hksample

package module
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Published: Jan 13, 2017 License: BSD-3-Clause Imports: 2 Imported by: 0

README

HKSample

An algorithm to sample a complete session by hashing its key, and then we see if the keys fits in one the buckets within the sampling percentage.

Installation

 go get github.com/lafikl/hksample

Example

package main

import (
    "log"
    "github.com/lafikl/hksample"
)
func main() {
    hk := NewHKSample(.20)
    key := []byte(`5efe2993-6b3d-48e2-ac94-1afd543d9190`)
    if hk.Sample(key) {
        log.Printf("Sampled: %s", key)
    }
}

Key Features:

  • Guarantees that if an event is chosen it'll always pick it in the following messages, unless the sampling percentage was reduced.
  • No extra metadata to add in every message you send, nor receive.
  • No need for communications between systems to sample/pick the same events/sessions.
  • Tested in real world scenarios, against millions of events.

Why i made this library?

I needed it to build a tracing system that samples a complete session/flow, to gain visibility on a data pipeline that receives events/messages with a single key/id identifying a complete session.

Documentation

GoDoc

License

BSD 3-Clause License

Copyright (c) 2017, Khalid Lafi
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

Documentation

Overview

Package HKSample does sampling by hashing the key given to it, then it sees if the key is within the sampling buckets.

This way we guarantee that if a different system uses HKSample, it'll always pick the same events the previous systems picked.

## Key Features:

- No extra metadata to carry in every message you send. - No need for communications between systems to sample/pick the same events/sessions. - Tested in real world scenarios, against millions of events.

## Why i made this library?

I needed it to build a tracing system that samples a complete session/flow, to gain visiblity on a data pipeline that receives events/messages with a single key/id identifying a complete session.

## Installation

go get github.com/lafikl/hksample

## Example

hk := NewHKSample(.20)
key := []byte(`5efe2993-6b3d-48e2-ac94-1afd543d9190`)
if hk.Sample(key) {
    log.Printf("Sampled: %s", key)
}

## Documentation [GoDoc](https://godoc.org/github.com/lafikl/hksample)

Index

Constants

This section is empty.

Variables

This section is empty.

Functions

This section is empty.

Types

type HKSample

type HKSample struct {
	// contains filtered or unexported fields
}

func NewHKSample

func NewHKSample(percent float64) *HKSample

NewHKSample returns a new instance HKSample percent should be given as a fraction, for example:

NewHKSample(.20) // 20%

func (*HKSample) Sample

func (hk *HKSample) Sample(key []byte) bool

Sample returns true if the supplied key falls into the buckets within the given threshold/percentage

func (*HKSample) SampleString

func (hk *HKSample) SampleString(key string) bool

SampleString is the same as Sample but it takes a string

func (*HKSample) Sampled

func (hk *HKSample) Sampled() uint64

Sampled returns the number of sampled events

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