Datasets:
File size: 3,284 Bytes
e8c001c | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 | INSERT OVERWRITE TABLE internal_platform_db.task_instance_gpu_time_stats_query_engine_022
PARTITION (dt='2026050700')
WITH
-- Step 1: 从GPU监控数据中提取pod运行记录，按分钟去重
pod_run_minutes AS (
SELECT
pod_name,
gpu_name,
FLOOR(CAST(pkg_time AS BIGINT) / 60) * 60 AS minute_timestamp,
FLOOR(CAST(pkg_time AS BIGINT) / 300) * 300 AS time_5min
FROM internal_platform_db.gputj_gpu_info_parsed_query_engine_022
WHERE dt = '2026050700'
AND metric IN ('k8s_container_vgpu_gpu_mem_usage', 'k8s_dcgm_fi_dev_fb_util')
GROUP BY pod_name, gpu_name, FLOOR(CAST(pkg_time AS BIGINT) / 60) * 60, FLOOR(CAST(pkg_time AS BIGINT) / 300) * 300
),
-- Step 2: 统计每个pod在每个5分钟窗口内的运行分钟数
pod_run_time AS (
SELECT
pod_name,
MAX(gpu_name) AS gpu_name,
time_5min,
CAST(COUNT(DISTINCT minute_timestamp) AS DOUBLE) AS run_time_m
FROM pod_run_minutes
GROUP BY pod_name, time_5min
),
-- Step 3: 关联pod与instance的映射关系
instance_run_time AS (
SELECT
p.time_5min,
m.instance_uuid,
MAX(p.gpu_name) AS gpu_name,
CAST(SUM(p.run_time_m) AS DOUBLE) AS sum_run_time_m,
COUNT(DISTINCT m.pod_name) AS pod_count
FROM pod_run_time p
INNER JOIN internal_platform_db.dwd_ml_platform_instance_podname_query_engine_022 m
ON p.pod_name = m.pod_name
AND m.dt = '2026050700'
GROUP BY p.time_5min, m.instance_uuid
),
-- Step 4: 获取任务实例的GPU配置
latest_task_config AS (
SELECT
instance_uuid,
CAST(host_gpu_num AS DOUBLE) AS host_gpu_num,
CAST(host_num AS DOUBLE) AS host_num
FROM (
SELECT
instance_uuid,
host_gpu_num,
host_num,
last_modify,
ROW_NUMBER() OVER (PARTITION BY instance_uuid ORDER BY last_modify DESC) AS rn
FROM (
SELECT
instance_uuid,
host_gpu_num,
host_num,
last_modify
FROM internal_platform_db.dwd_task_management_taskinstance2_query_engine_022
WHERE databus_imp_date = (
SELECT MAX(databus_imp_date)
FROM internal_platform_db.dwd_task_management_taskinstance2_query_engine_022
)
UNION ALL
SELECT
instance_uuid,
host_gpu_num,
host_num,
last_modify
FROM internal_platform_db.task_management_taskinstance2_query_engine_022
WHERE databus_imp_date = (
SELECT MAX(databus_imp_date)
FROM internal_platform_db.task_management_taskinstance2_query_engine_022
)
) combined
) ranked
WHERE rn = 1
)
-- Step 5: 关联GPU配置并计算卡时
SELECT
i.instance_uuid,
i.time_5min,
t.host_gpu_num,
i.sum_run_time_m,
CASE
WHEN t.host_gpu_num IS NOT NULL AND i.sum_run_time_m IS NOT NULL
THEN t.host_gpu_num * i.sum_run_time_m / 60.0
ELSE NULL
END AS gpu_hour,
i.gpu_name,
i.pod_count,
t.host_num
FROM instance_run_time i
LEFT JOIN latest_task_config t
ON i.instance_uuid = t.instance_uuid
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