-
Notifications
You must be signed in to change notification settings - Fork 154
/
Copy pathMetrics.ts
709 lines (663 loc) · 22.1 KB
/
Metrics.ts
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
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
import type { Callback, Context, Handler } from 'aws-lambda';
import { Utility } from '@aws-lambda-powertools/commons';
import type { MetricsInterface } from './MetricsInterface';
import {
type ConfigServiceInterface,
EnvironmentVariablesService,
} from './config';
import {
MAX_DIMENSION_COUNT,
MAX_METRICS_SIZE,
DEFAULT_NAMESPACE,
COLD_START_METRIC,
MAX_METRIC_VALUES_SIZE,
} from './constants';
import {
MetricsOptions,
Dimensions,
EmfOutput,
HandlerMethodDecorator,
StoredMetrics,
ExtraOptions,
MetricUnit,
MetricUnits,
MetricResolution,
MetricDefinition,
} from './types';
/**
* ## Intro
* Metrics creates custom metrics asynchronously by logging metrics to standard output following Amazon CloudWatch Embedded Metric Format (EMF).
*
* These metrics can be visualized through Amazon CloudWatch Console.
*
* ## Key features
* * Aggregate up to 100 metrics using a single CloudWatch EMF object (large JSON blob)
* * Validate against common metric definitions mistakes (metric unit, values, max dimensions, max metrics, etc)
* * Metrics are created asynchronously by CloudWatch service, no custom stacks needed
* * Context manager to create a one off metric with a different dimension
*
* ## Usage
*
* ### Functions usage with middleware
*
* Using this middleware on your handler function will automatically flush metrics after the function returns or throws an error.
* Additionally, you can configure the middleware to easily:
* * ensure that at least one metric is emitted before you flush them
* * capture a `ColdStart` a metric
* * set default dimensions for all your metrics
*
* @example
* ```typescript
* import { Metrics, logMetrics } from '@aws-lambda-powertools/metrics';
* import middy from '@middy/core';
*
* const metrics = new Metrics({ namespace: 'serverlessAirline', serviceName: 'orders' });
*
* const lambdaHandler = async (_event: unknown, _context: unknown) => {
* ...
* };
*
* export const handler = middy(lambdaHandler).use(logMetrics(metrics));
* ```
*
* ### Object oriented way with decorator
*
* If you are used to TypeScript Class usage to encapsulate your Lambda handler you can leverage the [@metrics.logMetrics()](./_aws_lambda_powertools_metrics.Metrics.html#logMetrics) decorator to automatically:
* * capture a `ColdStart` metric
* * flush buffered metrics
* * throw on empty metrics
*
* @example
*
* ```typescript
* import { Metrics, MetricUnits } from '@aws-lambda-powertools/metrics';
* import { LambdaInterface } from '@aws-lambda-powertools/commons';
*
* const metrics = new Metrics({ namespace: 'serverlessAirline', serviceName: 'orders' });
*
* class Lambda implements LambdaInterface {
* // Decorate your handler with the logMetrics decorator
* @metrics.logMetrics({ captureColdStartMetric: true, throwOnEmptyMetrics: true })
* public handler(_event: unknown, _context: unknown): Promise<void> {
* // ...
* metrics.addMetric('test-metric', MetricUnits.Count, 10);
* // ...
* }
* }
*
* const handlerClass = new Lambda();
* export const handler = handlerClass.handler.bind(handlerClass);
* ```
*
* ### Standard function
*
* If you are used to classic JavaScript functions, you can leverage the different methods provided to create and publish metrics.
*
* @example
*
* ```typescript
* import { Metrics, MetricUnits } from '@aws-lambda-powertools/metrics';
*
* const metrics = new Metrics({ namespace: 'serverlessAirline', serviceName: 'orders' });
*
* export const handler = async (_event: unknown, __context: unknown): Promise<void> => {
* metrics.captureColdStartMetric();
* metrics.addMetric('test-metric', MetricUnits.Count, 10);
* metrics.publishStoredMetrics();
* };
* ```
*/
class Metrics extends Utility implements MetricsInterface {
private customConfigService?: ConfigServiceInterface;
private defaultDimensions: Dimensions = {};
private dimensions: Dimensions = {};
private envVarsService?: EnvironmentVariablesService;
private functionName?: string;
private isSingleMetric = false;
private metadata: Record<string, string> = {};
private namespace?: string;
private shouldThrowOnEmptyMetrics = false;
private storedMetrics: StoredMetrics = {};
public constructor(options: MetricsOptions = {}) {
super();
this.dimensions = {};
this.setOptions(options);
}
/**
* Add a dimension to the metrics.
