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DataClawEval

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DataClawEval
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-- mysql_005 database initialization: create tables + load seed data
-- Executed via: mysql -u root < init_db.sql

-- Fix: MySQL root default auth_socket blocks pymysql TCP connections,
-- switch to mysql_native_password so pymysql (Python) can connect.
ALTER USER 'root'@'localhost' IDENTIFIED WITH mysql_native_password BY 'root123';
FLUSH PRIVILEGES;

CREATE DATABASE IF NOT EXISTS internal_platform_db
  DEFAULT CHARACTER SET utf8mb4
  DEFAULT COLLATE utf8mb4_unicode_ci;

USE internal_platform_db;

-- Input table 1: GPU feature aggregation fact table
CREATE TABLE IF NOT EXISTS dwm_gputj_platform_gpu_base_feature_agg_v2_mysql_005 (
    `dt` VARCHAR(256),
    `service_name` VARCHAR(256),
    `instance_uuid` VARCHAR(256),
    `agg_type` BIGINT,
    `agg_time` VARCHAR(256),
    `pod_count` BIGINT,
    `dcgm_fi_dev_gpu_util_pod_avg` DOUBLE,
    `k8s_container_bs_rate_cpu_core_used_request_pod_avg` DOUBLE,
    `k8s_container_rate_mem_working_set_request_pod_avg` DOUBLE,
    `k8s_dcgm_fi_dev_fb_util_pod_avg` DOUBLE,
    `k8s_container_vgpu_gpu_util_pod_avg` DOUBLE,
    `dcgm_fi_dev_gpu_util_pod_max` DOUBLE,
    `k8s_container_bs_rate_cpu_core_used_request_pod_max` DOUBLE,
    `k8s_container_rate_mem_working_set_request_pod_max` DOUBLE,
    `k8s_dcgm_fi_dev_fb_util_pod_max` DOUBLE,
    `k8s_container_vgpu_gpu_util_pod_max` DOUBLE,
    `dcgm_fi_dev_gpu_util_model_sum` DOUBLE,
    `nv_inference_count_model_avg` DOUBLE,
    `nv_inference_count_model_max` DOUBLE,
    `nv_inference_request_duration_ms_model_avg` DOUBLE,
    `nv_inference_request_duration_ms_model_max` DOUBLE,
    `nv_inference_queue_duration_ms_model_avg` DOUBLE,
    `nv_inference_queue_duration_ms_model_max` DOUBLE,
    `num_queued_reqs_model_avg` DOUBLE,
    `num_queued_reqs_model_max` DOUBLE,
    `nv_inference_request_success_model_avg` DOUBLE,
    `nv_inference_request_success_model_max` DOUBLE,
    `nv_inference_request_failure_model_avg` DOUBLE,
    `nv_inference_request_failure_model_max` DOUBLE,
    `nv_inference_request_duration_ms_perreq_avg` DOUBLE,
    `nv_inference_request_duration_ms_perreq_max` DOUBLE,
    `nv_inference_queue_duration_ms_perreq_avg` DOUBLE,
    `nv_inference_queue_duration_ms_perreq_max` DOUBLE,
    `nv_inference_request_duration_ms_perreq_p95` DOUBLE,
    `nv_inference_queue_duration_ms_perreq_p95` DOUBLE,
    `nv_inference_count_pod_avg` DOUBLE,
    `nv_inference_count_pod_max` DOUBLE,
    `is_elasticity` BIGINT,
    `scene` VARCHAR(256),
    `replicas` BIGINT,
    `task_priority_expect` BIGINT,
    `gpu_res_expect` DOUBLE,
    `scale_up_target_size` BIGINT,
    `scale_down_target_size` BIGINT,
    `scale_up_time_str` VARCHAR(256),
    `scale_down_time_str` VARCHAR(256),
    `max_replicas` BIGINT,
    `gpu_name` VARCHAR(256),
    `queue_name` VARCHAR(256),
    `project_name` VARCHAR(256),
    `wsid_tag` VARCHAR(256),
    `scene_type` VARCHAR(256),
    `business_scene` VARCHAR(256),
    `service_scene` VARCHAR(256),
    `queue_module` VARCHAR(256),
    `compression_strategy` VARCHAR(256),
    `host_gpu_num` BIGINT,
    `host_num` BIGINT,
    `avg_pod_count` DOUBLE,
    `namespace` VARCHAR(256),
    `trial_job_name` VARCHAR(256),
    `stream_request_total_model_avg` DOUBLE,
    `stream_request_total_model_max` DOUBLE,
    `stream_request_timeout_total_model_avg` DOUBLE,
    `stream_request_timeout_total_model_max` DOUBLE,
    `stream_empty_output_total_model_avg` DOUBLE,
    `stream_empty_output_total_model_max` DOUBLE,
    `stream_request_fail_total_model_avg` DOUBLE,
    `stream_request_fail_total_model_max` DOUBLE,
    `stream_cost_time_ms_perreq_avg` DOUBLE,
    `stream_cost_time_ms_perreq_max` DOUBLE,
    `stream_first_char_time_ms_perreq_avg` DOUBLE,
    `stream_first_char_time_ms_perreq_max` DOUBLE,
    `pod_req_count_mean_abs_rate_of_change` DOUBLE,
    `pod_req_count_mean_abs_rate_accelerated_of_change` DOUBLE,
    `pod_req_count_coefficient_of_variation` DOUBLE,
    `pod_req_count_stddev_value` DOUBLE,
    `nv_inference_count_model_min` DOUBLE,
    `nv_inference_count_model_p50` DOUBLE,
    `nv_inference_count_model_p90` DOUBLE,
    `nv_inference_count_model_max_minute` BIGINT,
    `nv_inference_count_model_min_minute` BIGINT,
    `nv_inference_request_duration_ms_perreq_min` DOUBLE,
    `nv_inference_request_duration_ms_perreq_p50` DOUBLE,
    `nv_inference_request_duration_ms_perreq_p90` DOUBLE,
    `nv_inference_request_duration_ms_perreq_max_minute` BIGINT,
    `nv_inference_request_duration_ms_perreq_min_minute` BIGINT,
    `request_count` DOUBLE,
    `request_failed_count` DOUBLE,
    `request_failed_rate_avg` DOUBLE,
    `request_failed_rate_max` DOUBLE,
    `request_timeout_count` DOUBLE,
    `request_timeout_rate_avg` DOUBLE,
    `request_timeout_rate_max` DOUBLE,
    `first_char_time_perreq_ms_avg` DOUBLE,
    `first_char_time_perreq_ms_max` DOUBLE,
    `first_char_time_perreq_ms_min` DOUBLE,
    `output_token_rate_model_avg` DOUBLE,
    `output_token_rate_model_max` DOUBLE,
    `token_interval_avg_model_avg` DOUBLE,
    `token_interval_avg_model_max` DOUBLE,
    `infer_request_total_model_avg` DOUBLE,
    `infer_request_total_model_max` DOUBLE,
    `infer_request_timeout_total_model_avg` DOUBLE,
    `infer_request_timeout_total_model_max` DOUBLE,
    `infer_empty_output_total_model_avg` DOUBLE,
    `infer_empty_output_total_model_max` DOUBLE,
    `infer_request_fail_total_model_avg` DOUBLE,
    `infer_request_fail_total_model_max` DOUBLE,
    `infer_cost_time_ms_perreq_avg` DOUBLE,
    `infer_cost_time_ms_perreq_max` DOUBLE,
    `infer_first_char_time_ms_perreq_avg` DOUBLE,
    `infer_first_char_time_ms_perreq_max` DOUBLE
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_unicode_ci;

-- Input table 2: service list dimension table
CREATE TABLE IF NOT EXISTS dwd_aide_inferencev2_done_service_info_h_mysql_005 (
    `id` VARCHAR(256),
    `create_time` VARCHAR(256),
    `update_time` VARCHAR(256),
    `name` VARCHAR(256),
    `dt` VARCHAR(256)
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_unicode_ci;

