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Unverified Commit 78e6e67d authored by Oliver's avatar Oliver Committed by GitHub
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Merge pull request #115 from oliver006/oh_couple_of_tweaks

A couple of tweaks
parents 46833dce da0d34e3
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with 3600 additions and 68 deletions
redis_exporter redis_exporter
coverage.out coverage.out
dist/
pkg/ pkg/
src/ src/
vendor/ .DS_Store
.idea
# This file is autogenerated, do not edit; changes may be undone by the next 'dep ensure'.
[[projects]]
branch = "master"
name = "github.com/beorn7/perks"
packages = ["quantile"]
revision = "4c0e84591b9aa9e6dcfdf3e020114cd81f89d5f9"
[[projects]]
name = "github.com/cloudfoundry-community/go-cfenv"
packages = ["."]
revision = "f920e9562d5f951cbf11785728f67258c38a10d0"
version = "v1.17.0"
[[projects]]
name = "github.com/garyburd/redigo"
packages = ["internal","redis"]
revision = "47dc60e71eed504e3ef8e77ee3c6fe720f3be57f"
version = "v1.3.0"
[[projects]]
branch = "master"
name = "github.com/golang/protobuf"
packages = ["proto"]
revision = "1e59b77b52bf8e4b449a57e6f79f21226d571845"
[[projects]]
name = "github.com/matttproud/golang_protobuf_extensions"
packages = ["pbutil"]
revision = "3247c84500bff8d9fb6d579d800f20b3e091582c"
version = "v1.0.0"
[[projects]]
branch = "master"
name = "github.com/mitchellh/mapstructure"
packages = ["."]
revision = "06020f85339e21b2478f756a78e295255ffa4d6a"
[[projects]]
name = "github.com/prometheus/client_golang"
packages = ["prometheus","prometheus/promhttp"]
revision = "c5b7fccd204277076155f10851dad72b76a49317"
version = "v0.8.0"
[[projects]]
branch = "master"
name = "github.com/prometheus/client_model"
packages = ["go"]
revision = "6f3806018612930941127f2a7c6c453ba2c527d2"
[[projects]]
branch = "master"
name = "github.com/prometheus/common"
packages = ["expfmt","internal/bitbucket.org/ww/goautoneg","model"]
revision = "e3fb1a1acd7605367a2b378bc2e2f893c05174b7"
[[projects]]
branch = "master"
name = "github.com/prometheus/procfs"
packages = [".","xfs"]
revision = "a6e9df898b1336106c743392c48ee0b71f5c4efa"
[[projects]]
name = "github.com/prometheus/prometheus"
packages = ["util/strutil"]
revision = "0a74f98628a0463dddc90528220c94de5032d1a0"
version = "v2.0.0"
[[projects]]
name = "github.com/sirupsen/logrus"
packages = ["."]
revision = "f006c2ac4710855cf0f916dd6b77acf6b048dc6e"
version = "v1.0.3"
[[projects]]
branch = "master"
name = "golang.org/x/crypto"
packages = ["ssh/terminal"]
revision = "9f005a07e0d31d45e6656d241bb5c0f2efd4bc94"
[[projects]]
branch = "master"
name = "golang.org/x/sys"
packages = ["unix","windows"]
revision = "665f6529cca930e27b831a0d1dafffbe1c172924"
[solve-meta]
analyzer-name = "dep"
analyzer-version = 1
inputs-digest = "2e013c0d4c7fe5e64f3b7e69e8aaabff0bb64b43d5acb6e2fddc383e2104dec3"
solver-name = "gps-cdcl"
solver-version = 1
# Gopkg.toml example
#
# Refer to https://github.com/golang/dep/blob/master/docs/Gopkg.toml.md
# for detailed Gopkg.toml documentation.
#
# required = ["github.com/user/thing/cmd/thing"]
# ignored = ["github.com/user/project/pkgX", "bitbucket.org/user/project/pkgA/pkgY"]
#
# [[constraint]]
# name = "github.com/user/project"
# version = "1.0.0"
#
# [[constraint]]
# name = "github.com/user/project2"
# branch = "dev"
# source = "github.com/myfork/project2"
#
# [[override]]
# name = "github.com/x/y"
# version = "2.4.0"
[[constraint]]
name = "github.com/cloudfoundry-community/go-cfenv"
version = "1.17.0"
[[constraint]]
name = "github.com/garyburd/redigo"
version = "1.3.0"
[[constraint]]
name = "github.com/prometheus/client_golang"
version = "0.8.0"
[[constraint]]
branch = "master"
name = "github.com/prometheus/client_model"
[[constraint]]
name = "github.com/sirupsen/logrus"
version = "1.0.3"
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@@ -9,7 +9,7 @@ machine:
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@@ -9,7 +9,7 @@ machine:
SRC_LOCATION: "/home/ubuntu/.go_workspace/src/github.com/$CIRCLE_PROJECT_USERNAME/$CIRCLE_PROJECT_REPONAME" SRC_LOCATION: "/home/ubuntu/.go_workspace/src/github.com/$CIRCLE_PROJECT_USERNAME/$CIRCLE_PROJECT_REPONAME"
COVERAGE_PROFILE: "/home/ubuntu/coverage.out" COVERAGE_PROFILE: "/home/ubuntu/coverage.out"
GO_LDFLAGS: '-extldflags "-static" -X main.VERSION=$CIRCLE_TAG -X main.COMMIT_SHA1=$CIRCLE_SHA1 -X main.BUILD_DATE=$(date +%F-%T)' GO_LDFLAGS: '-extldflags "-static" -X main.VERSION=$CIRCLE_TAG -X main.COMMIT_SHA1=$CIRCLE_SHA1 -X main.BUILD_DATE=$(date +%F-%T)'
MY_GO_VERSION: "1.8.3" MY_GO_VERSION: "1.9.2"
   
