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] [-v] [-f INPUT_FILE] -n NUM

Reservoir sample tool.

optional arguments:
-h, --help show this help message and exit
-v, --version show program's version number 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/)
* Another 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-0.2.4.tar.gz (4.8 kB view details)

Uploaded Source

File details

Details for the file os-fast-reservoir-0.2.4.tar.gz.

File metadata

File hashes

Hashes for os-fast-reservoir-0.2.4.tar.gz
Algorithm Hash digest
SHA256 2b668460ff921846dd3cd1911fb646d02b30150d60c6e75f2a089e209c2ffc91
MD5 c308614972bc976b098a6052a95e788f
BLAKE2b-256 2bf89562321847c87e11d68220d01625987f91e211cabcd81f2eec17e247da25

See more details on using hashes here.

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