-- Input table 3: holiday list dimension table
CREATE TABLE IF NOT EXISTS dim_holiday_list_mysql_005 (
    `holiday_date` VARCHAR(256)
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_unicode_ci;

-- Output table: P90 prediction results
CREATE TABLE IF NOT EXISTS dws_gputj_platform_model_prediction_long_p90_mysql_005 (
    `dt` VARCHAR(256) COMMENT '分区时间(YYYYMMDD)',
    `instance_uuid` VARCHAR(256) COMMENT '实例UUID',
    `service_name` VARCHAR(256) COMMENT '服务名称',
    `workload_name` VARCHAR(256) COMMENT '工作负载名称',
    `namespace` VARCHAR(256) COMMENT '命名空间',
    `agg_time` VARCHAR(256) COMMENT '预测时间点',
    `agg_type` BIGINT COMMENT '1:10分钟粒度，2:小时粒度',
    `is_holiday` BIGINT COMMENT '是否节假日:0-1',
    `day_of_week` BIGINT COMMENT '星期几:1-7',
    `prediction_type` VARCHAR(256) COMMENT '预测模型',
    `nv_inference_count_model_avg_p90` DOUBLE COMMENT '预估流量P90',
    `statistic_time_count` BIGINT COMMENT '参与预估的时间点个数',
    `nv_inference_request_duration_ms_model_avg` DOUBLE,
    `nv_inference_queue_duration_ms_model_avg` DOUBLE,
    `num_queued_reqs_model_avg` DOUBLE,
    `nv_inference_request_success_model_avg` DOUBLE,
    `nv_inference_request_failure_model_avg` DOUBLE,
    `nv_inference_request_duration_ms_perreq_avg` DOUBLE,
    `nv_inference_queue_duration_ms_perreq_avg` DOUBLE,
    `nv_inference_request_duration_ms_perreq_p95` DOUBLE,
    `nv_inference_queue_duration_ms_perreq_p95` DOUBLE,
    `nv_inference_request_success_model_max` DOUBLE,
    `nv_inference_request_failure_model_max` DOUBLE,
    `DCGM_FI_DEV_GPU_UTIL_pod_avg` DOUBLE,
    `k8s_container_bs_rate_cpu_core_used_request_pod_avg` DOUBLE,
    `k8s_container_rate_mem_working_set_request_pod_avg` DOUBLE,
    `k8s_dcgm_fi_dev_fb_util_pod_avg` DOUBLE,
    `k8s_container_vgpu_gpu_util_pod_avg` DOUBLE
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_unicode_ci;

-- Seed data for fact table: 64 rows covering 2 services x 2 agg_types x 16 dates
-- Dates: 13 weekdays (20260420-0430, 0502-0503, 0505-0506), 2 holidays (20260425-0426), 1 excluded (20260504)
-- agg_type=1 uses time "08:00:00", agg_type=2 uses time "10:00:00"
-- svc_beta has ~2x higher metrics than svc_alpha; holiday data has lower scale

-- Seed data for service list (2 valid services + 1 empty-name decoy)
-- Decoy: id=99 has name='' -> must be removed by the `name <> ''` filter.
-- If that filter is dropped, the '' service joins its decoy feature rows and leaks output.
INSERT INTO dwd_aide_inferencev2_done_service_info_h_mysql_005
VALUES
    ('1', '2026-05-07', '2026-05-07', 'svc_alpha', '2026050723'),
    ('2', '2026-05-07', '2026-05-07', 'svc_beta', '2026050723'),
    ('99', '2026-05-07', '2026-05-07', '', '2026050723');

-- Seed data for holiday list (2026-04-25/26 and 2026-05-10/11 are holidays)
INSERT INTO dim_holiday_list_mysql_005
VALUES
    ('2026-04-25'),
    ('2026-04-26'),
    ('2026-05-10'),
    ('2026-05-11');