dependencies: dependencies:
pre: pre:
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@@ -28,10 +28,6 @@ dependencies:
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@@ -28,10 +28,6 @@ dependencies:
cache_directories: cache_directories:
- ~/redis-3.2.10 - ~/redis-3.2.10
override: override:
- sudo add-apt-repository ppa:masterminds/glide -y
- sudo apt-get update
- sudo apt-get install glide -y
- glide --version
- mkdir -p "/home/ubuntu/.go_workspace/src/github.com/$CIRCLE_PROJECT_USERNAME" - mkdir -p "/home/ubuntu/.go_workspace/src/github.com/$CIRCLE_PROJECT_USERNAME"
- ln -s $HOME/$CIRCLE_PROJECT_REPONAME $SRC_LOCATION - ln -s $HOME/$CIRCLE_PROJECT_REPONAME $SRC_LOCATION
   
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@@ -41,12 +37,11 @@ test:
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@@ -41,12 +37,11 @@ test:
- go version - go version
- echo " ! gofmt -d main.go 2>&1 | read " | bash - echo " ! gofmt -d main.go 2>&1 | read " | bash
- echo " ! gofmt -d exporter/*.go 2>&1 | read " | bash - echo " ! gofmt -d exporter/*.go 2>&1 | read " | bash
- go vet ./... - go vet ./exporter/...
- go get github.com/mattn/goveralls - go get github.com/mattn/goveralls
- go get golang.org/x/tools/cmd/cover - go get golang.org/x/tools/cmd/cover
- cd $SRC_LOCATION && glide install
override: override:
- cd $SRC_LOCATION && go test -v -cover -race -coverprofile=$COVERAGE_PROFILE ./exporter/... - cd $SRC_LOCATION && go test -v -covermode=atomic -cover -race -coverprofile=$COVERAGE_PROFILE ./exporter/...
post: post:
- if [ -n "$COVERALLS_TOKEN" ]; then /home/ubuntu/.go_workspace/bin/goveralls -coverprofile=$COVERAGE_PROFILE -service=circle-ci -repotoken=$COVERALLS_TOKEN ; fi - if [ -n "$COVERALLS_TOKEN" ]; then /home/ubuntu/.go_workspace/bin/goveralls -coverprofile=$COVERAGE_PROFILE -service=circle-ci -repotoken=$COVERALLS_TOKEN ; fi
   
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@@ -11,6 +11,7 @@ import (
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@@ -11,6 +11,7 @@ import (
   
"github.com/garyburd/redigo/redis" "github.com/garyburd/redigo/redis"
"github.com/prometheus/client_golang/prometheus" "github.com/prometheus/client_golang/prometheus"
prom_strutil "github.com/prometheus/prometheus/util/strutil"
log "github.com/sirupsen/logrus" log "github.com/sirupsen/logrus"
) )
   
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@@ -280,19 +281,15 @@ func (e *Exporter) Collect(ch chan<- prometheus.Metric) {
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@@ -280,19 +281,15 @@ func (e *Exporter) Collect(ch chan<- prometheus.Metric) {
} }
   
func includeMetric(s string) bool { func includeMetric(s string) bool {
if strings.HasPrefix(s, "db") || strings.HasPrefix(s, "cmdstat_") || strings.HasPrefix(s, "cluster_") { if strings.HasPrefix(s, "db") || strings.HasPrefix(s, "cmdstat_") || strings.HasPrefix(s, "cluster_") {
return true return true
} }
_, ok := metricMap[s] _, ok := metricMap[s]
return ok return ok
} }
   
func sanitizeMetricName(n string) string { func sanitizeMetricName(n string) string {
n = strings.Replace(n, "-", "_", -1) return prom_strutil.SanitizeLabelName(n)
return n
} }
   
func extractVal(s string) (val float64, err error) { func extractVal(s string) (val float64, err error) {
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@@ -373,6 +370,29 @@ func parseConnectedSlaveString(slaveName string, slaveInfo string) (offset float
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@@ -373,6 +370,29 @@ func parseConnectedSlaveString(slaveName string, slaveInfo string) (offset float
return return
} }
   
func extractConfigMetrics(config []string, addr string, alias string, scrapes chan<- scrapeResult) error {
if len(config)%2 != 0 {
return fmt.Errorf("invalid config: %#v", config)
}
for pos := 0; pos < len(config)/2; pos++ {
strKey := config[pos*2]
strVal := config[pos*2+1]
// todo: we can add more configs to this map if there's interest
if !map[string]bool{
"maxmemory": true,
}[strKey] {
continue
}
if val, err := strconv.ParseFloat(strVal, 64); err == nil {
scrapes <- scrapeResult{Name: fmt.Sprintf("config_%s", config[pos*2]), Addr: addr, Alias: alias, Value: val}
}
}
return nil
}
func (e *Exporter) extractInfoMetrics(info, addr string, alias string, scrapes chan<- scrapeResult) error { func (e *Exporter) extractInfoMetrics(info, addr string, alias string, scrapes chan<- scrapeResult) error {
cmdstats := false cmdstats := false
lines := strings.Split(info, "\r\n") lines := strings.Split(info, "\r\n")
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@@ -432,6 +452,8 @@ func (e *Exporter) extractInfoMetrics(info, addr string, alias string, scrapes c
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@@ -432,6 +452,8 @@ func (e *Exporter) extractInfoMetrics(info, addr string, alias string, scrapes c
   
