dimod

dimod is a shared API for samplers. It provides:

Classes for quadratic models—such as the binary quadratic model (BQM) class that contains Ising and QUBO models used by samplers such as the D-Wave quantum computer—and higher-order (non-quadratic) models.
Reference examples of samplers and composed samplers.
Abstract base classes for constructing new samplers and composed samplers.

>>> import dimod
...
>>> # Construct a problem
>>> bqm = dimod.BinaryQuadraticModel({0: -1, 1: 1}, {(0, 1): 2}, 0.0, dimod.BINARY)
...
>>> # Use dimod's brute force solver to solve the problem
>>> sampleset = dimod.ExactSolver().sample(bqm)
>>> print(sampleset)
   0  1 energy num_oc.
1  1  0   -1.0       1
0  0  0    0.0       1
3  0  1    1.0       1
2  1  1    2.0       1
['BINARY', 4 rows, 4 samples, 2 variables]

For explanations of the terminology, see the Ocean glossary.

See the documentation for more examples.

Installation

Installation from PyPI:

pip install dimod

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Release history Release notifications | RSS feed

This release

0.12.22

Jun 8, 2026

0.12.21

Aug 20, 2025

0.12.20

Mar 20, 2025

0.12.19

Mar 18, 2025

0.12.18

Oct 17, 2024

0.12.17

Sep 3, 2024

0.12.16

Jun 25, 2024

0.12.15

Jun 13, 2024

0.12.14

Dec 22, 2023

0.12.13

Oct 24, 2023

0.12.12

Sep 1, 2023

0.12.11

Aug 17, 2023

0.12.10

Jul 6, 2023

0.12.9

Jul 6, 2023

0.12.8

Jun 28, 2023

0.12.8rc2 pre-release

Jun 21, 2023

0.12.8rc1 pre-release

Jun 14, 2023

0.12.8rc0 pre-release

Jun 13, 2023

0.12.7

Jun 7, 2023

0.12.6

May 29, 2023

0.12.5

Apr 17, 2023

0.12.4

Mar 8, 2023

0.12.3

Nov 25, 2022

0.12.2

Nov 15, 2022

0.12.1

Nov 10, 2022

0.12.0

Oct 31, 2022

0.12.0rc1 pre-release

Oct 30, 2022

0.12.0.dev3 pre-release

Oct 25, 2022

0.12.0.dev2 pre-release

Oct 20, 2022

0.12.0.dev1 pre-release

Oct 20, 2022

0.12.0.dev0 pre-release

Oct 3, 2022

0.11.6

Oct 5, 2022

0.11.6rc1 pre-release

Oct 3, 2022

0.11.6.dev2 pre-release

Sep 30, 2022

0.11.6.dev1 pre-release

Sep 30, 2022

0.11.6.dev0 pre-release

Sep 19, 2022

0.11.5

Aug 16, 2022

0.11.4

Jul 12, 2022

0.11.3

Jun 22, 2022

0.11.2

Jun 14, 2022

0.11.1

May 27, 2022

0.11.0

May 7, 2022

0.11.0rc1 pre-release

Mar 15, 2022

0.11.0rc0 pre-release

Mar 2, 2022

0.11.0.dev0 pre-release

Feb 24, 2022

0.10.17

Apr 12, 2022

0.10.16

Mar 15, 2022

0.10.15

Mar 2, 2022

0.10.14

Feb 24, 2022

0.10.13

Feb 11, 2022

0.10.12

Jan 21, 2022

0.10.11

Jan 17, 2022

0.10.10

Dec 3, 2021

0.10.9

Nov 26, 2021

0.10.8

Nov 18, 2021

0.10.7

Oct 2, 2021

0.10.6

Aug 25, 2021

0.10.5

Jul 30, 2021

0.10.4

Jul 23, 2021

0.10.3

Jul 20, 2021

0.10.2

Jul 17, 2021

0.10.1

Jul 17, 2021

0.10.0

Jul 10, 2021

0.10.0rc1 pre-release

Jul 10, 2021

0.10.0.dev9 pre-release

Jul 9, 2021

0.10.0.dev8 pre-release

Jul 9, 2021

0.10.0.dev7 pre-release

Jul 6, 2021

0.10.0.dev6 pre-release

Jun 16, 2021

0.10.0.dev5 pre-release

Jun 11, 2021

0.10.0.dev4 pre-release

May 7, 2021

0.10.0.dev3 pre-release

Apr 1, 2021

0.10.0.dev2 pre-release

Mar 24, 2021

0.10.0.dev1 pre-release

Mar 17, 2021

0.10.0.dev0 pre-release

Mar 4, 2021

0.9.16

Sep 3, 2021

0.9.15

May 21, 2021

0.9.14

Mar 4, 2021

0.9.13

Dec 11, 2020

0.9.12

Nov 24, 2020

0.9.11

Nov 10, 2020

0.9.10

Oct 8, 2020

0.9.9

Oct 6, 2020

0.9.8

Sep 25, 2020

0.9.7

Sep 24, 2020

0.9.6

Sep 21, 2020

0.9.5

Jul 16, 2020

0.9.4

Jul 9, 2020

0.9.3

Jun 9, 2020

0.9.2

May 14, 2020

0.9.1

Mar 18, 2020

0.9.0

Feb 24, 2020

0.8.21

Feb 7, 2020

0.8.20

Feb 4, 2020

0.8.19

Jan 9, 2020

0.8.18

Dec 2, 2019

0.8.17

Oct 2, 2019

0.8.16

Oct 1, 2019

0.8.15

Jul 29, 2019

0.8.14

Jun 13, 2019

0.8.13

Jun 12, 2019

0.8.12

May 7, 2019

0.8.11

Apr 23, 2019

0.8.10

Apr 8, 2019

0.8.9

Mar 28, 2019

0.8.8

Mar 26, 2019

0.8.7

Mar 12, 2019

0.8.6

Feb 26, 2019

0.8.5

Feb 15, 2019

0.8.4

Jan 28, 2019

0.8.3

Jan 22, 2019

0.8.2

Jan 7, 2019

0.8.1

Dec 28, 2018

0.8.0

Dec 27, 2018

0.7.9

Oct 25, 2018

0.7.8

Oct 23, 2018

0.7.7

Oct 11, 2018

0.7.6

Oct 10, 2018

0.7.5

Sep 18, 2018

0.7.4

Aug 22, 2018

0.7.3

Aug 16, 2018

0.7.2

Aug 13, 2018

0.7.1

Aug 10, 2018

0.7.0

Aug 7, 2018

0.6.13

Jul 23, 2018

0.6.12

Jul 6, 2018

0.6.11

Jun 26, 2018

0.6.10

May 31, 2018

0.6.9

May 18, 2018

0.6.8

Apr 11, 2018

0.6.7

Apr 9, 2018

0.6.6

Apr 5, 2018

0.6.5

Apr 5, 2018

0.6.4

Mar 26, 2018

0.6.3

Mar 14, 2018

0.6.2

Mar 14, 2018

0.6.1

Mar 13, 2018

0.6.0

Mar 8, 2018

0.5.0

Dec 28, 2017

0.4.0

Nov 30, 2017

0.3.1

Oct 13, 2017

0.3.0

Oct 11, 2017

0.1.1

Aug 25, 2017

dimod 0.12.22

dimod

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