-- Seed data for fact table: 64 rows covering 2 services x 2 agg_types x 16 dates
-- Dates: 13 weekdays (20260420-0430, 0502-0503, 0505-0506), 2 holidays (20260425-0426), 1 excluded (20260504)
-- agg_type=1 uses time "08:00:00", agg_type=2 uses time "10:00:00"
-- svc_beta has ~2x higher metrics than svc_alpha; holiday data has lower scale
INSERT INTO dwm_gputj_platform_gpu_base_feature_agg_v2_mysql_005
VALUES
    ('20260420', 'svc_alpha', 'uuid-001', 1, '2026-04-20 08:00:00', 1, 36.0, 0.24, 0.32000000000000006, 24.0, 32.0, 43.199999999999996, 0.288, 0.38400000000000006, 28.799999999999997, 38.4, 72.0, 80.0, 120.0, 16.0, 24.0, 4.0, 6.0, 1.6, 2.4000000000000004, 112.0, 128.0, 0.8, 1.6, 14.4, 21.6, 3.2, 4.800000000000001, 17.6, 4.0, 64.0, 96.0, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns1', 'wl_alpha', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 40.0, 56.0, 76.0, 0, 0, 7.2, 10.08, 13.68, 0, 0, 80.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 11.520000000000001, 17.28, 4.32, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260420', 'svc_alpha', 'uuid-001', 2, '2026-04-20 10:00:00', 1, 36.0, 0.24, 0.32000000000000006, 24.0, 32.0, 43.199999999999996, 0.288, 0.38400000000000006, 28.799999999999997, 38.4, 72.0, 80.0, 120.0, 16.0, 24.0, 4.0, 6.0, 1.6, 2.4000000000000004, 112.0, 128.0, 0.8, 1.6, 14.4, 21.6, 3.2, 4.800000000000001, 17.6, 4.0, 64.0, 96.0, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns1', 'wl_alpha', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 40.0, 56.0, 76.0, 0, 0, 7.2, 10.08, 13.68, 0, 0, 80.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 11.520000000000001, 17.28, 4.32, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260421', 'svc_alpha', 'uuid-001', 1, '2026-04-21 08:00:00', 1, 38.50000000000001, 0.322, 0.4060000000000001, 25.550000000000004, 34.160000000000004, 46.20000000000001, 0.3864, 0.4872000000000001, 30.660000000000004, 40.992000000000004, 77.00000000000001, 87.50000000000001, 131.25000000000003, 17.150000000000002, 25.725, 4.34, 6.51, 1.7500000000000002, 2.6250000000000004, 119.7, 137.20000000000002, 0.8750000000000001, 1.7500000000000002, 15.330000000000002, 22.995000000000005, 3.43, 5.1450000000000005, 18.76, 4.2700000000000005, 70.00000000000001, 105.00000000000001, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns1', 'wl_alpha', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 43.75000000000001, 61.25000000000001, 83.12500000000001, 0, 0, 7.665000000000001, 10.731, 14.563500000000001, 0, 0, 87.50000000000001, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 12.264000000000003, 18.396, 4.599, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260421', 'svc_alpha', 'uuid-001', 2, '2026-04-21 10:00:00', 1, 38.50000000000001, 0.322, 0.4060000000000001, 25.550000000000004, 34.160000000000004, 46.20000000000001, 0.3864, 0.4872000000000001, 30.660000000000004, 40.992000000000004, 77.00000000000001, 87.50000000000001, 131.25000000000003, 17.150000000000002, 25.725, 4.34, 6.51, 1.7500000000000002, 2.6250000000000004, 119.7, 137.20000000000002, 0.8750000000000001, 1.7500000000000002, 15.330000000000002, 22.995000000000005, 3.43, 5.1450000000000005, 18.76, 4.2700000000000005, 70.00000000000001, 105.00000000000001, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns1', 'wl_alpha', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 43.75000000000001, 61.25000000000001, 83.12500000000001, 0, 0, 7.665000000000001, 10.731, 14.563500000000001, 0, 0, 87.50000000000001, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 12.264000000000003, 18.396, 4.599, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
