multimodars

"One package to fuse them all."

— The Lord of the Rings (probably)

A high‑performance, Rust‑accelerated toolkit for multi‑modality cardiac image fusion and registration ﮩ٨ـﮩﮩ٨ـ♡ﮩ٨ـﮩﮩ٨ـ.

Overview

multimoda-rs aligns and fuses diverse cardiac imaging modalities — IVUS, OCT and CCTA — into unified high-resolution 3D models. Originally developed to quantify dynamic lumen deformation in coronary artery anomalies (CAAs), it is equally applicable to longitudinal studies (e.g., pre/post-stenting) and general coronary artery disease workflows. The Rust backend parallelizes computationally intensive registration steps for speeds well beyond pure Python.

Key Features

Intravascular Registration: align pullback sequences (rest/stress, diastole/systole) using Hausdorff distance on vessel contours and catheter centroids; four modes: full, double-pair, single-pair, single.
Centerline Alignment: register intravascular geometries onto a CCTA-derived centerline via three-point landmark or manual rotation.
CCTA Fusion: automatically label CCTA geometries by vessel region and morph them to match intravascular measurements.
Flexible Input: accepts CSV files (HolOrama format) or raw NumPy arrays.

Installation

pip install multimodars

Optional extras:

pip install "multimodars[viz]"      # mesh visualisation (pyglet)
pip install "multimodars[meshlab]"  # MeshLab integration

For building from source or the full developer setup (tests, linting, docs), see the Installation guide.

Quick Example

Checkout our Documentation for in-depth explanations of the functionality and preloaded notebooks including 3D plots. Otherwise clone the repo to follow along the different examples:

import multimodars as mm
import numpy as np

# Align four intravascular phases (rest-dia, rest-sys, stress-dia, stress-sys)
rest, stress, dia, sys, _ = mm.from_file_full(
    "examples/data/ivus_rest",    # input_path_ab
    "examples/data/ivus_stress",  # input_path_cd
    write_obj=True,
    output_path_ab="output/rest",
    output_path_cd="output/stress",
    output_path_ac="output/diastole",
    output_path_bd="output/systole",
)

# Align geometry onto a CCTA-derived centerline
cl_raw = np.genfromtxt("examples/data/centerline_raw.csv", delimiter=",")
centerline = mm.numpy_to_centerline(cl_raw)
aligned_pair, spacing_mm, total_rotation_deg = mm.align_three_point(
    centerline, rest,
    main_ref_pt=(12.2605, -201.3643, 1751.0554),
    counterclockwise_ref_pt=(11.7567, -202.1920, 1754.7975),
    clockwise_ref_pt=(15.6605, -202.1920, 1749.9655),
    write=True,
    output_dir="output/aligned",
)

Pipeline

1. Intrapullback alignment — frames within each pullback are co-registered to remove cardiac-motion artefacts, yielding clean diastolic and systolic geometries:

Dynamic lumen changes

2. Inter-pullback alignment — registered pullbacks (rest vs. stress, diastole vs. systole) are aligned against each other to reveal stress-induced and pulsatile deformation:

Stress-induced diastolic lumen deformation

3. CCTA labeling — the CCTA-derived geometry is automatically segmented by vessel region (aorta, RCA, LCA, intramural) to prepare it for fusion:

Initial CCTA labeling

4. CCTA–morphing — the labeled CCTA geometry is morphed along the centerline to match the high-resolution intravascular geometry:

CCTA scaling

5. CCTA/intravascular fusio — the morphed CCTA geometry is stitched to the intravascular geometry, replacing a section with a high resolution verison:

CCTA fusion

Documentation

Full documentation — installation, step-by-step tutorials, interactive (preloaded) Jupyter notebooks, and API reference — is available at multimoda-rs.readthedocs.io.

License

Distributed under the MIT License. See LICENSE for details.

Citation

Please kindly cite the following paper if you use this repository.

@article{Stark2026, 
  doi = {10.21105/joss.10131}, 
  url = {https://doi.org/10.21105/joss.10131}, 
  year = {2026}, 
  publisher = {The Open Journal}, 
  volume = {11}, 
  number = {121}, 
  pages = {10131}, 
  author = {Stark, Anselm W. and Ilic, Marc and Mokhtari, Ali and Kazaj, Pooya Mohammadi and Gräni, Christoph and Shiri, Isaac}, 
  title = {multimodars: A Rust-powered toolkit for multi-modality cardiac image fusion and registration}, 
  journal = {Journal of Open Source Software} 
}

Stark et al., (2026). multimodars: A Rust-powered toolkit for multi-modality cardiac image fusion and registration. Journal of Open Source Software, 11(121), 10131, https://doi.org/10.21105/joss.10131.

