Library for calibration of science observations from the James Webb Space Telescope

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  • Author: JWST calibration pipeline developers
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STScI Logo STScI Logo JWST Logo

James Webb Space Telescope Calibration Pipeline

DOI PyPI Python Support Powered by STScI Powered by Astropy pre-commit ruff build tests readthedocs codecov

This package (jwst) processes uncalibrated data from both imagers and spectrographs onboard the James Webb Space Telescope (JWST), an orbiting infrared observatory stationed at Earth-Sun L2. The pipeline performs a series of calibration steps that result in standard data products usable for science.

Detailed explanations of specific calibration stages, reference files, and pipeline builds can be found on the ReadTheDocs pages and JDox.

[!NOTE] If you have trouble installing this package, have encountered a bug while running the pipeline, or wish to request a new feature, please open an issue on GitHub or contact the JWST Help Desk.

Quick Start

1. Install the Pipeline

[!IMPORTANT] The JWST calibration pipeline currently supports Linux and macOS. Native Windows builds are not currently supported; use WSL instead.

We recommend using an isolated Python environment to install jwst. Python "environments" are isolated Python installations, confined to a single directory, where you can install packages, dependencies, and tools without cluttering your system Python libraries. You can manage environments with mamba / conda, virtualenv, uv, etc.

These instructions assume you are creating Conda environments with the mamba command (see Miniforge for installation instructions); to use conda instead, simply replace mamba with conda in the following commands.

First, create an empty environment with Python installed:

mamba create -n jwst_env python=3.13

Then, activate that environment (necessary to be able to access this isolated Python installation):

mamba activate jwst_env

Finally, install jwst into the environment:

pip install jwst

Without a specified version, pip defaults to the latest released version that supports your environment. To install a specific version of jwst, explicitly set that version in your pip install command:

pip install jwst==1.20.2

To install a different version of jwst, simply create a new environment for that version:

mamba create -n jwst1.20_env python=3.13
mamba activate jwst1.20_env
pip install jwst==1.20

mamba create -n jwst1.19_env python=3.12
mamba activate jwst1.19_env
pip install jwst==1.19

Option: Build Pipeline Directly from Source Code

[!IMPORTANT] You need a C compiler to build the JWST calibration pipeline (and dependencies) from source.

To install the latest unreleased (and unstable) development version directly from the source code on GitHub:

pip install git+https://github.com/spacetelescope/jwst

Option: Install Exact Operational Environment

There may be occasions where you need to replicate the exact environment used for canonical calibration operations by STScI (e.g. for validation testing or debugging issues). We package releases for operations as environment snapshots that specify exact versions for both the pipeline and all dependencies.

See the DMS Operational Build Versions table for the version of the pipeline corresponding to each operational build. For example, use jwst==1.17.1 for DMS build 11.2. Also note that Linux and macOS systems require different snapshot files:

mamba env create --file https://ssb.stsci.edu/stasis/releases/jwst/JWSTDP-1.18.1/delivery/latest-py312-macos-arm64.yml
mamba activate JWSTDP-1.18.1-1-py312-macos-arm64

[!NOTE] Starting with jwst==1.16.1, the JWST pipeline uses stasis to package environments and deliver releases. If you need a version of jwst prior to 1.16.1, use a slightly different procedure:

mamba create -n jwstdp-1.16.0 --file https://ssb.stsci.edu/releases/jwstdp/1.16.0/conda_python_macos-stable-deps.txt
mamba activate jwstdp-1.16.0
pip install -r https://ssb.stsci.edu/releases/jwstdp/1.16.0/reqs_macos-stable-deps.txt

2. Set up the Calibration Reference Data System (CRDS)

Before running the pipeline, you must first set up your local machine to retrieve files from the Calibration Reference Data System (CRDS) CRDS provides calibration reference files for several telescopes, including JWST.

Set CRDS_SERVER_URL and CRDS_PATH to run the pipeline with access to reference files from CRDS:

export CRDS_SERVER_URL=https://jwst-crds.stsci.edu
export CRDS_PATH=$HOME/data/crds_cache/

[!NOTE] The CRDS PUB Server (https://jwst-crds-pub.stsci.edu) was decommissioned in March 2023. To use historical files from the PUB server, contact the JWST Help Desk.

The pipeline will automatically download individual reference files and cache them in the CRDS_PATH directory. Expect to use 50 gigabytes (or more) of disk space for reference files, depending on the instrument modes in use.

[!TIP] Users within the STScI network do not need to set CRDS_PATH (it defaults to shared network storage).