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    ('20260430', 'svc_beta', 'uuid-002', 2, '2026-04-30 10:00:00', 1, 73.4, 0.6200000000000001, 0.732, 56.300000000000004, 67.68, 88.08, 0.7440000000000001, 0.8784, 67.56, 81.21600000000001, 146.8, 227.00000000000003, 340.50000000000006, 39.5, 59.25, 9.08, 13.620000000000001, 4.54, 6.8100000000000005, 315.40000000000003, 360.8, 2.27, 4.54, 33.78, 50.67, 7.9, 11.850000000000001, 42.800000000000004, 10.140000000000002, 181.60000000000002, 272.40000000000003, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 113.50000000000001, 158.9, 215.65, 0, 0, 16.89, 23.646, 32.091, 0, 0, 227.00000000000003, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 27.024, 40.536, 10.134, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260502', 'svc_beta', 'uuid-002', 1, '2026-05-02 08:00:00', 1, 75.7, 0.6100000000000001, 0.7260000000000001, 58.150000000000006, 69.84, 90.84, 0.7320000000000001, 0.8712000000000001, 69.78, 83.808, 151.4, 233.50000000000003, 350.25000000000006, 40.75000000000001, 61.125000000000014, 9.340000000000002, 14.010000000000002, 4.670000000000001, 7.005000000000001, 325.70000000000005, 372.40000000000003, 2.3350000000000004, 4.670000000000001, 34.89000000000001, 52.33500000000001, 8.15, 12.225000000000001, 44.2, 10.47, 186.80000000000004, 280.20000000000005, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 116.75000000000001, 163.45000000000002, 221.82500000000002, 0, 0, 17.445000000000004, 24.423000000000005, 33.145500000000006, 0, 0, 233.50000000000003, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 27.912000000000006, 41.86800000000001, 10.467000000000002, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260502', 'svc_beta', 'uuid-002', 2, '2026-05-02 10:00:00', 1, 75.7, 0.6100000000000001, 0.7260000000000001, 58.150000000000006, 69.84, 90.84, 0.7320000000000001, 0.8712000000000001, 69.78, 83.808, 151.4, 233.50000000000003, 350.25000000000006, 40.75000000000001, 61.125000000000014, 9.340000000000002, 14.010000000000002, 4.670000000000001, 7.005000000000001, 325.70000000000005, 372.40000000000003, 2.3350000000000004, 4.670000000000001, 34.89000000000001, 52.33500000000001, 8.15, 12.225000000000001, 44.2, 10.47, 186.80000000000004, 280.20000000000005, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 116.75000000000001, 163.45000000000002, 221.82500000000002, 0, 0, 17.445000000000004, 24.423000000000005, 33.145500000000006, 0, 0, 233.50000000000003, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 27.912000000000006, 41.86800000000001, 10.467000000000002, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260503', 'svc_beta', 'uuid-002', 1, '2026-05-03 08:00:00', 1, 78.00000000000001, 0.6000000000000001, 0.7200000000000001, 60.00000000000001, 72.00000000000001, 93.60000000000001, 0.7200000000000001, 0.8640000000000001, 72.0, 86.40000000000002, 156.00000000000003, 240.00000000000003, 360.00000000000006, 42.00000000000001, 63.000000000000014, 9.600000000000001, 14.400000000000002, 4.800000000000001, 7.200000000000001, 336.00000000000006, 384.00000000000006, 2.4000000000000004, 4.800000000000001, 36.00000000000001, 54.000000000000014, 8.400000000000002, 12.600000000000003, 45.60000000000001, 10.8, 192.00000000000003, 288.0, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 120.00000000000001, 168.0, 228.00000000000003, 0, 0, 18.000000000000004, 25.200000000000003, 34.2, 0, 0, 240.00000000000003, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 28.800000000000008, 43.20000000000001, 10.800000000000002, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260503', 'svc_beta', 'uuid-002', 2, '2026-05-03 10:00:00', 1, 78.00000000000001, 0.6000000000000001, 0.7200000000000001, 60.00000000000001, 72.00000000000001, 