Metadata

Release files for multimodars 0.7.4

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

Source distribution (sdist)

Source distribution for multimodars 0.7.4
File	Size	Uploaded
multimodars-0.7.4.tar.gz	6.4 MB	Oct 2, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for multimodars 0.7.4
File	Interpreter	ABI	Platform	Reset
multimodars-0.7.4-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl 3.4 MB Oct 2, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ x86-64	Details
multimodars-0.7.4-pp311-pypy311_pp73-musllinux_1_2_i686.whl 3.4 MB Oct 2, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ x86-32	Details
multimodars-0.7.4-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl 3.3 MB Oct 2, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ ARMv7l	Details
multimodars-0.7.4-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl 3.2 MB Oct 2, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ ARM64	Details
multimodars-0.7.4-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.1 MB Oct 2, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ x86-64	Details
multimodars-0.7.4-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.0 MB Oct 2, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARM64	Details
multimodars-0.7.4-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.1 MB Oct 2, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ x86-64	Details
multimodars-0.7.4-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.1 MB Oct 2, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.17+ x86-64	Details
multimodars-0.7.4-cp314-cp314t-musllinux_1_2_x86_64.whl 3.4 MB Oct 2, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
multimodars-0.7.4-cp314-cp314t-musllinux_1_2_i686.whl 3.4 MB Oct 2, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-32	Details
multimodars-0.7.4-cp314-cp314t-musllinux_1_2_armv7l.whl 3.2 MB Oct 2, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARMv7l	Details
multimodars-0.7.4-cp314-cp314t-musllinux_1_2_aarch64.whl 3.2 MB Oct 2, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
multimodars-0.7.4-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.1 MB Oct 2, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details
multimodars-0.7.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.0 MB Oct 2, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details
multimodars-0.7.4-cp314-cp314-win_amd64.whl 2.8 MB Oct 2, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
multimodars-0.7.4-cp314-cp314-musllinux_1_2_x86_64.whl 3.4 MB Oct 2, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
multimodars-0.7.4-cp314-cp314-musllinux_1_2_i686.whl 3.4 MB Oct 2, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-32	Details
multimodars-0.7.4-cp314-cp314-musllinux_1_2_armv7l.whl 3.3 MB Oct 2, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARMv7l	Details
multimodars-0.7.4-cp314-cp314-musllinux_1_2_aarch64.whl 3.2 MB Oct 2, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
multimodars-0.7.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.1 MB Oct 2, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details
multimodars-0.7.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.0 MB Oct 2, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details
multimodars-0.7.4-cp314-cp314-macosx_11_0_arm64.whl 2.8 MB Oct 2, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
multimodars-0.7.4-cp314-cp314-macosx_10_12_x86_64.whl 2.9 MB Oct 2, 2026	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details
multimodars-0.7.4-cp313-cp313-win_amd64.whl 2.8 MB Oct 2, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
multimodars-0.7.4-cp313-cp313-musllinux_1_2_x86_64.whl 3.4 MB Oct 2, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
multimodars-0.7.4-cp313-cp313-musllinux_1_2_i686.whl 3.4 MB Oct 2, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-32	Details
multimodars-0.7.4-cp313-cp313-musllinux_1_2_armv7l.whl 3.3 MB Oct 2, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARMv7l	Details
multimodars-0.7.4-cp313-cp313-musllinux_1_2_aarch64.whl 3.2 MB Oct 2, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
multimodars-0.7.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.1 MB Oct 2, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
multimodars-0.7.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.0 MB Oct 2, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details
multimodars-0.7.4-cp313-cp313-macosx_11_0_arm64.whl 2.8 MB Oct 2, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
multimodars-0.7.4-cp313-cp313-macosx_10_12_x86_64.whl 2.9 MB Oct 2, 2026	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
multimodars-0.7.4-cp312-cp312-win_amd64.whl 2.8 MB Oct 2, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
multimodars-0.7.4-cp312-cp312-musllinux_1_2_x86_64.whl 3.4 MB Oct 2, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
multimodars-0.7.4-cp312-cp312-musllinux_1_2_i686.whl 3.4 MB Oct 2, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-32	Details
multimodars-0.7.4-cp312-cp312-musllinux_1_2_armv7l.whl 3.3 MB Oct 2, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARMv7l	Details
multimodars-0.7.4-cp312-cp312-musllinux_1_2_aarch64.whl 3.2 MB Oct 2, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
multimodars-0.7.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.1 MB Oct 2, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
multimodars-0.7.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.0 MB Oct 2, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
multimodars-0.7.4-cp312-cp312-macosx_11_0_arm64.whl 2.8 MB Oct 2, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
multimodars-0.7.4-cp312-cp312-macosx_10_12_x86_64.whl 2.9 MB Oct 2, 2026	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details
multimodars-0.7.4-cp311-cp311-win_amd64.whl 2.8 MB Oct 2, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
multimodars-0.7.4-cp311-cp311-musllinux_1_2_x86_64.whl 3.4 MB Oct 2, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
multimodars-0.7.4-cp311-cp311-musllinux_1_2_i686.whl 3.4 MB Oct 2, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-32	Details
multimodars-0.7.4-cp311-cp311-musllinux_1_2_armv7l.whl 3.3 MB Oct 2, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARMv7l	Details
multimodars-0.7.4-cp311-cp311-musllinux_1_2_aarch64.whl 3.2 MB Oct 2, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
multimodars-0.7.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.1 MB Oct 2, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
multimodars-0.7.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.0 MB Oct 2, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
multimodars-0.7.4-cp311-cp311-macosx_11_0_arm64.whl 2.8 MB Oct 2, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
multimodars-0.7.4-cp311-cp311-macosx_10_12_x86_64.whl 2.9 MB Oct 2, 2026	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details
multimodars-0.7.4-cp310-cp310-win_amd64.whl 2.8 MB Oct 2, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
multimodars-0.7.4-cp310-cp310-musllinux_1_2_x86_64.whl 3.4 MB Oct 2, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
multimodars-0.7.4-cp310-cp310-musllinux_1_2_i686.whl 3.4 MB Oct 2, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-32	Details
multimodars-0.7.4-cp310-cp310-musllinux_1_2_armv7l.whl 3.3 MB Oct 2, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARMv7l	Details
multimodars-0.7.4-cp310-cp310-musllinux_1_2_aarch64.whl 3.2 MB Oct 2, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
multimodars-0.7.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.1 MB Oct 2, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
multimodars-0.7.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.0 MB Oct 2, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details

