fastrand

Fast random number generation in an interval in Python: Up to 10x faster than random.randint.

Blog post: Ranged random-number generation is slow in Python

Usage...

import fastrand

print("generate an integer in [0,1001)")
fastrand.pcg32bounded(1001) 
print("generate an integer in [100,1000]")
fastrand.pcg32randint(100,1000) # requires Python 3.7 or better
print("Generate a random 32-bit integer.")
fastrand.pcg32()
print("Generate a number in [0,1).")
fastrand.pcg32_uniform()

if fastrand.SIXTYFOUR: # support for xorshift128+ is limited to some 64-bit platforms (linux, macos, etc.)
    print("generate an integer in [0,1001)")
    fastrand.xorshift128plusbounded(1001) 
    print("generate an integer in [100,1000]")
    fastrand.xorshift128plusrandint(100,1000) # requires Python 3.7 or better
    print("Generate a random 64-bit integer.")
    fastrand.xorshift128plus()
    print("Generate a number in [0,1).")
    fastrand.xorshift128plus_uniform()

We also include functions for fast float generation.

It is nearly an order of magnitude faster than the alternatives:


python3 -m timeit -s 'import fastrand' 'fastrand.pcg32bounded(1001)'
10000000 loops, best of 5: 23.6 nsec per loop

python3 -m timeit -s 'import fastrand' 'fastrand.pcg32randint(100,1000)'
10000000 loops, best of 5: 24.6 nsec per loop

python3 -m timeit -s 'import random' 'random.randint(0,1000)'
1000000 loops, best of 5: 216 nsec per loop

# if you have numpy:
python3 -m timeit -s 'import numpy' 'numpy.random.randint(0, 1000)'
500000 loops, best of 5: 955 nsec per loop

The pcg32 generator is a 32-bit generator so it generates values in the interval from 0 to 2**32-1. The xorshift128+ generator is a 64-bit generator so that it can generate values in a 64-bit range (up to 2**64-1).

Installation

If you have Linux, macOS or Windows, you should be able to do just pip install...

pip install fastrand

You may need root access (sudo on macOS and Linux).

It is sometimes useful to install a specific version, you can do so as follows:

pip install fastrand==1.2.4

Using uv (recommended)

uv is a fast Python package installer and resolver.

To add fastrand as a dependency to your project:

uv add fastrand

Or to install it directly into your current environment:

uv pip install fastrand

Building from source

With uv:

uv build
uv pip install dist/*.whl

Or with standard tools:

pip install build
python -m build
pip install dist/*.whl

Changing the seed and multiple streams

  • You can change the seed with a function like pcg32_seed. The seed determines the random values you get. Be mindful that naive seeds (e.g., int(time.time())) can deliver poor initial randomness. A few calls to pcg32() may help to boost the improve the randomness. Or else you may try a better seed.
  • If you need to produce multiple streams of random numbers, merely changing the seed is not enough. You are better off using different increments by calling the pcg32inc. The increments should all be distinct. Note that the least significant bit of the increment is always set to 1 no matter which value you pass: so make sure your increments are distinct 31-bit values (ignoring the least significant bit).
  • You may also initialize xorshift128+ with xorshift128plus_seed1 and xorshift128plus_seed2.

Reference

Project links

Key dates

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  • Released:
Latest release

1 maintainer

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Avatar for lemire from gravatar.com lemire

Credits

Author: Daniel Lemire

License expression

Apache-2.0
View SPDX License List

Requires

Python >=3.9

Tags

random random-number-generator pcg xorshift performance

Classifiers

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Metadata

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for lemire from gravatar.com lemire