To use a specific CRDS context other than that automatically associated with a given pipeline version, explicitly set the CRDS_CONTEXT environment variable:

export CRDS_CONTEXT=jwst_1179.pmap

For more information, see the docs page on JWST CRDS reference files.

3. Run the Pipeline

Once installed, the pipeline allows users to run and configure calibration themselves for custom processing of JWST data, either from the command line with strun or from Python with pipeline and step functions and classes in the jwst package (see this curated set of Jupyter notebooks for example usage). Additionally, the jwst package provides JWST datamodel classes, the recommended method for reading and writing JWST data files in Python.

Code Contributions

jwst is an open source package written in Python. The source code is available on GitHub. New contributions and contributors are very welcome! Please read CONTRIBUTING.md, the public API definition, and the public API deprecation policy

We strive to provide a welcoming community by abiding with our CODE_OF_CONDUCT.md.

See TESTING.md for instructions on automated testing.

DMS Operational Build Versions

The table below provides information on each release of the jwst package and its relationship to software builds used in STScI JWST DMS operations. Each jwst tag was released on PyPI on the date given in Released, and then subsequently installed into operations on the date given in Ops Install.

jwst tag DMS build SDP_VER CRDS_CONTEXT Released Ops Install Notes
2.0.1 B12.3.1 2026.1.0 1533 2026-05-06 First release candidate for B12.3.1
2.0.0 B12.3 2026.1.0 1533 2026-04-13 First release candidate for B12.3
1.20.2 B12.1.1 2025.4.1 1464 2025-10-31 Patch release for B12.1.1
1.20.1 B12.1 2025.4.0 1464 2025-10-20 Patch release for B12.1
1.20.0 B12.1 2025.4.0 1462 2025-10-15 First release candidate for B12.1
1.19.2 B12.0.2 2025.3.0 1408 2025-09-11 2025-10-06 Patch release for B12.0.2
1.19.1 B12.0.1 2025.3.0 1408 2025-07-21 2025-08-26 Patch release for B12.0.1
1.19.0 B12.0 2025.3.0 1408 2025-06-26 First release candidate for B12.0
1.18.1 B11.3.1 2025.2.1 1364 2025-06-10 Patch release for B11.3.1
1.18.0 B11.3 2025.2.0 1364 2025-04-01 2025-05-20 First release for B11.3
1.17.1 B11.2 2025.1.0 1321 2025-01-02 2025-03-05 Final release candidate for B11.2
1.17.0 B11.2 2025.1.0 1321 2024-12-20 First release candidate for B11.2
1.16.1 B11.1.1 2024.3.1 1303 2024-11-13 2024-12-06 Final release candidate for B11.1
1.16.0 B11.1 2024.3.0 1298 2024-09-20 First release candidate for B11.1
1.15.1 B11.0 2024.2.2 1293 2024-07-08 2024-09-12 Final release candidate for B11.0
1.15.0 B11.0rc1 1274 2024-06-26 First release candidate for B11.0
1.14.1 1240 2024-06-27 PyPI-only release for external users
1.14.0 B10.2.1 2024.1.1 1240 2024-03-29 2024-06-12 Final release candidate for B10.2.1
1.13.4 1210 2024-01-25 PyPI-only release for external users
1.13.3 B10.1 2023.4.0 1181 2024-01-05 Final release candidate for B10.1
1.13.2 B10.1rc3 2023.4.0 1181 2023-12-21 Third release candidate for B10.1
1.13.1 B10.1rc2 2023.4.0 1181 2023-12-19 Second release candidate for B10.1
1.13.0 B10.1rc1 2023.4.0 1179 2023-12-15 First release candidate for B10.1
1.12.5 B10.0.1 2023.3.1 1166 2023-10-19 2023-12-05 Patch release B10.0.1
1.12.4 2023-10-12 Pinning dependencies for external users
1.12.3 B10.0 2023.3.0 1135 2023-10-03 2023-12-05 Final release candidate for B10.0
1.12.2 B10.0rc3 1135 2023-10-02 Third release candidate for B10.0
1.12.1 B10.0rc2 1132 2023-09-26 Second release candidate for B10.0
1.12.0 B10.0rc1 1130 2023-09-18 First release candidate for B10.0
1.11.4 B9.3.1 2023.2.1 1107 2023-08-14 2023-08-24 Final release for B9.3.1 patch
1.11.3 B9.3 2023.2.0 1097 2023-07-17 Final release candidate for B9.3
1.11.2 B9.3rc3 1097 2023-07-12 Third release candidate for B9.3
1.11.1 B9.3rc2 1094 2023-06-29 Second release candidate for B9.3
1.11.0 B9.3rc1 1094 2023-06-21 First release candidate for B9.3
1.10.2 1077 2023-04-14 Pinning dependencies for external users
1.10.1 B9.2.x 2023.1.1 1077 2023-04-13 2023-05-23 Final release candidate for B9.2
1.10.0 B9.2rc1 1075 2023-03-31 First release candidate for B9.2
1.9.6 B9.1.2 2022.5.2 1068 2023-03-09 2023-03-15 Final release candidate for B9.1.2
1.9.5 1061 2023-03-02 First release candidate for B9.1.2
1.9.4 B9.1.1 2022.5.1 1041 2023-01-27 2023-02-28 Final release candidate for B9.1.1
1.9.3 B9.1 2022.5.0 1030 2023-01-12 2023-02-28 Final release candidate for B9.1
1.9.2 B9.1rc2 2023-01-04 Second release candidate for B9.1 (hotfix)
1.9.1 B9.1rc2 2023-01-03 Second release candidate for B9.1
1.9.0 B9.1rc1 2022-12-27 First release candidate for B9.1
1.8.5 B9.0 1019 2022-12-12 Documentation patch release for B9.0