93.60000000000001, 0.7200000000000001, 0.8640000000000001, 72.0, 86.40000000000002, 156.00000000000003, 240.00000000000003, 360.00000000000006, 42.00000000000001, 63.000000000000014, 9.600000000000001, 14.400000000000002, 4.800000000000001, 7.200000000000001, 336.00000000000006, 384.00000000000006, 2.4000000000000004, 4.800000000000001, 36.00000000000001, 54.000000000000014, 8.400000000000002, 12.600000000000003, 45.60000000000001, 10.8, 192.00000000000003, 288.0, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 120.00000000000001, 168.0, 228.00000000000003, 0, 0, 18.000000000000004, 25.200000000000003, 34.2, 0, 0, 240.00000000000003, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 28.800000000000008, 43.20000000000001, 10.800000000000002, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260505', 'svc_beta', 'uuid-002', 1, '2026-05-05 08:00:00', 1, 81.3, 0.69, 0.8140000000000001, 62.35, 74.96000000000001, 97.55999999999999, 0.828, 0.9768, 74.82, 89.95200000000001, 162.6, 251.5, 377.25, 43.75, 65.625, 10.06, 15.09, 5.03, 7.545, 349.3, 399.6, 2.515, 5.03, 37.410000000000004, 56.11500000000001, 8.75, 13.125, 47.4, 11.23, 201.20000000000002, 301.8, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 125.75, 176.04999999999998, 238.92499999999998, 0, 0, 18.705000000000002, 26.187, 35.539500000000004, 0, 0, 251.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 29.928000000000004, 44.892, 11.223, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260505', 'svc_beta', 'uuid-002', 2, '2026-05-05 10:00:00', 1, 81.3, 0.69, 0.8140000000000001, 62.35, 74.96000000000001, 97.55999999999999, 0.828, 0.9768, 74.82, 89.95200000000001, 162.6, 251.5, 377.25, 43.75, 65.625, 10.06, 15.09, 5.03, 7.545, 349.3, 399.6, 2.515, 5.03, 37.410000000000004, 56.11500000000001, 8.75, 13.125, 47.4, 11.23, 201.20000000000002, 301.8, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 125.75, 176.04999999999998, 238.92499999999998, 0, 0, 18.705000000000002, 26.187, 35.539500000000004, 0, 0, 251.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 29.928000000000004, 44.892, 11.223, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260506', 'svc_beta', 'uuid-002', 1, '2026-05-06 08:00:00', 1, 83.60000000000001, 0.68, 0.808, 64.2, 77.11999999999999, 100.32000000000001, 0.8160000000000001, 0.9696, 77.04, 92.54399999999998, 167.20000000000002, 258.0, 387.0, 45.00000000000001, 67.50000000000001, 10.32, 15.48, 5.16, 7.74, 359.6, 411.20000000000005, 2.58, 5.16, 38.519999999999996, 57.779999999999994, 9.0, 13.5, 48.8, 11.559999999999999, 206.4, 309.59999999999997, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 129.0, 180.6, 245.1, 0, 0, 19.259999999999998, 26.963999999999995, 36.593999999999994, 0, 0, 258.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 30.816, 46.224, 11.556, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260506', 'svc_beta', 'uuid-002', 2, '2026-05-06 10:00:00', 1, 83.60000000000001, 0.68, 0.808, 64.2, 77.11999999999999, 100.32000000000001, 0.8160000000000001, 0.9696, 77.04, 92.54399999999998, 167.20000000000002, 258.0, 387.0, 45.00000000000001, 67.50000000000001, 10.32, 15.48, 5.16, 7.74, 359.6, 411.20000000000005, 2.58, 5.16, 38.519999999999996, 57.779999999999994, 9.0, 13.5, 48.8, 11.559999999999999, 206.4, 309.59999999999997, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 129.0, 180.6, 245.1, 0, 0, 19.259999999999998, 26.963999999999995, 36.593999999999994, 0, 0, 258.