*
* A dimension is a key-value pair that is used to group metrics.
*
* @see https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/cloudwatch_concepts.html#Dimension for more details.
* @param name
* @param value
*/
public addDimension(name: string, value: string): void {
if (MAX_DIMENSION_COUNT <= this.getCurrentDimensionsCount()) {
throw new RangeError(
`The number of metric dimensions must be lower than ${MAX_DIMENSION_COUNT}`
);
}
this.dimensions[name] = value;
}
/**
* Add multiple dimensions to the metrics.
*
* A dimension is a key-value pair that is used to group metrics.
*
* @param dimensions A key-value pair of dimensions
*/
public addDimensions(dimensions: { [key: string]: string }): void {
const newDimensions = { ...this.dimensions };
Object.keys(dimensions).forEach((dimensionName) => {
newDimensions[dimensionName] = dimensions[dimensionName];
});
if (Object.keys(newDimensions).length > MAX_DIMENSION_COUNT) {
throw new RangeError(
`Unable to add ${
Object.keys(dimensions).length
} dimensions: the number of metric dimensions must be lower than ${MAX_DIMENSION_COUNT}`
);
}
this.dimensions = newDimensions;
}
/**
* A high-cardinality data part of your Metrics log.
*
* This is useful when you want to search highly contextual information along with your metrics in your logs.
*
* @param key The key of the metadata
* @param value The value of the metadata
*/
public addMetadata(key: string, value: string): void {
this.metadata[key] = value;
}
/**
* Add a metric to the metrics buffer.
*
* By default, metrics are buffered and flushed at the end of the Lambda invocation
* or when calling {@link Metrics.publishStoredMetrics}.
*
* You can add a metric by specifying the metric name, unit, and value. For convenience,
* we provide a set of constants for the most common units in {@link MetricUnits}.
*
* @example
* ```typescript
* import { Metrics, MetricUnits } from '@aws-lambda-powertools/metrics';
*
* const metrics = new Metrics({ namespace: 'serverlessAirline', serviceName: 'orders' });
*
* metrics.addMetric('successfulBooking', MetricUnits.Count, 1);
* ```
*
* Optionally, you can specify the metric resolution, which can be either `High` or `Standard`.
* By default, metrics are published with a resolution of `Standard`, click [here](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/cloudwatch_concepts.html#Resolution_definition)
* to learn more about metric resolutions.
*
* @example
* ```typescript
* import { Metrics, MetricUnits, MetricResolution } from '@aws-lambda-powertools/metrics';
*
* const metrics = new Metrics({ namespace: 'serverlessAirline', serviceName: 'orders' });
*
* metrics.addMetric('successfulBooking', MetricUnits.Count, 1, MetricResolution.High);
* ```
*
* @param name - The metric name
* @param unit - The metric unit
* @param value - The metric value
* @param resolution - The metric resolution
*/
public addMetric(
name: string,
unit: MetricUnit,
value: number,
resolution: MetricResolution = MetricResolution.Standard
): void {
this.storeMetric(name, unit, value, resolution);
if (this.isSingleMetric) this.publishStoredMetrics();
}
/**
* Create a singleMetric to capture cold start.
*
* If it's a cold start invocation, this feature will:
* * Create a separate EMF blob that contains a single metric named ColdStart
* * Add function_name and service dimensions
*
* This has the advantage of keeping cold start metric separate from your application metrics, where you might have unrelated dimensions,
* as well as avoiding potential data loss from metrics not being published for other reasons.