1.8.4 B9.0 2022-11-16 Documentation patch release for B9.0
1.8.3 B9.0 2022-11-11 Documentation patch release for B9.0
1.8.2 B9.0 2022.4.0 1017 2022-10-19 2022-11-17 Final release candidate for B9.0
1.8.1 B9.0rc2 2022-10-17 Second release candidate for B9.0
1.8.0 B9.0rc1 2022-10-10 First release candidate for B9.0
1.7.2 B8.1.2 2022.3.1 0984 2022-09-12 2022-09-21 Final release candidate for B8.1.2
1.7.1 B8.1.2rc2 2022-09-07 Second release candidate for B8.1.2
1.7.0 B8.1.2rc1 2022-09-01 First release candidate for B8.1.2
1.6.2 B8.1 2022.3.0 0953 2022-07-19 2022-08-19 Final release candidate for B8.1
1.6.1 B8.1rc2 2022-07-15 Second release candidate for B8.1
1.6.0 B8.1rc1 2022-07-11 First release candidate for B8.1
1.5.3 B8.0.1 2022.2.1 0913 2022-06-20 2022-06-30 Patch release B8.0.1
1.5.2 B8.0 2022.2.0 0874 2022-05-20 2022-06-16 Final release candidate for B8.0
1.5.1 B8.0rc2 2022-05-17 Second release candidate for B8.0
1.5.0 B8.0rc1 2022-05-05 First release candidate for B8.0
1.4.6 B7.9.3 2022.1.2 0800 2022-03-25 Final release candidate for B7.9.3
1.4.5 B7.9.3rc2 2022-03-23 Second release candidate for B7.9.3
1.4.4 B7.9.3rc1 2022-03-16 First release candidate for B7.9.3
1.4.3 B7.9.1 2022.1.1 0800 2022-02-03 Final B7.9.1
1.4.2 B7.9 2022.1.0 0797 2022-01-20 Final release candidate for B7.9
1.4.1 B7.9rc2 2022-01-15 Second release candidate for B7.9
1.4.0 B7.9rc1 2022-01-10 First release candidate for B7.9
Pre-launch releases
1.3.3 B7.8.2 2021.4.0 0764 2021-10-05 Same as 1.3.2, but with installation bug fix
1.3.2 B7.8.2 2021.4.0 0764 2021-09-03 Final release candidate for B7.8.2
1.3.1 B7.8.1 2021.3.0 0742 2021-08-09 Final release candidate for B7.8.1
1.3.0 B7.8.1rc1 0741 2021-08-02 First release candidate for B7.8.1
1.2.3 B7.8 2021.2.0 0732 2021-06-08 Final release candidate for B7.8
1.2.2 B7.8rc3 2021-06-08 Third release candidate for B7.8
1.2.1 B7.8rc2 2021-06-07 Second release candidate for B7.8
1.2.0 B7.8rc1 0723 2021-05-24 First release candidate for B7.8
1.1.0 B7.7.1 2021.1.0 0682 2021-02-26 Final release candidate for B7.7.1
1.0.0 B7.7.1rc1 0678 2021-02-22 First release candidate for B7.7.1
0.18.3 B7.7 2020.4.0 0670 2021-01-25 Final release candidate for B7.7
0.18.2 B7.7rc3 0668 2021-01-19 Third release candidate for B7.7
0.18.1 B7.7rc2 0664 2021-01-08 Second release candidate for B7.7
0.18.0 B7.7rc1 0645 2020-12-21 First release candidate for B7.7
0.17.1 B7.6 2020.3.0 0641 2020-09-15 Final release candidate for B7.6
0.17.0 B7.6rc1 0637 2020-08-28 First release candidate for B7.6
0.16.2 B7.5 2020.2.0 0619 2020-06-10 Same as 0.16.1, but with installation bug fix
0.16.1 B7.5 2020.2.0 0619 2020-05-19 Final release candidate for B7.5
0.16.0 B7.5rc1 0614 2020-05-04 First release candidate for B7.5
0.15.1 B7.4.2 2020.1.0 0586 2020-03-10 Final release candidate for B7.4.2
0.15.0 B7.4.2rc1 0585 2020-02-28 First release candidate for B7.4.2
0.14.2 B7.4 2019.3.0 0570 2019-11-18 Final release candidate for B7.4
0.14.1 B7.4rc2 0568 2019-11-11 Second release candidate for B7.4
0.14.0 B7.4rc1 0563 2019-10-25 First release candidate for B7.4
0.13.8 B7.3.1 2019.2.0 0541 2019-09-05 Patch for Build 7.3 released as Build 7.3.1
0.13.7 B7.3 2019.1.0 0535 2019-06-21 Final release candidate for Build 7.3
0.13.6 B7.3rc4 0534 2019-06-20 Fourth release candidate for Build 7.3
0.13.5 B7.3rc3 0534 2019-06-19 Third release candidate for Build 7.3
0.13.4 B7.3rc2 0534 2019-06-18 Second release candidate for Build 7.3
0.13.3 B7.3rc1 0532 2019-06-04 First release candidate for Build 7.3
0.13.2 0500 2019-05-14 DMS test, no delivery to I&T
0.13.1 0500 2019-03-08 DMS test, no delivery to I&T
0.13.0 0500 2019-02-15 DMS test, no delivery to I&T
0.12.3 B7.2.1 0500 2019-01-15 DMS Build 7.2.1 patch release
0.12.2 B7.2 2018_2 0495 2018-11-07 Final release candidate for Build 7.2
0.12.1 B7.2rc2 0495 2018-11-01 Second release candidate for Build 7.2
0.12.0 B7.2rc1 0493 2018-10-09 First release candidate for Build 7.2
0.11.0 0482 2018-09-10 DMS test, no delivery to I&T
0.10.0 0477 2018-07-31 DMS test, no delivery to I&T
0.9.6 B7.1.3 2018_1 0468 2018-06-08 Final release candidate for Build 7.1.3
0.9.5 B7.1.3rc3 0468 2018-06-06 Third release candidate for Build 7.1.3
0.9.4 B7.1.3rc2 0463 2018-05-29 Second release candidate for Build 7.1.3
0.9.3 B7.1.3rc1 0457 2018-05-11 First release candidate for Build 7.1.3
0.9.2 0441 2018-03-28 DMS test, no delivery to I&T
0.9.1 0432 2018-02-16 DMS test, no delivery to I&T
0.9.0 B7.1.2 0422 2017-12-22 DMS patch release to I&T 2018-02-15
0.8.0 B7.1.1 0422 2017-11-06 DMS patch release to I&T 2018-01-17
0.8.0 B7.1 2017_1 0422 2017-11-06 Final release for Build 7.1
0.7.7 B7.0 2016_2 0303 2016-12-13 Final release for Build 7.0

