Skip to main content

Python implementation of fast approximation reservioir sampling.

Project description

# os-fast-reservoir
[![Build Status](https://www.travis-ci.org/cfhamlet/os-fast-reservoir.svg?branch=master)](https://www.travis-ci.org/cfhamlet/os-fast-reservoir)
[![codecov](https://codecov.io/gh/cfhamlet/os-fast-reservoir/branch/master/graph/badge.svg)](https://codecov.io/gh/cfhamlet/os-fast-reservoir)
[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/os-fast-reservoir.svg)](https://pypi.python.org/pypi/os-fast-reservoir)
[![PyPI](https://img.shields.io/pypi/v/os-fast-reservoir.svg)](https://pypi.python.org/pypi/os-fast-reservoir)

Python implementation of fast approximation reservioir sampling.

# Install
`$ pip install os-fast-reservoir`

# Usage
* API
```
from os_fast_reservoir import ReservoirSampling

rs = ReservoirSampling(100)

for i in range(1000):
rs.sample(i)

for i in rs:
print i
```
* Command line
```
$ os-fast-reservoir -h
usage: os-fast-reservoir [-h] [-f INPUT_FILE] -n NUM

Reservoir sample tool.

optional arguments:
-h, --help show this help message and exit
-f INPUT_FILE, --file INPUT_FILE
file to be sampled (default: stdin)
-n NUM, --num NUM sample number
```

# Algorithm
* [Reservoir sampling](https://en.wikipedia.org/wiki/Reservoir_sampling)
* [Faster Random Samples With Gap Sampling](http://erikerlandson.github.io/blog/2014/09/11/faster-random-samples-with-gap-sampling/)
* [Very Fast Reservoir Sampling](http://erikerlandson.github.io/blog/2015/11/20/very-fast-reservoir-sampling/)
* Implementation: [alexprengere/reservoir](https://github.com/alexprengere/reservoir)

# Unit Tests
`$ tox`

# License
MIT licensed.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

os-fast-reservoir-0.2.2.tar.gz (4.6 kB view hashes)

Uploaded Source

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page