if cmdstats { if cmdstats {
/* /*
Format:
cmdstat_get:calls=21,usec=175,usec_per_call=8.33 cmdstat_get:calls=21,usec=175,usec_per_call=8.33
cmdstat_set:calls=61,usec=3139,usec_per_call=51.46 cmdstat_set:calls=61,usec=3139,usec_per_call=51.46
cmdstat_setex:calls=75,usec=1260,usec_per_call=16.80 cmdstat_setex:calls=75,usec=1260,usec_per_call=16.80
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@@ -557,18 +579,24 @@ func (e *Exporter) scrapeRedisHost(scrapes chan<- scrapeResult, addr string, idx
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@@ -557,18 +579,24 @@ func (e *Exporter) scrapeRedisHost(scrapes chan<- scrapeResult, addr string, idx
defer c.Close() defer c.Close()
log.Debugf("connected to: %s", addr) log.Debugf("connected to: %s", addr)
   
if config, err := redis.Strings(c.Do("CONFIG", "GET", "*")); err == nil {
extractConfigMetrics(config, addr, e.redis.Aliases[idx], scrapes)
} else {
log.Errorf("redis err: %s", err)
}
info, err := redis.String(c.Do("INFO", "ALL")) info, err := redis.String(c.Do("INFO", "ALL"))
if err == nil { if err == nil {
e.extractInfoMetrics(info, addr, e.redis.Aliases[idx], scrapes) e.extractInfoMetrics(info, addr, e.redis.Aliases[idx], scrapes)
} else { } else {
log.Printf("redis err: %s", err) log.Errorf("redis err: %s", err)
return err return err
} }
   
if strings.Index(info, "cluster_enabled:1") != -1 { if strings.Index(info, "cluster_enabled:1") != -1 {
info, err = redis.String(c.Do("CLUSTER", "INFO")) info, err = redis.String(c.Do("CLUSTER", "INFO"))
if err != nil { if err != nil {
log.Printf("redis err: %s", err) log.Errorf("redis err: %s", err)
} else { } else {
e.extractInfoMetrics(info, addr, e.redis.Aliases[idx], scrapes) e.extractInfoMetrics(info, addr, e.redis.Aliases[idx], scrapes)
} }
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@@ -602,9 +630,11 @@ func (e *Exporter) scrapeRedisHost(scrapes chan<- scrapeResult, addr string, idx
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@@ -602,9 +630,11 @@ func (e *Exporter) scrapeRedisHost(scrapes chan<- scrapeResult, addr string, idx
} }
   
for _, key := range obtainedKeys { for _, key := range obtainedKeys {
dbLabel := "db" + k.db
keyLabel := key
if tempVal, err := c.Do("GET", key); err == nil && tempVal != nil { if tempVal, err := c.Do("GET", key); err == nil && tempVal != nil {
if val, err := strconv.ParseFloat(fmt.Sprintf("%s", tempVal), 64); err == nil { if val, err := strconv.ParseFloat(fmt.Sprintf("%s", tempVal), 64); err == nil {
e.keyValues.WithLabelValues(addr, e.redis.Aliases[idx], "db"+k.db, key).Set(val) e.keyValues.WithLabelValues(addr, e.redis.Aliases[idx], dbLabel, keyLabel).Set(val)
} }
} }
   
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@@ -617,7 +647,7 @@ func (e *Exporter) scrapeRedisHost(scrapes chan<- scrapeResult, addr string, idx
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@@ -617,7 +647,7 @@ func (e *Exporter) scrapeRedisHost(scrapes chan<- scrapeResult, addr string, idx
"STRLEN", "STRLEN",
} { } {
if tempVal, err := c.Do(op, key); err == nil && tempVal != nil { if tempVal, err := c.Do(op, key); err == nil && tempVal != nil {
e.keySizes.WithLabelValues(addr, e.redis.Aliases[idx], "db"+k.db, key).Set(float64(tempVal.(int64))) e.keySizes.WithLabelValues(addr, e.redis.Aliases[idx], dbLabel, keyLabel).Set(float64(tempVal.(int64)))
break break
} }
} }
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@@ -322,6 +322,7 @@ func TestExporterMetrics(t *testing.T) {
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@@ -322,6 +322,7 @@ func TestExporterMetrics(t *testing.T) {
"db_avg_ttl_seconds", "db_avg_ttl_seconds",
"used_cpu_sys", "used_cpu_sys",
"loading_dump_file", // testing renames "loading_dump_file", // testing renames
"config_maxmemory", // testing config extraction
} }
   
for _, k := range wantKeys { for _, k := range wantKeys {
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@@ -781,7 +782,7 @@ func TestKeysReset(t *testing.T) {
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@@ -781,7 +782,7 @@ func TestKeysReset(t *testing.T) {
   
func init() { func init() {
for _, n := range []string{"john", "paul", "ringo", "george"} { for _, n := range []string{"john", "paul", "ringo", "george"} {
key := fmt.Sprintf("key:%s-%d", n, ts) key := fmt.Sprintf("key_%s_%d", n, ts)
keys = append(keys, key) keys = append(keys, key)
} }
   
