kfp · PyPI

Kubeflow Pipelines SDK

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Project description

Kubeflow Pipelines is a platform for building and deploying portable, scalable machine learning workflows based on Docker containers within the Kubeflow project.

Use Kubeflow Pipelines to compose a multi-step workflow (pipeline) as a graph of containerized tasks using Python code and/or YAML. Then, run your pipeline with specified pipeline arguments, rerun your pipeline with new arguments or data, schedule your pipeline to run on a recurring basis, organize your runs into experiments, save machine learning artifacts to compliant artifact registries, and visualize it all through the Kubeflow Dashboard.

Installation

To install kfp, run:

pip install kfp

Getting started

The following is an example of a simple pipeline that uses the kfp v2 syntax:

from kfp import dsl
import kfp


@dsl.component
def add(a: float, b: float) -> float:
    '''Calculates sum of two arguments'''
    return a + b


@dsl.pipeline(
    name='Addition pipeline',
    description='An example pipeline that performs addition calculations.')
def add_pipeline(
    a: float = 1.0,
    b: float = 7.0,
):
    first_add_task = add(a=a, b=4.0)
    second_add_task = add(a=first_add_task.output, b=b)


client = kfp.Client(host='<my-host-url>')
client.create_run_from_pipeline_func(
    add_pipeline, arguments={
        'a': 7.0,
        'b': 8.0
    })

Project details

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Release history Release notifications | RSS feed

This version

2.14.6

Oct 13, 2025

2.14.5

Oct 9, 2025

2.14.4

Sep 29, 2025

2.14.3

Aug 28, 2025

2.14.2

Aug 7, 2025

2.14.1

Aug 5, 2025

2.13.0

Apr 28, 2025

2.12.2

Apr 24, 2025

2.12.1

Feb 28, 2025

2.12.0

Feb 27, 2025

2.11.0

Dec 9, 2024

2.10.1

Nov 14, 2024

2.10.0

Nov 8, 2024

2.9.0

Sep 9, 2024

2.8.0

Jun 22, 2024

2.7.0

Feb 14, 2024

2.6.0

Jan 11, 2024

2.5.0

Jan 8, 2024

2.4.0

Oct 27, 2023

2.3.0

Sep 22, 2023

2.2.0

Sep 14, 2023

2.1.3

Sep 6, 2023

2.1.2 yanked

Jul 28, 2023

2.1.1 yanked

Jul 27, 2023

Reason this release was yanked:

Breaks some objects in Google Cloud Pipeline Components

2.0.1

Jun 21, 2023

2.0.0

Jun 20, 2023

2.0.0rc2 pre-release

Jun 9, 2023

2.0.0rc1 pre-release

May 16, 2023

2.0.0b17 pre-release

May 8, 2023

2.0.0b16 pre-release

May 4, 2023

2.0.0b15 pre-release

Apr 24, 2023

2.0.0b14 pre-release

Apr 12, 2023

2.0.0b13 pre-release

Feb 28, 2023

2.0.0b12 pre-release

Feb 8, 2023

2.0.0b11 pre-release

Jan 20, 2023

2.0.0b10 pre-release yanked

Dec 29, 2022

Reason this release was yanked:

Need to yank kfp-pipeline-spec==0.1.17 and replace with kfp-pipeline-spec==0.2.0 to avoid old KFP SDK versions getting "too new" kfp-pipeline-spec (BE doesn't accept it yet). This SDK version depends on kfp-pipeline-spec==0.1.17, so must yank this too.

2.0.0b9 pre-release

Dec 21, 2022

2.0.0b8 pre-release

Nov 30, 2022

2.0.0b7 pre-release yanked

Nov 28, 2022

Reason this release was yanked:

Client regression

2.0.0b6 pre-release

Oct 18, 2022

2.0.0b5 pre-release

Sep 26, 2022

2.0.0b4 pre-release

Sep 1, 2022

2.0.0b3 pre-release

Aug 17, 2022

2.0.0b2 pre-release yanked

Aug 10, 2022

Reason this release was yanked:

Undesired API change. Replaced by 2.0.0b3.

2.0.0b1 pre-release

Jul 7, 2022

2.0.0b0 pre-release yanked

Jun 28, 2022

2.0.0a5 pre-release

Jun 2, 2022

2.0.0a4 pre-release yanked

May 25, 2022

Reason this release was yanked:

Faulty release.