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  • Author: JWST calibration pipeline developers
  • Requires: Python <3.15, >=3.11
  • Provides-Extra: docs , sdp , test , contrib
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This version

2.0.1

2.0.0

1.20.2

1.20.1

1.20.0

1.20.0rc2 pre-release

1.19.2

1.19.1

1.19.0

1.18.1

1.18.0

1.17.1

1.17.0

1.16.1

1.16.0

1.15.1

1.15.0

1.14.1

1.14.0

1.13.4

1.12.5

1.12.4

1.12.3

1.12.2

1.12.1

1.12.0

1.11.4

1.11.3

1.11.2

1.11.1

1.11.0

1.10.2

1.10.1

1.10.0

1.9.6

1.9.5

1.9.4

1.9.3

1.9.2

1.9.1

1.9.0

1.8.5

1.8.4

1.8.3

1.8.2

1.8.1

1.8.0

1.7.2

1.7.1

1.7.0

1.6.2

1.6.1

1.6.0

1.5.3

1.5.2

1.5.1

1.5.0

1.4.6

1.4.5

1.4.4

1.4.3

1.4.2

1.4.1

1.4.0

1.3.3

1.3.2

1.3.1

1.3.0

1.2.3

1.2.2

1.2.1

1.2.0

1.1.0

1.0.0

0.18.3

0.18.2

0.18.1

0.18.0

0.17.1

0.17.0

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