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@@ -789,7 +790,7 @@ func init() {
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@@ -789,7 +790,7 @@ func init() {
keys = append(keys, "wildcard", "wildbeast", "wildwoods") keys = append(keys, "wildcard", "wildbeast", "wildwoods")
   
for _, n := range []string{"A.J.", "Howie", "Nick", "Kevin", "Brian"} { for _, n := range []string{"A.J.", "Howie", "Nick", "Kevin", "Brian"} {
key := fmt.Sprintf("key:exp-%s-%d", n, ts) key := fmt.Sprintf("key_exp_%s_%d", n, ts)
keysExpiring = append(keysExpiring, key) keysExpiring = append(keysExpiring, key)
} }
   
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hash: a7c02256b12a590f5b43639325817155ea183b8196727e182c51cdb8e06145ea
updated: 2017-10-16T19:10:37.60453427-04:00
imports:
- name: github.com/beorn7/perks
version: 4c0e84591b9aa9e6dcfdf3e020114cd81f89d5f9
subpackages:
- quantile
- name: github.com/cloudfoundry-community/go-cfenv
version: f920e9562d5f951cbf11785728f67258c38a10d0
- name: github.com/garyburd/redigo
version: 8873b2f1995f59d4bcdd2b0dc9858e2cb9bf0c13
subpackages:
- internal
- redis
- name: github.com/golang/protobuf
version: 3852dcfda249c2097355a6aabb199a28d97b30df
subpackages:
- proto
- name: github.com/matttproud/golang_protobuf_extensions
version: c12348ce28de40eed0136aa2b644d0ee0650e56c
subpackages:
- pbutil
- name: github.com/mitchellh/mapstructure
version: 53818660ed4955e899c0bcafa97299a388bd7c8e
- name: github.com/prometheus/client_golang
version: c5b7fccd204277076155f10851dad72b76a49317
subpackages:
- prometheus
- name: github.com/prometheus/client_model
version: 6f3806018612930941127f2a7c6c453ba2c527d2
subpackages:
- go
- name: github.com/prometheus/common
version: 9e0844febd9e2856f839c9cb974fbd676d1755a8
subpackages:
- expfmt
- internal/bitbucket.org/ww/goautoneg
- model
- name: github.com/prometheus/procfs
version: 1878d9fbb537119d24b21ca07effd591627cd160
- name: github.com/sirupsen/logrus
version: d26492970760ca5d33129d2d799e34be5c4782eb
- name: golang.org/x/sys
version: d4feaf1a7e61e1d9e79e6c4e76c6349e9cab0a03
subpackages:
- unix
testImports: []
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@@ -49,7 +49,7 @@ func main() {
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@@ -49,7 +49,7 @@ func main() {
default: default:
log.SetFormatter(&log.TextFormatter{}) log.SetFormatter(&log.TextFormatter{})
} }
log.Printf("Redis Metrics Exporter %s build date: %s sha1: %s Go: %s\n", log.Printf("Redis Metrics Exporter %s build date: %s sha1: %s Go: %s",
VERSION, BUILD_DATE, COMMIT_SHA1, VERSION, BUILD_DATE, COMMIT_SHA1,
runtime.Version(), runtime.Version(),
) )
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*.test
*.prof
Copyright (C) 2013 Blake Mizerany
Permission is hereby granted, free of charge, to any person obtaining
a copy of this software and associated documentation files (the
"Software"), to deal in the Software without restriction, including
without limitation the rights to use, copy, modify, merge, publish,
distribute, sublicense, and/or sell copies of the Software, and to
permit persons to whom the Software is furnished to do so, subject to
the following conditions:
The above copyright notice and this permission notice shall be
included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
# Perks for Go (golang.org)
Perks contains the Go package quantile that computes approximate quantiles over
an unbounded data stream within low memory and CPU bounds.
For more information and examples, see:
http://godoc.org/github.com/bmizerany/perks
A very special thank you and shout out to Graham Cormode (Rutgers University),
Flip Korn (AT&T Labs–Research), S. Muthukrishnan (Rutgers University), and
Divesh Srivastava (AT&T Labs–Research) for their research and publication of
[Effective Computation of Biased Quantiles over Data Streams](http://www.cs.rutgers.edu/~muthu/bquant.pdf)
Thank you, also:
* Armon Dadgar (@armon)
* Andrew Gerrand (@nf)
* Brad Fitzpatrick (@bradfitz)
* Keith Rarick (@kr)
FAQ:
Q: Why not move the quantile package into the project root?
A: I want to add more packages to perks later.
Copyright (C) 2013 Blake Mizerany
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
package quantile
import (
"testing"
)
func BenchmarkInsertTargeted(b *testing.B) {
b.ReportAllocs()
s := NewTargeted(Targets)
b.ResetTimer()
for i := float64(0); i < float64(b.N); i++ {
s.Insert(i)
}
}
func BenchmarkInsertTargetedSmallEpsilon(b *testing.B) {
