Jmespath计算平均值

问题描述

使用jmespath我想从响应中找到平均值。首先,我需要检查响应是否为空。如果响应不为空,则求平均值。我正在尝试使用此表达式“ [] .points []。value.doubleValue | avg(@)”,但是当响应为空时,表达式将失败。

[
  {
    "metric": {
      "labels": {
        "instance_name": "crpsmokes-f4a35bd07"
      },"type": "compute.googleapis.com/instance/cpu/utilization"
    },"resource": {
      "type": "gce_instance","labels": {
        "instance_id": "1507883580111256528","project_id": "rightscale.com:resat-prem","zone": "asia-east1-a"
      }
    },"metricKind": "GAUGE","valueType": "DOUBLE","points": [
      {
        "interval": {
          "startTime": "2020-08-24T22:44:00Z","endTime": "2020-08-24T22:44:00Z"
        },"value": {
          "doubleValue": 0.00096042153551181288
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:43:00Z","endTime": "2020-08-24T22:43:00Z"
        },"value": {
          "doubleValue": 0.0019398753629962092
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:42:00Z","endTime": "2020-08-24T22:42:00Z"
        },"value": {
          "doubleValue": 0.0019628626377153086
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:41:00Z","endTime": "2020-08-24T22:41:00Z"
        },"value": {
          "doubleValue": 0.0019210491946092627
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:40:00Z","endTime": "2020-08-24T22:40:00Z"
        },"value": {
          "doubleValue": 0.0018963341116292535
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:39:00Z","endTime": "2020-08-24T22:39:00Z"
        },"value": {
          "doubleValue": 0.0019406727388149156
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:38:00Z","endTime": "2020-08-24T22:38:00Z"
        },"value": {
          "doubleValue": 0.0019643314070845481
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:37:00Z","endTime": "2020-08-24T22:37:00Z"
        },"value": {
          "doubleValue": 0.0019477523878447774
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:36:00Z","endTime": "2020-08-24T22:36:00Z"
        },"value": {
          "doubleValue": 0.0019031642638339008
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:35:00Z","endTime": "2020-08-24T22:35:00Z"
        },"value": {
          "doubleValue": 0.0019058478564064766
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:34:00Z","endTime": "2020-08-24T22:34:00Z"
        },"value": {
          "doubleValue": 0.0019202072242573347
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:33:00Z","endTime": "2020-08-24T22:33:00Z"
        },"value": {
          "doubleValue": 0.0019225147371779864
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:32:00Z","endTime": "2020-08-24T22:32:00Z"
        },"value": {
          "doubleValue": 0.0019468938226940699
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:31:00Z","endTime": "2020-08-24T22:31:00Z"
        },"value": {
          "doubleValue": 0.0018969617509197196
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:30:00Z","endTime": "2020-08-24T22:30:00Z"
        },"value": {
          "doubleValue": 0.0019062680485175084
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:29:00Z","endTime": "2020-08-24T22:29:00Z"
        },"value": {
          "doubleValue": 0.0019370667695042699
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:28:00Z","endTime": "2020-08-24T22:28:00Z"
        },"value": {
          "doubleValue": 0.0020045164017271112
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:27:00Z","endTime": "2020-08-24T22:27:00Z"
        },"value": {
          "doubleValue": 0.0020103660806600012
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:26:00Z","endTime": "2020-08-24T22:26:00Z"
        },"value": {
          "doubleValue": 0.0019040336136034359
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:25:00Z","endTime": "2020-08-24T22:25:00Z"
        },"value": {
          "doubleValue": 0.0019056174446023513
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:24:00Z","endTime": "2020-08-24T22:24:00Z"
        },"value": {
          "doubleValue": 0.0019463043436514244
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:23:00Z","endTime": "2020-08-24T22:23:00Z"
        },"value": {
          "doubleValue": 0.0019467681385854972
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:22:00Z","endTime": "2020-08-24T22:22:00Z"
        },"value": {
          "doubleValue": 0.0019057447090541284
        }
      },{
        "interval": {
          "startTime": "2020-08-24T22:21:00Z","endTime": "2020-08-24T22:21:00Z"
        },"value": {
          "doubleValue": 0.0018988823662930087
        }
      }]
  }
  ]

解决方法

如果avg函数收到的内容不是由一个或多个数字组成且仅由数字组成的列表,则会产生错误。您可能要处理三种特殊情况:

  1. 列表为空。例如。没有指标或指标没有意义。
  2. 该列表包含非数字。例如。点的nullvalue中有value.doubleValue个值。
  3. 没有列表。例如。整个回复是null

为简单起见,我将假设情况1是其中唯一被认为是正常的情况,但是如果需要,您可以扩展此方法以涵盖其他情况。

这是一个查询,它会导致null而不是当列表中没有项目时出现错误:

[].points[].value.doubleValue | (@ != `[]`) && avg(@) || `null`

通常,我们可以使用表达式A && B || C来表示“如果A为true,则使用B的值,否则使用C的值” ,只要B是类似真值的A就不会是false value。 (请注意,与其他一些语言不同,在JMESPath中零不被视为错误值。)在我们的表达式中,当列表具有值时,@ != `[]`为true,而为空时,则为false。因此,如果为true,则将评估&&的右侧以计算平均值,而为false时,&&将会短路,而只是false,而无需尝试计算平均值。最后,|| `null`将保留平均值计算的值,但将false替换为null