values"] = 8 if i3_pass else 0 |
|
|
| i_score = sum(i_items.values()) |
| result["details"]["I_self_verification"] = {"score": i_score, "max": 25, "items": i_items} |
|
|
|
|
| return finalize(result) |
|
|