s := NewTargeted(TargetsSmallEpsilon)
b.ResetTimer()
for i := float64(0); i < float64(b.N); i++ {
s.Insert(i)
}
}
func BenchmarkInsertBiased(b *testing.B) {
s := NewLowBiased(0.01)
b.ResetTimer()
for i := float64(0); i < float64(b.N); i++ {
s.Insert(i)
}
}
func BenchmarkInsertBiasedSmallEpsilon(b *testing.B) {
s := NewLowBiased(0.0001)
b.ResetTimer()
for i := float64(0); i < float64(b.N); i++ {
s.Insert(i)
}
}
func BenchmarkQuery(b *testing.B) {
s := NewTargeted(Targets)
for i := float64(0); i < 1e6; i++ {
s.Insert(i)
}
b.ResetTimer()
n := float64(b.N)
for i := float64(0); i < n; i++ {
s.Query(i / n)
}
}
func BenchmarkQuerySmallEpsilon(b *testing.B) {
s := NewTargeted(TargetsSmallEpsilon)
for i := float64(0); i < 1e6; i++ {
s.Insert(i)
}
b.ResetTimer()
n := float64(b.N)
for i := float64(0); i < n; i++ {
s.Query(i / n)
}
}
// +build go1.1
package quantile_test
import (
"bufio"
"fmt"
"log"
"os"
"strconv"
"time"
"github.com/beorn7/perks/quantile"
)
func Example_simple() {
ch := make(chan float64)
go sendFloats(ch)
// Compute the 50th, 90th, and 99th percentile.
q := quantile.NewTargeted(map[float64]float64{
0.50: 0.005,
0.90: 0.001,
0.99: 0.0001,
})
for v := range ch {
q.Insert(v)
}
fmt.Println("perc50:", q.Query(0.50))
fmt.Println("perc90:", q.Query(0.90))
fmt.Println("perc99:", q.Query(0.99))
fmt.Println("count:", q.Count())
// Output:
// perc50: 5
// perc90: 16
// perc99: 223
// count: 2388
}
func Example_mergeMultipleStreams() {
// Scenario:
// We have multiple database shards. On each shard, there is a process
// collecting query response times from the database logs and inserting
// them into a Stream (created via NewTargeted(0.90)), much like the
// Simple example. These processes expose a network interface for us to
// ask them to serialize and send us the results of their
// Stream.Samples so we may Merge and Query them.
//
// NOTES:
// * These sample sets are small, allowing us to get them
// across the network much faster than sending the entire list of data
// points.
//
// * For this to work correctly, we must supply the same quantiles
// a priori the process collecting the samples supplied to NewTargeted,
// even if we do not plan to query them all here.
ch := make(chan quantile.Samples)
getDBQuerySamples(ch)
q := quantile.NewTargeted(map[float64]float64{0.90: 0.001})
for samples := range ch {
q.Merge(samples)
}
fmt.Println("perc90:", q.Query(0.90))
}
func Example_window() {
// Scenario: We want the 90th, 95th, and 99th percentiles for each
// minute.
ch := make(chan float64)
go sendStreamValues(ch)
tick := time.NewTicker(1 * time.Minute)
q := quantile.NewTargeted(map[float64]float64{
0.90: 0.001,
0.95: 0.0005,
0.99: 0.0001,
})
for {
select {
case t := <-tick.C:
flushToDB(t, q.Samples())
q.Reset()
case v := <-ch:
q.Insert(v)
}
}
}
func sendStreamValues(ch chan float64) {
// Use your imagination
}
func flushToDB(t time.Time, samples quantile.Samples) {
// Use your imagination
}
// This is a stub for the above example. In reality this would hit the remote
// servers via http or something like it.
func getDBQuerySamples(ch chan quantile.Samples) {}
func sendFloats(ch chan<- float64) {
f, err := os.Open("exampledata.txt")
if err != nil {
log.Fatal(err)
}
sc := bufio.NewScanner(f)
for sc.Scan() {
b := sc.Bytes()
v, err := strconv.ParseFloat(string(b), 64)
if err != nil {
log.Fatal(err)
}
ch <- v
}
if sc.Err() != nil {
log.Fatal(sc.Err())
}
close(ch)
}
8
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4
3
3
3
29
2
2
4
3
3
5
4
6
3
3
2
4
// Package quantile computes approximate quantiles over an unbounded data
// stream within low memory and CPU bounds.
//
// A small amount of accuracy is traded to achieve the above properties.
//
// Multiple streams can be merged before calling Query to generate a single set
// of results. This is meaningful when the streams represent the same type of
// data. See Merge and Samples.
//
// For more detailed information about the algorithm used, see:
//
// Effective Computation of Biased Quantiles over Data Streams
//
// http://www.cs.rutgers.edu/~muthu/bquant.pdf
package quantile
import (
"math"
"sort"
)
// Sample holds an observed value and meta information for compression. JSON
// tags have been added for convenience.
type Sample struct {
Value float64 `json:",string"`
Width float64 `json:",string"`
Delta float64 `json:",string"`
}
// Samples represents a slice of samples. It implements sort.Interface.