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 30.816, 46.224, 11.556, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260425', 'svc_beta', 'uuid-002', 1, '2026-04-25 08:00:00', 1, 64.44999999999999, 0.505, 0.604, 49.55, 59.48, 77.33999999999999, 0.606, 0.7248, 59.459999999999994, 71.37599999999999, 128.89999999999998, 198.5, 297.75, 34.699999999999996, 52.05, 7.9399999999999995, 11.91, 3.9699999999999998, 5.955, 277.5, 317.2, 1.9849999999999999, 3.9699999999999998, 29.73, 44.595, 6.9399999999999995, 10.41, 37.66, 8.92, 158.8, 238.2, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 99.25, 138.95, 188.575, 0, 0, 14.865, 20.811, 28.243499999999997, 0, 0, 198.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 23.784000000000002, 35.676, 8.919, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260425', 'svc_beta', 'uuid-002', 2, '2026-04-25 10:00:00', 1, 64.44999999999999, 0.505, 0.604, 49.55, 59.48, 77.33999999999999, 0.606, 0.7248, 59.459999999999994, 71.37599999999999, 128.89999999999998, 198.5, 297.75, 34.699999999999996, 52.05, 7.9399999999999995, 11.91, 3.9699999999999998, 5.955, 277.5, 317.2, 1.9849999999999999, 3.9699999999999998, 29.73, 44.595, 6.9399999999999995, 10.41, 37.66, 8.92, 158.8, 238.2, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 99.25, 138.95, 188.575, 0, 0, 14.865, 20.811, 28.243499999999997, 0, 0, 198.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 23.784000000000002, 35.676, 8.919, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260426', 'svc_beta', 'uuid-002', 1, '2026-04-26 08:00:00', 1, 67.1, 0.59, 0.692, 51.4, 61.84, 80.52, 0.708, 0.8303999999999999, 61.67999999999999, 74.208, 134.2, 208.0, 312.0, 36.1, 54.150000000000006, 8.32, 12.48, 4.16, 6.24, 288.0, 329.59999999999997, 2.08, 4.16, 30.84, 46.26, 7.220000000000001, 10.830000000000002, 39.08, 9.26, 166.4, 249.6, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 104.0, 145.6, 197.6, 0, 0, 15.42, 21.587999999999997, 29.298, 0, 0, 208.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 24.672, 37.007999999999996, 9.251999999999999, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260426', 'svc_beta', 'uuid-002', 2, '2026-04-26 10:00:00', 1, 67.1, 0.59, 0.692, 51.4, 61.84, 80.52, 0.708, 0.8303999999999999, 61.67999999999999, 74.208, 134.2, 208.0, 312.0, 36.1, 54.150000000000006, 8.32, 12.48, 4.16, 6.24, 288.0, 329.59999999999997, 2.08, 4.16, 30.84, 46.26, 7.220000000000001, 10.830000000000002, 39.08, 9.26, 166.4, 249.6, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 104.0, 145.6, 197.6, 0, 0, 15.42, 21.587999999999997, 29.298, 0, 0, 208.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 24.672, 37.007999999999996, 9.251999999999999, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260504', 'svc_beta', 'uuid-002', 1, '2026-05-04 08:00:00', 1, 195, 1.5, 1.7999999999999998, 150, 180, 234.0, 1.7999999999999998, 2.1599999999999997, 180.0, 216.0, 390.0, 1000, 1500.0, 175, 262.5, 40, 60.0, 20, 30.0, 1400, 1600, 20, 40, 150, 225.0, 35, 52.5, 190, 45, 800.0, 1200.0, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 500.0, 700.0, 950.0, 0, 0, 75.0, 105.0, 142.5, 0, 0, 1000, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 120.0, 180.0, 45.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0),
    ('20260504', 'svc_beta', 'uuid-002', 2, '2026-05-04 10:00:00', 1, 195, 1.5, 1.7999999999999998, 150, 180, 234.0, 1.7999999999999998, 2.1599999999999997, 180.0, 216.0, 390.0, 1000, 1500.0, 175, 262.5, 40, 60.0, 20, 30.0, 1400, 1600, 20, 40, 150, 225.0, 35, 52.5, 190, 45, 800.0, 1200.0, 0, 'scene1', 1, 1, 1.0, 2, 1, 'up', 'down', 3, 'gpu1', 'q1', 'proj1', 'wsid1', 'type1', 'biz1', 'svc1', 'mod1', 'none', 1, 1, 1.0, 'ns2', 'wl_beta', 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 500.0, 700.0, 950.0, 0, 0, 75.0, 105.0, 142.5, 0, 0, 1000, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 120.0, 180.0, 45.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0);