Total release size: 184.9 MB

Release files / multimodars-0.7.4.tar.gz

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Release files / multimodars-0.7.4-cp314-cp314t-musllinux_1_2_i686.whl

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Release files / multimodars-0.7.4-cp314-cp314t-musllinux_1_2_armv7l.whl

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Release files / multimodars-0.7.4-cp314-cp314t-musllinux_1_2_aarch64.whl

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Size	3.2 MB
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Release files / multimodars-0.7.4-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / multimodars-0.7.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / multimodars-0.7.4-cp314-cp314-win_amd64.whl

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Release files / multimodars-0.7.4-cp314-cp314-musllinux_1_2_x86_64.whl

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Release files / multimodars-0.7.4-cp314-cp314-musllinux_1_2_i686.whl

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Release files / multimodars-0.7.4-cp314-cp314-musllinux_1_2_armv7l.whl

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Release files / multimodars-0.7.4-cp314-cp314-musllinux_1_2_aarch64.whl

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Release files / multimodars-0.7.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / multimodars-0.7.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / multimodars-0.7.4-cp314-cp314-macosx_11_0_arm64.whl

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Release files / multimodars-0.7.4-cp314-cp314-macosx_10_12_x86_64.whl

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Release files / multimodars-0.7.4-cp313-cp313-win_amd64.whl

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Release files / multimodars-0.7.4-cp313-cp313-musllinux_1_2_x86_64.whl

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Release files / multimodars-0.7.4-cp313-cp313-musllinux_1_2_i686.whl

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Release files / multimodars-0.7.4-cp313-cp313-musllinux_1_2_armv7l.whl

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Release files / multimodars-0.7.4-cp313-cp313-musllinux_1_2_aarch64.whl