Credits

Author: Daniel Lemire

License expression

Apache-2.0
View SPDX License List

Requires

Python >=3.9

Tags

random random-number-generator pcg xorshift performance

Classifiers

Report project as malware

Release files for fastrand 3.1.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for fastrand 3.1.0
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fastrand-3.1.0.tar.gz 9.8 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for fastrand 3.1.0
File
fastrand-3.1.0-cp314-cp314t-win_amd64.whl 13.7 kB CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
fastrand-3.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl 21.3 kB CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
fastrand-3.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl 21.5 kB CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
fastrand-3.1.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 22.2 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
fastrand-3.1.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 21.6 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64 Details
fastrand-3.1.0-cp314-cp314t-macosx_11_0_arm64.whl 11.3 kB CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details
fastrand-3.1.0-cp314-cp314t-macosx_10_15_x86_64.whl 11.0 kB CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64 Details
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fastrand-3.1.0-cp314-cp314-win_amd64.whl 13.7 kB CPython 3.14 CPython 3.14 Windows x86-64 Details
fastrand-3.1.0-cp314-cp314-musllinux_1_2_x86_64.whl 21.2 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
fastrand-3.1.0-cp314-cp314-musllinux_1_2_aarch64.whl 21.4 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
fastrand-3.1.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 22.2 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
fastrand-3.1.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 21.5 kB CPython 3.14 CPython 3.14 Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64 Details
fastrand-3.1.0-cp314-cp314-macosx_11_0_arm64.whl 11.2 kB CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
fastrand-3.1.0-cp314-cp314-macosx_10_15_x86_64.whl 11.0 kB CPython 3.14 CPython 3.14 macOS 10.15+ x86-64 Details
fastrand-3.1.0-cp314-cp314-macosx_10_15_universal2.whl 14.0 kB CPython 3.14 CPython 3.14 macOS 10.15+ universal2 (ARM64, x86-64) Details
fastrand-3.1.0-cp313-cp313-win_amd64.whl 13.6 kB CPython 3.13 CPython 3.13 Windows x86-64 Details
fastrand-3.1.0-cp313-cp313-musllinux_1_2_x86_64.whl 21.2 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
fastrand-3.1.0-cp313-cp313-musllinux_1_2_aarch64.whl 21.3 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
fastrand-3.1.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 22.1 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
fastrand-3.1.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 21.5 kB CPython 3.13 CPython 3.13 Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64 Details
fastrand-3.1.0-cp313-cp313-macosx_11_0_arm64.whl 11.2 kB CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
fastrand-3.1.0-cp313-cp313-macosx_10_13_x86_64.whl 11.0 kB CPython 3.13 CPython 3.13 macOS 10.13+ x86-64 Details
fastrand-3.1.0-cp313-cp313-macosx_10_13_universal2.whl 14.0 kB CPython 3.13 CPython 3.13 macOS 10.13+ universal2 (ARM64, x86-64) Details
fastrand-3.1.0-cp312-cp312-win_amd64.whl 13.6 kB CPython 3.12 CPython 3.12 Windows x86-64 Details
fastrand-3.1.0-cp312-cp312-musllinux_1_2_x86_64.whl 21.1 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
fastrand-3.1.0-cp312-cp312-musllinux_1_2_aarch64.whl 21.3 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
fastrand-3.1.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 22.1 kB CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
fastrand-3.1.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 21.4 kB CPython 3.12 CPython 3.12 Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64 Details
fastrand-3.1.0-cp312-cp312-macosx_11_0_arm64.whl 11.2 kB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
fastrand-3.1.0-cp312-cp312-macosx_10_13_x86_64.whl 11.0 kB CPython 3.12 CPython 3.12 macOS 10.13+ x86-64 Details
fastrand-3.1.0-cp312-cp312-macosx_10_13_universal2.whl 14.0 kB CPython 3.12 CPython 3.12 macOS 10.13+ universal2 (ARM64, x86-64) Details
fastrand-3.1.0-cp311-cp311-win_amd64.whl 13.6 kB CPython 3.11 CPython 3.11 Windows x86-64 Details
fastrand-3.1.0-cp311-cp311-musllinux_1_2_x86_64.whl 21.8 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
fastrand-3.1.0-cp311-cp311-musllinux_1_2_aarch64.whl 21.8 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
fastrand-3.1.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 22.6 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
fastrand-3.1.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 22.0 kB CPython 3.11 CPython 3.11 Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64 Details
fastrand-3.1.0-cp311-cp311-macosx_11_0_arm64.whl 11.3 kB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
fastrand-3.1.0-cp311-cp311-macosx_10_9_x86_64.whl 11.0 kB CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details
fastrand-3.1.0-cp311-cp311-macosx_10_9_universal2.whl 14.1 kB CPython 3.11 CPython 3.11 macOS 10.9+ universal2 (ARM64, x86-64) Details
fastrand-3.1.0-cp310-cp310-win_amd64.whl 13.6 kB CPython 3.10 CPython 3.10 Windows x86-64 Details
fastrand-3.1.0-cp310-cp310-musllinux_1_2_x86_64.whl 21.7 kB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
fastrand-3.1.0-cp310-cp310-musllinux_1_2_aarch64.whl 21.8 kB CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
fastrand-3.1.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 22.5 kB CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
fastrand-3.1.0-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 22.0 kB CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.5+ x86-64 Details
fastrand-3.1.0-cp310-cp310-macosx_11_0_arm64.whl 11.3 kB CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
fastrand-3.1.0-cp310-cp310-macosx_10_9_x86_64.whl 11.0 kB CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details
fastrand-3.1.0-cp310-cp310-macosx_10_9_universal2.whl 14.1 kB CPython 3.10 CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64) Details
fastrand-3.1.0-cp39-cp39-win_amd64.whl 13.6 kB CPython 3.9 CPython 3.9 Windows x86-64 Details
fastrand-3.1.0-cp39-cp39-musllinux_1_2_x86_64.whl 21.3 kB CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details
fastrand-3.1.0-cp39-cp39-musllinux_1_2_aarch64.whl 21.4 kB CPython 3.9 CPython 3.9 Linux musl 1.2+ ARM64 Details
fastrand-3.1.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 22.2 kB CPython 3.9 CPython 3.9 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
fastrand-3.1.0-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 21.6 kB CPython 3.9 CPython 3.9 Linux glibc 2.28+ x86-64, Linux glibc 2.5+ x86-64 Details
fastrand-3.1.0-cp39-cp39-macosx_11_0_arm64.whl 11.3 kB CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
fastrand-3.1.0-cp39-cp39-macosx_10_9_x86_64.whl 11.0 kB CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details
fastrand-3.1.0-cp39-cp39-macosx_10_9_universal2.whl 14.1 kB CPython 3.9 CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64) Details

Total release size: 967.0 kB

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