type Samples []Sample
func (a Samples) Len() int { return len(a) }
func (a Samples) Less(i, j int) bool { return a[i].Value < a[j].Value }
func (a Samples) Swap(i, j int) { a[i], a[j] = a[j], a[i] }
type invariant func(s *stream, r float64) float64
// NewLowBiased returns an initialized Stream for low-biased quantiles
// (e.g. 0.01, 0.1, 0.5) where the needed quantiles are not known a priori, but
// error guarantees can still be given even for the lower ranks of the data
// distribution.
//
// The provided epsilon is a relative error, i.e. the true quantile of a value
// returned by a query is guaranteed to be within (1±Epsilon)*Quantile.
//
// See http://www.cs.rutgers.edu/~muthu/bquant.pdf for time, space, and error
// properties.
func NewLowBiased(epsilon float64) *Stream {
ƒ := func(s *stream, r float64) float64 {
return 2 * epsilon * r
}
return newStream(ƒ)
}
// NewHighBiased returns an initialized Stream for high-biased quantiles
// (e.g. 0.01, 0.1, 0.5) where the needed quantiles are not known a priori, but
// error guarantees can still be given even for the higher ranks of the data
// distribution.
//
// The provided epsilon is a relative error, i.e. the true quantile of a value
// returned by a query is guaranteed to be within 1-(1±Epsilon)*(1-Quantile).
//
// See http://www.cs.rutgers.edu/~muthu/bquant.pdf for time, space, and error
// properties.
func NewHighBiased(epsilon float64) *Stream {
ƒ := func(s *stream, r float64) float64 {
return 2 * epsilon * (s.n - r)
}
return newStream(ƒ)
}
// NewTargeted returns an initialized Stream concerned with a particular set of
// quantile values that are supplied a priori. Knowing these a priori reduces
// space and computation time. The targets map maps the desired quantiles to
// their absolute errors, i.e. the true quantile of a value returned by a query
// is guaranteed to be within (Quantile±Epsilon).
//
// See http://www.cs.rutgers.edu/~muthu/bquant.pdf for time, space, and error properties.
func NewTargeted(targets map[float64]float64) *Stream {
ƒ := func(s *stream, r float64) float64 {
var m = math.MaxFloat64
var f float64
for quantile, epsilon := range targets {
if quantile*s.n <= r {
f = (2 * epsilon * r) / quantile
} else {
f = (2 * epsilon * (s.n - r)) / (1 - quantile)
}
if f < m {
m = f
}
}
return m
}
return newStream(ƒ)
}
// Stream computes quantiles for a stream of float64s. It is not thread-safe by
// design. Take care when using across multiple goroutines.
type Stream struct {
*stream
b Samples
sorted bool
}
func newStream(ƒ invariant) *Stream {
x := &stream{ƒ: ƒ}
return &Stream{x, make(Samples, 0, 500), true}
}
// Insert inserts v into the stream.
func (s *Stream) Insert(v float64) {
s.insert(Sample{Value: v, Width: 1})
}
func (s *Stream) insert(sample Sample) {
s.b = append(s.b, sample)
s.sorted = false
if len(s.b) == cap(s.b) {
s.flush()
}
}
// Query returns the computed qth percentiles value. If s was created with
// NewTargeted, and q is not in the set of quantiles provided a priori, Query
// will return an unspecified result.
func (s *Stream) Query(q float64) float64 {
if !s.flushed() {
// Fast path when there hasn't been enough data for a flush;
// this also yields better accuracy for small sets of data.
l := len(s.b)
if l == 0 {
return 0
}
i := int(math.Ceil(float64(l) * q))
if i > 0 {
i -= 1
}
s.maybeSort()
return s.b[i].Value
}
s.flush()
return s.stream.query(q)
}
// Merge merges samples into the underlying streams samples. This is handy when
// merging multiple streams from separate threads, database shards, etc.
//
// ATTENTION: This method is broken and does not yield correct results. The
// underlying algorithm is not capable of merging streams correctly.
func (s *Stream) Merge(samples Samples) {
sort.Sort(samples)
s.stream.merge(samples)
}
// Reset reinitializes and clears the list reusing the samples buffer memory.
func (s *Stream) Reset() {
s.stream.reset()
s.b = s.b[:0]
}
// Samples returns stream samples held by s.
func (s *Stream) Samples() Samples {
if !s.flushed() {
return s.b
}
s.flush()
return s.stream.samples()
}
// Count returns the total number of samples observed in the stream
// since initialization.
func (s *Stream) Count() int {
return len(s.b) + s.stream.count()
}
func (s *Stream) flush() {
s.maybeSort()
s.stream.merge(s.b)
s.b = s.b[:0]
}
func (s *Stream) maybeSort() {
if !s.sorted {
s.sorted = true
sort.Sort(s.b)
}
}