-- ============================================================================
-- DECOY ROWS (诱饵): each violates EXACTLY ONE business-rule filter so it is
-- correctly removed from the baseline output (still 56 rows, values unchanged).
-- If the corresponding filter is dropped, the decoy leaks in and the output
-- diverges -> proves the seed exercises that rule (mutation coverage).
-- Unlisted columns default to NULL; harmless because decoys never reach output.
-- All decoys hang off svc_alpha @ time-part 08:00:00 (a valid join key).
-- ============================================================================

-- Decoy A: tests `nv_inference_count_model_avg >= 0`. Otherwise-valid weekday
-- sample (20260501, in-window, outside template window 0502-0507) but flow < 0.
INSERT INTO dwm_gputj_platform_gpu_base_feature_agg_v2_mysql_005
    (dt, service_name, instance_uuid, agg_type, agg_time, nv_inference_count_model_avg)
VALUES ('20260501', 'svc_alpha', 'uuid-001', 1, '2026-05-01 08:00:00', -5.0);

-- Decoy B: tests `agg_type IN (1,2)`. dt in template window so (08:00:00,3)
-- enters the time template; with the filter present no agg_type=3 feature row
-- survives to join (0 output); if dropped, agg_type=3 leaks into the output.
INSERT INTO dwm_gputj_platform_gpu_base_feature_agg_v2_mysql_005
    (dt, service_name, instance_uuid, agg_type, agg_time, nv_inference_count_model_avg)
VALUES ('20260502', 'svc_alpha', 'uuid-001', 3, '2026-05-02 08:00:00', 30.0);

