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1# OpenCensus Libraries for Go
2
3[![Build Status][travis-image]][travis-url]
4[![Windows Build Status][appveyor-image]][appveyor-url]
5[![GoDoc][godoc-image]][godoc-url]
6[![Gitter chat][gitter-image]][gitter-url]
7
8OpenCensus Go is a Go implementation of OpenCensus, a toolkit for
9collecting application performance and behavior monitoring data.
10Currently it consists of three major components: tags, stats and tracing.
11
12## Installation
13
14```
15$ go get -u go.opencensus.io
16```
17
18The API of this project is still evolving, see: [Deprecation Policy](#deprecation-policy).
19The use of vendoring or a dependency management tool is recommended.
20
21## Prerequisites
22
23OpenCensus Go libraries require Go 1.8 or later.
24
25## Getting Started
26
27The easiest way to get started using OpenCensus in your application is to use an existing
28integration with your RPC framework:
29
30* [net/http](https://godoc.org/go.opencensus.io/plugin/ochttp)
31* [gRPC](https://godoc.org/go.opencensus.io/plugin/ocgrpc)
32* [database/sql](https://godoc.org/github.com/basvanbeek/ocsql)
33* [Go kit](https://godoc.org/github.com/go-kit/kit/tracing/opencensus)
34* [Groupcache](https://godoc.org/github.com/orijtech/groupcache)
35* [Caddy webserver](https://godoc.org/github.com/orijtech/caddy)
36* [MongoDB](https://godoc.org/github.com/orijtech/mongo-go-driver)
37* [Redis gomodule/redigo](https://godoc.org/github.com/orijtech/redigo)
38* [Redis goredis/redis](https://godoc.org/github.com/orijtech/redis)
39* [Memcache](https://godoc.org/github.com/orijtech/gomemcache)
40
41If you're using a framework not listed here, you could either implement your own middleware for your
42framework or use [custom stats](#stats) and [spans](#spans) directly in your application.
43
44## Exporters
45
46OpenCensus can export instrumentation data to various backends.
47OpenCensus has exporter implementations for the following, users
48can implement their own exporters by implementing the exporter interfaces
49([stats](https://godoc.org/go.opencensus.io/stats/view#Exporter),
50[trace](https://godoc.org/go.opencensus.io/trace#Exporter)):
51
52* [Prometheus][exporter-prom] for stats
53* [OpenZipkin][exporter-zipkin] for traces
54* [Stackdriver][exporter-stackdriver] Monitoring for stats and Trace for traces
55* [Jaeger][exporter-jaeger] for traces
56* [AWS X-Ray][exporter-xray] for traces
57* [Datadog][exporter-datadog] for stats and traces
58* [Graphite][exporter-graphite] for stats
59* [Honeycomb][exporter-honeycomb] for traces
60
61## Overview
62
63![OpenCensus Overview](https://i.imgur.com/cf4ElHE.jpg)
64
65In a microservices environment, a user request may go through
66multiple services until there is a response. OpenCensus allows
67you to instrument your services and collect diagnostics data all
68through your services end-to-end.
69
70## Tags
71
72Tags represent propagated key-value pairs. They are propagated using `context.Context`
73in the same process or can be encoded to be transmitted on the wire. Usually, this will
74be handled by an integration plugin, e.g. `ocgrpc.ServerHandler` and `ocgrpc.ClientHandler`
75for gRPC.
76
77Package `tag` allows adding or modifying tags in the current context.
78
79[embedmd]:# (internal/readme/tags.go new)
80```go
81ctx, err = tag.New(ctx,
82 tag.Insert(osKey, "macOS-10.12.5"),
83 tag.Upsert(userIDKey, "cde36753ed"),
84)
85if err != nil {
86 log.Fatal(err)
87}
88```
89
90## Stats
91
92OpenCensus is a low-overhead framework even if instrumentation is always enabled.
93In order to be so, it is optimized to make recording of data points fast
94and separate from the data aggregation.
95
96OpenCensus stats collection happens in two stages:
97
98* Definition of measures and recording of data points
99* Definition of views and aggregation of the recorded data
100
101### Recording
102
103Measurements are data points associated with a measure.
104Recording implicitly tags the set of Measurements with the tags from the
105provided context:
106
107[embedmd]:# (internal/readme/stats.go record)
108```go
109stats.Record(ctx, videoSize.M(102478))
110```
111
112### Views
113
114Views are how Measures are aggregated. You can think of them as queries over the
115set of recorded data points (measurements).
116
117Views have two parts: the tags to group by and the aggregation type used.
118
119Currently three types of aggregations are supported:
120* CountAggregation is used to count the number of times a sample was recorded.
121* DistributionAggregation is used to provide a histogram of the values of the samples.
122* SumAggregation is used to sum up all sample values.
123
124[embedmd]:# (internal/readme/stats.go aggs)
125```go
126distAgg := view.Distribution(0, 1<<32, 2<<32, 3<<32)
127countAgg := view.Count()
128sumAgg := view.Sum()
129```
130
131Here we create a view with the DistributionAggregation over our measure.