func (s *Stream) flushed() bool {
return len(s.stream.l) > 0
}
type stream struct {
n float64
l []Sample
ƒ invariant
}
func (s *stream) reset() {
s.l = s.l[:0]
s.n = 0
}
func (s *stream) insert(v float64) {
s.merge(Samples{{v, 1, 0}})
}
func (s *stream) merge(samples Samples) {
// TODO(beorn7): This tries to merge not only individual samples, but
// whole summaries. The paper doesn't mention merging summaries at
// all. Unittests show that the merging is inaccurate. Find out how to
// do merges properly.
var r float64
i := 0
for _, sample := range samples {
for ; i < len(s.l); i++ {
c := s.l[i]
if c.Value > sample.Value {
// Insert at position i.
s.l = append(s.l, Sample{})
copy(s.l[i+1:], s.l[i:])
s.l[i] = Sample{
sample.Value,
sample.Width,
math.Max(sample.Delta, math.Floor(s.ƒ(s, r))-1),
// TODO(beorn7): How to calculate delta correctly?
}
i++
goto inserted
}
r += c.Width
}
s.l = append(s.l, Sample{sample.Value, sample.Width, 0})
i++
inserted:
s.n += sample.Width
r += sample.Width
}
s.compress()
}
func (s *stream) count() int {
return int(s.n)
}
func (s *stream) query(q float64) float64 {
t := math.Ceil(q * s.n)
t += math.Ceil(s.ƒ(s, t) / 2)
p := s.l[0]
var r float64
for _, c := range s.l[1:] {
r += p.Width
if r+c.Width+c.Delta > t {
return p.Value
}
p = c
}
return p.Value
}
func (s *stream) compress() {
if len(s.l) < 2 {
return
}
x := s.l[len(s.l)-1]
xi := len(s.l) - 1
r := s.n - 1 - x.Width
for i := len(s.l) - 2; i >= 0; i-- {
c := s.l[i]
if c.Width+x.Width+x.Delta <= s.ƒ(s, r) {
x.Width += c.Width
s.l[xi] = x
// Remove element at i.
copy(s.l[i:], s.l[i+1:])
s.l = s.l[:len(s.l)-1]
xi -= 1
} else {
x = c
xi = i
}
r -= c.Width
}
}
func (s *stream) samples() Samples {
samples := make(Samples, len(s.l))
copy(samples, s.l)
return samples
}
package quantile
import (
"math"
"math/rand"
"sort"
"testing"
)
var (
Targets = map[float64]float64{
0.01: 0.001,
0.10: 0.01,
0.50: 0.05,
0.90: 0.01,
0.99: 0.001,
}
TargetsSmallEpsilon = map[float64]float64{
0.01: 0.0001,
0.10: 0.001,
0.50: 0.005,
0.90: 0.001,
0.99: 0.0001,
}
LowQuantiles = []float64{0.01, 0.1, 0.5}
HighQuantiles = []float64{0.99, 0.9, 0.5}
)
const RelativeEpsilon = 0.01
func verifyPercsWithAbsoluteEpsilon(t *testing.T, a []float64, s *Stream) {
sort.Float64s(a)
for quantile, epsilon := range Targets {
n := float64(len(a))
k := int(quantile * n)
if k < 1 {
k = 1
}
lower := int((quantile - epsilon) * n)
if lower < 1 {
lower = 1
}
upper := int(math.Ceil((quantile + epsilon) * n))
if upper > len(a) {
upper = len(a)
}
w, min, max := a[k-1], a[lower-1], a[upper-1]
if g := s.Query(quantile); g < min || g > max {
t.Errorf("q=%f: want %v [%f,%f], got %v", quantile, w, min, max, g)
}
}
}
func verifyLowPercsWithRelativeEpsilon(t *testing.T, a []float64, s *Stream) {
sort.Float64s(a)
for _, qu := range LowQuantiles {
n := float64(len(a))
k := int(qu * n)
lowerRank := int((1 - RelativeEpsilon) * qu * n)
upperRank := int(math.Ceil((1 + RelativeEpsilon) * qu * n))
w, min, max := a[k-1], a[lowerRank-1], a[upperRank-1]
if g := s.Query(qu); g < min || g > max {
t.Errorf("q=%f: want %v [%f,%f], got %v", qu, w, min, max, g)
}
}
}
func verifyHighPercsWithRelativeEpsilon(t *testing.T, a []float64, s *Stream) {
sort.Float64s(a)
for _, qu := range HighQuantiles {
n := float64(len(a))
k := int(qu * n)
lowerRank := int((1 - (1+RelativeEpsilon)*(1-qu)) * n)
upperRank := int(math.Ceil((1 - (1-RelativeEpsilon)*(1-qu)) * n))
w, min, max := a[k-1], a[lowerRank-1], a[upperRank-1]
if g := s.Query(qu); g < min || g > max {
t.Errorf("q=%f: want %v [%f,%f], got %v", qu, w, min, max, g)
}
}
}
func populateStream(s *Stream) []float64 {
a := make([]float64, 0, 1e5+100)
for i := 0; i < cap(a); i++ {
v := rand.NormFloat64()
// Add 5% asymmetric outliers.
if i%20 == 0 {
v = v*v + 1
}
s.Insert(v)
a = append(a, v)
}
return a
}
func TestTargetedQuery(t *testing.T) {
rand.Seed(42)
s := NewTargeted(Targets)
a := populateStream(s)
verifyPercsWithAbsoluteEpsilon(t, a, s)
}
func TestTargetedQuerySmallSampleSize(t *testing.T) {
rand.Seed(42)
s := NewTargeted(TargetsSmallEpsilon)
a := []float64{1, 2, 3, 4, 5}
for _, v := range a {
s.Insert(v)
}
verifyPercsWithAbsoluteEpsilon(t, a, s)
// If not yet flushed, results should be precise:
if !s.flushed() {
for φ, want := range map[float64]float64{
0.01: 1,
0.10: 1,
0.50: 3,
0.90: 5,
0.99: 5,
} {
if got := s.Query(φ); got != want {
t.Errorf("want %f for φ=%f, got %f", want, φ, got)
}
}
}
}
func TestLowBiasedQuery(t *testing.T) {