*
* @example
* ```typescript
* import { Metrics } from '@aws-lambda-powertools/metrics';
*
* const metrics = new Metrics({ namespace: 'serverlessAirline', serviceName: 'orders' });
*
* export const handler = async (_event: unknown, __context: unknown): Promise<void> => {
* metrics.captureColdStartMetric();
* };
* ```
*/
public captureColdStartMetric(): void {
if (!this.isColdStart()) return;
const singleMetric = this.singleMetric();
if (this.defaultDimensions.service) {
singleMetric.setDefaultDimensions({
service: this.defaultDimensions.service,
});
}
if (this.functionName != null) {
singleMetric.addDimension('function_name', this.functionName);
}
singleMetric.addMetric(COLD_START_METRIC, MetricUnits.Count, 1);
}
/**
* Clear all default dimensions.
*/
public clearDefaultDimensions(): void {
this.defaultDimensions = {};
}
/**
* Clear all dimensions.
*/
public clearDimensions(): void {
this.dimensions = {};
}
/**
* Clear all metadata.
*/
public clearMetadata(): void {
this.metadata = {};
}
/**
* Clear all the metrics stored in the buffer.
*/
public clearMetrics(): void {
this.storedMetrics = {};
}
/**
* A decorator automating coldstart capture, throw on empty metrics and publishing metrics on handler exit.
*
* @example
*
* ```typescript
* import { Metrics } from '@aws-lambda-powertools/metrics';
* import { LambdaInterface } from '@aws-lambda-powertools/commons';
*
* const metrics = new Metrics({ namespace: 'serverlessAirline', serviceName: 'orders' });
*
* class Lambda implements LambdaInterface {
*
* @metrics.logMetrics({ captureColdStartMetric: true })
* public handler(_event: unknown, __context: unknown): Promise<void> {
* // ...
* }
* }
*
* const handlerClass = new Lambda();
* export const handler = handlerClass.handler.bind(handlerClass);
* ```
*
* @decorator Class
*/
public logMetrics(options: ExtraOptions = {}): HandlerMethodDecorator {
const { throwOnEmptyMetrics, defaultDimensions, captureColdStartMetric } =
options;
if (throwOnEmptyMetrics) {
this.throwOnEmptyMetrics();
}
if (defaultDimensions !== undefined) {
this.setDefaultDimensions(defaultDimensions);
}
return (_target, _propertyKey, descriptor) => {
/**
* The descriptor.value is the method this decorator decorates, it cannot be undefined.
*/
// eslint-disable-next-line @typescript-eslint/no-non-null-assertion
const originalMethod = descriptor.value!;
// eslint-disable-next-line @typescript-eslint/no-this-alias
const metricsRef = this;
// Use a function() {} instead of an () => {} arrow function so that we can
// access `myClass` as `this` in a decorated `myClass.myMethod()`.
descriptor.value = async function (
this: Handler,
event: unknown,
context: Context,
callback: Callback
): Promise<unknown> {
metricsRef.functionName = context.functionName;
if (captureColdStartMetric) metricsRef.captureColdStartMetric();
let result: unknown;
try {
result = await originalMethod.apply(this, [event, context, callback]);
} catch (error) {
throw error;
} finally {
metricsRef.publishStoredMetrics();
}
return result;
};
return descriptor;
};
}
/**
* Synchronous function to actually publish your metrics. (Not needed if using logMetrics decorator).
* It will create a new EMF blob and log it to standard output to be then ingested by Cloudwatch logs and processed automatically for metrics creation.
*
* @example
*
* ```typescript
* import { Metrics, MetricUnits } from '@aws-lambda-powertools/metrics';
*
* const metrics = new Metrics({ namespace: 'serverlessAirline', serviceName: 'orders' }); // Sets metric namespace, and service as a metric dimension
*
* export const handler = async (_event: unknown, __context: unknown): Promise<void> => {
* metrics.addMetric('test-metric', MetricUnits.Count, 10);
* metrics.publishStoredMetrics();
* };
* ```
*/
public publishStoredMetrics(): void {
if (
!this.shouldThrowOnEmptyMetrics &&
Object.keys(this.storedMetrics).length === 0
) {
console.warn(
'No application metrics to publish. The cold-start metric may be published if enabled. ' +
'If application metrics should never be empty, consider using `throwOnEmptyMetrics`'
);
}
const target = this.serializeMetrics();
console.log(JSON.stringify(target));
this.clearMetrics();
this.clearDimensions();
this.clearMetadata();
}
/**
* Function to create a new metric object compliant with the EMF (Embedded Metric Format) schema which
* includes the metric name, unit, and optionally storage resolution.
