cma

CMA-ES, Covariance Matrix Adaptation Evolution Strategy for non-linear numerical optimization in Python

Version4.4.4
Downloads
24.30M
License
AuthorNikolaus Hansen, Youhei Akimoto, Petr Baudis
UpdatedFeb 25, 2026

Downloads

Weekly, last 90d.
Includes CI traffic.

VersionsTotal4.*3.*
Range
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Granularity
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CI traffic
Stack: OffCI: Included3 / 31 series
Selected total8.10M
24.3MAll-time
1.8MLast 30 days
77.8kLast 24 h
0.92/sPer second

Version distribution

Share of downloads by released version. Computed over the last quarter.

  • 01

    4.4.4

    3.3M downloads
    81.6%
  • 02

    3.2.2

    217.6k downloads
    5.3%
  • 03

    4.4.2

    146.3k downloads
    3.6%
  • 04

    4.3.0

    106.4k downloads
    2.6%
  • 05

    4.4.0

    91.1k downloads
    2.2%
  • 06

    3.4.0

    59.5k downloads
    1.5%
  • 07

    4.4.1

    35.2k downloads
    0.9%
  • 08

    2.7.0

    31.2k downloads
    0.8%
  • 09

    Other

    59.4k downloads
    1.5%

Guess the next day

Thirteen recent days of cma downloads. Drag the green handle on the right to guess where day fourteen lands.

TRUTH77.8k61.5kTHUFRISATSUNMONTUEWEDTHUFRISATSUNMONWED
    cma · 24.3M downloads on PyPI