2.0.0a3 pre-release

May 6, 2022

2.0.0a2 pre-release

Apr 5, 2022

2.0.0a1 pre-release

Mar 17, 2022

2.0.0a0 pre-release

Mar 16, 2022

1.8.23

Aug 5, 2025

1.8.22

May 17, 2023

1.8.21

May 4, 2023

1.8.20

Apr 6, 2023

1.8.19

Feb 17, 2023

1.8.18

Dec 21, 2022

1.8.17

Dec 9, 2022

1.8.16

Nov 17, 2022

1.8.15

Nov 17, 2022

1.8.14

Sep 21, 2022

1.8.13

Jul 11, 2022

1.8.12

Mar 30, 2022

1.8.11

Jan 24, 2022

1.8.10

Dec 8, 2021

1.8.9

Nov 4, 2021

1.8.8

Nov 3, 2021

1.8.7

Oct 28, 2021

1.8.6

Oct 19, 2021

1.8.5

Oct 12, 2021

1.8.4

Oct 4, 2021

1.8.3

Sep 29, 2021

1.8.2

Sep 16, 2021

1.8.1

Sep 10, 2021

1.8.0

Sep 3, 2021

1.7.2

Aug 26, 2021

1.7.1

Aug 17, 2021

1.7.0

Aug 7, 2021

1.6.6

Jul 23, 2021

1.6.5

Jul 19, 2021

1.6.4

Jun 24, 2021

1.6.3

Jun 3, 2021

1.6.2

May 19, 2021

1.6.1

May 18, 2021

1.6.0 yanked

May 18, 2021

1.6.0rc0 pre-release

May 14, 2021

1.4.1rc1 pre-release

Mar 18, 2021

1.4.1rc0 pre-release

Mar 18, 2021

1.4.0

Feb 3, 2021

1.4.0rc1 pre-release

Feb 1, 2021

1.3.0

Jan 8, 2021

1.2.0

Dec 18, 2020

1.1.2

Dec 5, 2020

1.1.1

Nov 12, 2020

1.1.1rc0 pre-release

Nov 11, 2020

1.1.1b1 pre-release

Nov 26, 2020

1.1.0

Nov 9, 2020

1.1.0a1 pre-release

Nov 2, 2020

1.0.4

Oct 22, 2020

1.0.3

Oct 13, 2020

1.0.3rc1 pre-release

Oct 10, 2020

1.0.1

Sep 14, 2020

1.0.1rc1 pre-release

Sep 8, 2020

1.0.0

Jul 20, 2020

1.0.0rc5 pre-release

Jul 13, 2020

1.0.0rc4 pre-release

Jul 8, 2020

1.0.0rc3 pre-release

Jul 3, 2020

1.0.0rc2 pre-release

Jun 16, 2020

1.0.0rc1 pre-release

Jun 5, 2020

0.5.2

Mar 2, 2021

0.5.1

May 7, 2020

0.5.0

Apr 24, 2020

0.4.0

Apr 7, 2020

0.3.0 yanked

Mar 23, 2020

0.2.5

Feb 27, 2020

0.2.4.1

Feb 20, 2020

0.2.4

Feb 19, 2020

0.2.2.1

Feb 11, 2020

0.2.2

Feb 5, 2020

0.2.1

Feb 3, 2020

0.2.0

Jan 20, 2020

0.1.40

Jan 9, 2020

0.1.39

Jan 6, 2020

0.1.38

Dec 20, 2019

0.1.37

Dec 5, 2019

0.1.36

Nov 27, 2019

0.1.35

Nov 14, 2019

0.1.34

Nov 9, 2019

0.1.33

Nov 2, 2019

0.1.32.2

Oct 27, 2019

0.1.32.1

Oct 24, 2019

0.1.32

Oct 18, 2019

0.1.31.2

Oct 9, 2019

0.1.31.1

Oct 1, 2019

0.1.31

Sep 24, 2019

0.1.30

Sep 14, 2019

0.1.29

Sep 8, 2019

0.1.27

Aug 22, 2019

0.1.26

Aug 16, 2019

0.1.25

Jul 30, 2019

0.1.24

Jul 13, 2019

0.1.23

Jun 28, 2019

0.1.22

Jun 28, 2019

0.1.19

May 8, 2019

0.1.18

Apr 26, 2019

0.1.16

Apr 11, 2019

0.1.11

Mar 6, 2019

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