*
* The function will create a new EMF blob and log it to standard output to be then ingested by Cloudwatch
* logs and processed automatically for metrics creation.
*
* @returns metrics as JSON object compliant EMF Schema Specification
* @see https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/CloudWatch_Embedded_Metric_Format_Specification.html for more details
*/
public serializeMetrics(): EmfOutput {
// Storage resolution is included only for High resolution metrics
const metricDefinitions: MetricDefinition[] = Object.values(
this.storedMetrics
).map((metricDefinition) => ({
Name: metricDefinition.name,
Unit: metricDefinition.unit,
...(metricDefinition.resolution === MetricResolution.High
? { StorageResolution: metricDefinition.resolution }
: {}),
}));
if (metricDefinitions.length === 0 && this.shouldThrowOnEmptyMetrics) {
throw new RangeError(
'The number of metrics recorded must be higher than zero'
);
}
if (!this.namespace)
console.warn('Namespace should be defined, default used');
// We reduce the stored metrics to a single object with the metric
// name as the key and the value as the value.
const metricValues = Object.values(this.storedMetrics).reduce(
(
result: Record<string, number | number[]>,
{ name, value }: { name: string; value: number | number[] }
) => {
result[name] = value;
return result;
},
{}
);
const dimensionNames = [
...new Set([
...Object.keys(this.defaultDimensions),
...Object.keys(this.dimensions),
]),
];
return {
_aws: {
Timestamp: new Date().getTime(),
CloudWatchMetrics: [
{
Namespace: this.namespace || DEFAULT_NAMESPACE,
Dimensions: [dimensionNames],
Metrics: metricDefinitions,
},
],
},
...this.defaultDimensions,
...this.dimensions,
...metricValues,
...this.metadata,
};
}
/**
* Sets default dimensions that will be added to all metrics.
*
* @param dimensions The default dimensions to be added to all metrics.
*/
public setDefaultDimensions(dimensions: Dimensions | undefined): void {
const targetDimensions = {
...this.defaultDimensions,
...dimensions,
};
if (MAX_DIMENSION_COUNT <= Object.keys(targetDimensions).length) {
throw new Error('Max dimension count hit');
}
this.defaultDimensions = targetDimensions;
}
/**
* Sets the function name to be added to the metric.
*
* @param value The function name to be added to the metric.
*/
public setFunctionName(value: string): void {
this.functionName = value;
}
/**
* CloudWatch EMF uses the same dimensions across all your metrics. Use singleMetric if you have a metric that should have different dimensions.
*
* You don't need to call publishStoredMetrics() after calling addMetric for a singleMetrics, they will be flushed directly.
*
* @example
*
* ```typescript
* const singleMetric = metrics.singleMetric();
* singleMetric.addDimension('InnerDimension', 'true');
* singleMetric.addMetric('single-metric', MetricUnits.Percent, 50);
* ```
*
* @returns the Metrics
*/
public singleMetric(): Metrics {
return new Metrics({
namespace: this.namespace,
serviceName: this.dimensions.service,
defaultDimensions: this.defaultDimensions,
singleMetric: true,
});
}
/**
* Throw an Error if the metrics buffer is empty.
*
* @example
*
* ```typescript
* import { Metrics } from '@aws-lambda-powertools/metrics';
*
* const metrics = new Metrics({ namespace: 'serverlessAirline', serviceName:'orders' });
*
* export const handler = async (_event: unknown, __context: unknown): Promise<void> => {
* metrics.throwOnEmptyMetrics();
* metrics.publishStoredMetrics(); // will throw since no metrics added.
* };
* ```
*/
public throwOnEmptyMetrics(): void {
this.shouldThrowOnEmptyMetrics = true;
}
/**
* Gets the current number of dimensions stored.