-- Decoy C: tests the lower date bound `dt >= '20260420'`. Valid sample one day
-- before the window (20260419).
INSERT INTO dwm_gputj_platform_gpu_base_feature_agg_v2_mysql_005
    (dt, service_name, instance_uuid, agg_type, agg_time, nv_inference_count_model_avg)
VALUES ('20260419', 'svc_alpha', 'uuid-001', 1, '2026-04-19 08:00:00', 30.0);

-- Decoy D: tests the upper date bound `dt <= '20260507'`. Valid sample one day
-- after the window (20260508).
INSERT INTO dwm_gputj_platform_gpu_base_feature_agg_v2_mysql_005
    (dt, service_name, instance_uuid, agg_type, agg_time, nv_inference_count_model_avg)
VALUES ('20260508', 'svc_alpha', 'uuid-001', 1, '2026-05-08 08:00:00', 30.0);

-- Decoy E: tests the service `name <> ''` filter. A feature row whose
-- service_name is '' (paired with the empty-name service in the service list).
-- With the filter present the '' service is excluded so this row never joins;
-- if dropped, the '' service joins this row and leaks output rows.
INSERT INTO dwm_gputj_platform_gpu_base_feature_agg_v2_mysql_005
    (dt, service_name, instance_uuid, agg_type, agg_time, nv_inference_count_model_avg)
VALUES ('20260502', '', 'uuid-099', 1, '2026-05-02 08:00:00', 30.0);