rand.Seed(42)
s := NewLowBiased(RelativeEpsilon)
a := populateStream(s)
verifyLowPercsWithRelativeEpsilon(t, a, s)
}
func TestHighBiasedQuery(t *testing.T) {
rand.Seed(42)
s := NewHighBiased(RelativeEpsilon)
a := populateStream(s)
verifyHighPercsWithRelativeEpsilon(t, a, s)
}
// BrokenTestTargetedMerge is broken, see Merge doc comment.
func BrokenTestTargetedMerge(t *testing.T) {
rand.Seed(42)
s1 := NewTargeted(Targets)
s2 := NewTargeted(Targets)
a := populateStream(s1)
a = append(a, populateStream(s2)...)
s1.Merge(s2.Samples())
verifyPercsWithAbsoluteEpsilon(t, a, s1)
}
// BrokenTestLowBiasedMerge is broken, see Merge doc comment.
func BrokenTestLowBiasedMerge(t *testing.T) {
rand.Seed(42)
s1 := NewLowBiased(RelativeEpsilon)
s2 := NewLowBiased(RelativeEpsilon)
a := populateStream(s1)
a = append(a, populateStream(s2)...)
s1.Merge(s2.Samples())
verifyLowPercsWithRelativeEpsilon(t, a, s2)
}
// BrokenTestHighBiasedMerge is broken, see Merge doc comment.
func BrokenTestHighBiasedMerge(t *testing.T) {
rand.Seed(42)
s1 := NewHighBiased(RelativeEpsilon)
s2 := NewHighBiased(RelativeEpsilon)
a := populateStream(s1)
a = append(a, populateStream(s2)...)
s1.Merge(s2.Samples())
verifyHighPercsWithRelativeEpsilon(t, a, s2)
}
func TestUncompressed(t *testing.T) {
q := NewTargeted(Targets)
for i := 100; i > 0; i-- {
q.Insert(float64(i))
}
if g := q.Count(); g != 100 {
t.Errorf("want count 100, got %d", g)
}
// Before compression, Query should have 100% accuracy.
for quantile := range Targets {
w := quantile * 100
if g := q.Query(quantile); g != w {
t.Errorf("want %f, got %f", w, g)
}
}
}
func TestUncompressedSamples(t *testing.T) {
q := NewTargeted(map[float64]float64{0.99: 0.001})
for i := 1; i <= 100; i++ {
q.Insert(float64(i))
}
if g := q.Samples().Len(); g != 100 {
t.Errorf("want count 100, got %d", g)
}
}
func TestUncompressedOne(t *testing.T) {
q := NewTargeted(map[float64]float64{0.99: 0.01})
q.Insert(3.14)
if g := q.Query(0.90); g != 3.14 {
t.Error("want PI, got", g)
}
}
func TestDefaults(t *testing.T) {
if g := NewTargeted(map[float64]float64{0.99: 0.001}).Query(0.99); g != 0 {
t.Errorf("want 0, got %f", g)
}
}
# Compiled Object files, Static and Dynamic libs (Shared Objects)
*.o
*.a
*.so
# Folders
_obj
_test
# Architecture specific extensions/prefixes
*.[568vq]
[568vq].out
*.cgo1.go
*.cgo2.c
_cgo_defun.c
_cgo_gotypes.go
_cgo_export.*
_testmain.go
*.exe
vendor
Godeps
language: go
sudo: false
go:
- 1.6.2
before_install:
- go get -u golang.org/x/tools/cmd/cover
- go get -u github.com/alecthomas/gometalinter
- go get -u github.com/mitchellh/mapstructure
- go get -u github.com/onsi/ginkgo
- go get -u github.com/onsi/gomega
- export PATH=$HOME/gopath/bin:$PATH
- gometalinter --install
script:
- gometalinter --disable-all --enable=vet --enable=vetshadow --enable=golint --enable=ineffassign --exclude=comment --tests .
- go test -race .
- go test -cover .
Apache License
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http://www.apache.org/licenses/
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# Go CF Environment Package [![Build Status - Master](https://travis-ci.org/cloudfoundry-community/go-cfenv.svg?branch=master)](https://travis-ci.org/cloudfoundry-community/go-cfenv)
### Overview
[![GoDoc](https://godoc.org/github.com/cloudfoundry-community/go-cfenv?status.png)](https://godoc.org/github.com/cloudfoundry-community/go-cfenv)
`cfenv` is a package to assist you in writing Go apps that run on [Cloud Foundry](http://cloudfoundry.org). It provides convenience functions and structures that map to Cloud Foundry environment variable primitives (http://docs.cloudfoundry.org/devguide/deploy-apps/environment-variable.html).
### Usage
`go get github.com/cloudfoundry-community/go-cfenv`
```go
package main
import (
"github.com/cloudfoundry-community/go-cfenv"
)
func main() {
appEnv, _ := cfenv.Current()
fmt.Println("ID:", appEnv.ID)
fmt.Println("Index:", appEnv.Index)
fmt.Println("Name:", appEnv.Name)
fmt.Println("Host:", appEnv.Host)
fmt.Println("Port:", appEnv.Port)
fmt.Println("Version:", appEnv.Version)
fmt.Println("Home:", appEnv.Home)
fmt.Println("MemoryLimit:", appEnv.MemoryLimit)
fmt.Println("WorkingDir:", appEnv.WorkingDir)
fmt.Println("TempDir:", appEnv.TempDir)
fmt.Println("User:", appEnv.User)
fmt.Println("Services:", appEnv.Services)
}
```
### Contributing
Pull requests welcomed.
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