132
133[embedmd]:# (internal/readme/stats.go view)
134```go
135if err := view.Register(&view.View{
136 Name: "example.com/video_size_distribution",
137 Description: "distribution of processed video size over time",
138 Measure: videoSize,
139 Aggregation: view.Distribution(0, 1<<32, 2<<32, 3<<32),
140}); err != nil {
141 log.Fatalf("Failed to register view: %v", err)
142}
143```
144
145Register begins collecting data for the view. Registered views' data will be
146exported via the registered exporters.
147
148## Traces
149
150A distributed trace tracks the progression of a single user request as
151it is handled by the services and processes that make up an application.
152Each step is called a span in the trace. Spans include metadata about the step,
153including especially the time spent in the step, called the span’s latency.
154
155Below you see a trace and several spans underneath it.
156
157![Traces and spans](https://i.imgur.com/7hZwRVj.png)
158
159### Spans
160
161Span is the unit step in a trace. Each span has a name, latency, status and
162additional metadata.
163
164Below we are starting a span for a cache read and ending it
165when we are done:
166
167[embedmd]:# (internal/readme/trace.go startend)
168```go
169ctx, span := trace.StartSpan(ctx, "cache.Get")
170defer span.End()
171
172// Do work to get from cache.
173```
174
175### Propagation
176
177Spans can have parents or can be root spans if they don't have any parents.
178The current span is propagated in-process and across the network to allow associating
179new child spans with the parent.
180
181In the same process, `context.Context` is used to propagate spans.
182`trace.StartSpan` creates a new span as a root if the current context
183doesn't contain a span. Or, it creates a child of the span that is
184already in current context. The returned context can be used to keep
185propagating the newly created span in the current context.
186
187[embedmd]:# (internal/readme/trace.go startend)
188```go
189ctx, span := trace.StartSpan(ctx, "cache.Get")
190defer span.End()
191
192// Do work to get from cache.
193```
194
195Across the network, OpenCensus provides different propagation
196methods for different protocols.
197
198* gRPC integrations use the OpenCensus' [binary propagation format](https://godoc.org/go.opencensus.io/trace/propagation).
199* HTTP integrations use Zipkin's [B3](https://github.com/openzipkin/b3-propagation)
200 by default but can be configured to use a custom propagation method by setting another
201 [propagation.HTTPFormat](https://godoc.org/go.opencensus.io/trace/propagation#HTTPFormat).
202
203## Execution Tracer
204
205With Go 1.11, OpenCensus Go will support integration with the Go execution tracer.
206See [Debugging Latency in Go](https://medium.com/observability/debugging-latency-in-go-1-11-9f97a7910d68)
207for an example of their mutual use.
208
209## Profiles
210
211OpenCensus tags can be applied as profiler labels
212for users who are on Go 1.9 and above.
213
214[embedmd]:# (internal/readme/tags.go profiler)
215```go
216ctx, err = tag.New(ctx,
217 tag.Insert(osKey, "macOS-10.12.5"),
218 tag.Insert(userIDKey, "fff0989878"),
219)
220if err != nil {
221 log.Fatal(err)
222}
223tag.Do(ctx, func(ctx context.Context) {
224 // Do work.
225 // When profiling is on, samples will be
226 // recorded with the key/values from the tag map.
227})
228```
229
230A screenshot of the CPU profile from the program above:
231
232![CPU profile](https://i.imgur.com/jBKjlkw.png)
233
234## Deprecation Policy
235
236Before version 1.0.0, the following deprecation policy will be observed:
237
238No backwards-incompatible changes will be made except for the removal of symbols that have
239been marked as *Deprecated* for at least one minor release (e.g. 0.9.0 to 0.10.0). A release
240removing the *Deprecated* functionality will be made no sooner than 28 days after the first
241release in which the functionality was marked *Deprecated*.
242
243[travis-image]: https://travis-ci.org/census-instrumentation/opencensus-go.svg?branch=master
244[travis-url]: https://travis-ci.org/census-instrumentation/opencensus-go
245[appveyor-image]: https://ci.appveyor.com/api/projects/status/vgtt29ps1783ig38?svg=true
246[appveyor-url]: https://ci.appveyor.com/project/opencensusgoteam/opencensus-go/branch/master
247[godoc-image]: https://godoc.org/go.opencensus.io?status.svg
248[godoc-url]: https://godoc.org/go.opencensus.io
249[gitter-image]: https://badges.gitter.im/census-instrumentation/lobby.svg
250[gitter-url]: https://gitter.im/census-instrumentation/lobby?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge
251
252
253[new-ex]: https://godoc.org/go.opencensus.io/tag#example-NewMap
254[new-replace-ex]: https://godoc.org/go.opencensus.io/tag#example-NewMap--Replace
255
256[exporter-prom]: https://godoc.org/go.opencensus.io/exporter/prometheus
257[exporter-stackdriver]: https://godoc.org/contrib.go.opencensus.io/exporter/stackdriver
258[exporter-zipkin]: https://godoc.org/go.opencensus.io/exporter/zipkin
259[exporter-jaeger]: https://godoc.org/go.opencensus.io/exporter/jaeger
260[exporter-xray]: https://github.com/census-ecosystem/opencensus-go-exporter-aws
261[exporter-datadog]: https://github.com/DataDog/opencensus-go-exporter-datadog
262[exporter-graphite]: https://github.com/census-ecosystem/opencensus-go-exporter-graphite
263[exporter-honeycomb]: https://github.com/honeycombio/opencensus-exporter