*
* @returns the number of dimensions currently stored
*/
private getCurrentDimensionsCount(): number {
return (
Object.keys(this.dimensions).length +
Object.keys(this.defaultDimensions).length
);
}
/**
* Gets the custom config service if it exists.
*
* @returns the custom config service if it exists, undefined otherwise
*/
private getCustomConfigService(): ConfigServiceInterface | undefined {
return this.customConfigService;
}
/**
* Gets the environment variables service.
*
* @returns the environment variables service
*/
private getEnvVarsService(): EnvironmentVariablesService {
return this.envVarsService as EnvironmentVariablesService;
}
/**
* Checks if a metric is new or not.
*
* A metric is considered new if there is no metric with the same name already stored.
*
* When a metric is not new, we also check if the unit is consistent with the stored metric with
* the same name. If the units are inconsistent, we throw an error as this is likely a bug or typo.
* This can happen if a metric is added without using the `MetricUnit` helper in JavaScript codebases.
*
* @param name The name of the metric
* @param unit The unit of the metric
* @returns true if the metric is new, false if another metric with the same name already exists
*/
private isNewMetric(name: string, unit: MetricUnit): boolean {
if (this.storedMetrics[name]) {
if (this.storedMetrics[name].unit !== unit) {
const currentUnit = this.storedMetrics[name].unit;
throw new Error(
`Metric "${name}" has already been added with unit "${currentUnit}", but we received unit "${unit}". Did you mean to use metric unit "${currentUnit}"?`
);
}
return false;
} else {
return true;
}
}
/**
* Sets the custom config service to be used.
*
* @param customConfigService The custom config service to be used
*/
private setCustomConfigService(
customConfigService?: ConfigServiceInterface
): void {
this.customConfigService = customConfigService
? customConfigService
: undefined;
}
/**
* Sets the environment variables service to be used.
*/
private setEnvVarsService(): void {
this.envVarsService = new EnvironmentVariablesService();
}
/**
* Sets the namespace to be used.
*
* @param namespace The namespace to be used
*/
private setNamespace(namespace: string | undefined): void {
this.namespace = (namespace ||
this.getCustomConfigService()?.getNamespace() ||
this.getEnvVarsService().getNamespace()) as string;
}
/**
* Sets the options to be used by the Metrics instance.
*
* This method is used during the initialization of the Metrics instance.
*
* @param options The options to be used
* @returns the Metrics instance
*/
private setOptions(options: MetricsOptions): Metrics {
const {
customConfigService,
namespace,
serviceName,
singleMetric,
defaultDimensions,
} = options;
this.setEnvVarsService();
this.setCustomConfigService(customConfigService);
this.setNamespace(namespace);
this.setService(serviceName);
this.setDefaultDimensions(defaultDimensions);
this.isSingleMetric = singleMetric || false;
return this;
}
/**
* Sets the service to be used.
*
* @param service The service to be used
*/
private setService(service: string | undefined): void {
const targetService =
((service ||
this.getCustomConfigService()?.getServiceName() ||
this.getEnvVarsService().getServiceName()) as string) ||
this.getDefaultServiceName();
if (targetService.length > 0) {
this.setDefaultDimensions({ service: targetService });
}
}
/**
* Stores a metric in the buffer.
*
* If the buffer is full, or the metric reaches the maximum number of values,
* the buffer is published to stdout.
*
* @param name The name of the metric to store
* @param unit The unit of the metric to store
* @param value The value of the metric to store
* @param resolution The resolution of the metric to store
*/
private storeMetric(
name: string,
unit: MetricUnit,
value: number,
resolution: MetricResolution
): void {
if (Object.keys(this.storedMetrics).length >= MAX_METRICS_SIZE) {
this.publishStoredMetrics();
}
if (this.isNewMetric(name, unit)) {
this.storedMetrics[name] = {
unit,
value,
name,
resolution,
};
} else {
const storedMetric = this.storedMetrics[name];
if (!Array.isArray(storedMetric.value)) {
storedMetric.value = [storedMetric.value];
}
storedMetric.value.push(value);
if (storedMetric.value.length === MAX_METRIC_VALUES_SIZE) {
this.publishStoredMetrics();
}
}
}
}
export { Metrics, MetricUnits, MetricResolution };