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Release files / multimodars-0.7.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / multimodars-0.7.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / multimodars-0.7.4-cp313-cp313-macosx_11_0_arm64.whl

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Release files / multimodars-0.7.4-cp313-cp313-macosx_10_12_x86_64.whl

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Release files / multimodars-0.7.4-cp312-cp312-win_amd64.whl

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Release files / multimodars-0.7.4-cp312-cp312-musllinux_1_2_x86_64.whl

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Release files / multimodars-0.7.4-cp312-cp312-musllinux_1_2_i686.whl

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Release files / multimodars-0.7.4-cp312-cp312-musllinux_1_2_armv7l.whl

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Release files / multimodars-0.7.4-cp312-cp312-musllinux_1_2_aarch64.whl

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Release files / multimodars-0.7.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / multimodars-0.7.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / multimodars-0.7.4-cp312-cp312-macosx_11_0_arm64.whl

Download URL	multimodars-0.7.4-cp312-cp312-macosx_11_0_arm64.whl
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Release files / multimodars-0.7.4-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	multimodars-0.7.4-cp312-cp312-macosx_10_12_x86_64.whl
Size	2.9 MB
Tags	CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`4eca97d47c66b149dba860ea21814848e08bc0ff542484014b399a09d08dbcd6`
BLAKE2b-256 checksum How to use checksums	`0cc84660a5bc44160a786fa479e6b06aabff18e75d1b017db00dafd5494ae71a`
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Release files / multimodars-0.7.4-cp311-cp311-win_amd64.whl

Download URL	multimodars-0.7.4-cp311-cp311-win_amd64.whl
Size	2.8 MB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`858f6b46078a0fcb0f9762f9475b64268cb938d98cdced36e0dac56f73ba9d6d`
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Release files / multimodars-0.7.4-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	multimodars-0.7.4-cp311-cp311-musllinux_1_2_x86_64.whl
Size	3.4 MB
Tags	CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`9c92bc19673300a17e8ee005e8fd80f8c966f90899a825c08fadd52335063fe6`
BLAKE2b-256 checksum How to use checksums	`8120a335d36f050dc820595154c8663edb82e784524d916cc3199dd9a02beb51`
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Release files / multimodars-0.7.4-cp311-cp311-musllinux_1_2_i686.whl

Download URL	multimodars-0.7.4-cp311-cp311-musllinux_1_2_i686.whl
Size	3.4 MB
Tags	CPython 3.11 Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`ed916fd5abd73a0223ae6534cfb4d7adc64c90ee07bf78a554d9f19b50eb4767`
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Release files / multimodars-0.7.4-cp311-cp311-musllinux_1_2_armv7l.whl

Download URL	multimodars-0.7.4-cp311-cp311-musllinux_1_2_armv7l.whl
Size	3.3 MB
Tags	CPython 3.11 Linux musl 1.2+ ARMv7l
SHA-256 checksum How to use checksums	`48adf6a711714ae09ea1409648cd433130e180ac69272073788308f34d462e7a`
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Release files / multimodars-0.7.4-cp311-cp311-musllinux_1_2_aarch64.whl

Download URL	multimodars-0.7.4-cp311-cp311-musllinux_1_2_aarch64.whl
Size	3.2 MB
Tags	CPython 3.11 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`31a947236b328ad8ddd8f32640d6100728c97c0ad0d5d2f734846792c4412aa5`
BLAKE2b-256 checksum How to use checksums	`76413a6c308955aa6e93d719124b4926837760149e7034e07864cf87a9fb63f5`
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Release files / multimodars-0.7.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	multimodars-0.7.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.1 MB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`2f59be7298132420ba96540c08e918cce4e887004ec26fc4562f690e66e3c77f`
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Release files / multimodars-0.7.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	multimodars-0.7.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	3.0 MB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`1442de9ce20135e0c524cca22ae946fe30dde33896d5a4609c56710e1fcc1859`
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Release files / multimodars-0.7.4-cp311-cp311-macosx_11_0_arm64.whl

Download URL	multimodars-0.7.4-cp311-cp311-macosx_11_0_arm64.whl
Size	2.8 MB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`ce0d1a287123dce898e63d09ec53835abddf611dd39a92fb28b34259884506e3`
BLAKE2b-256 checksum How to use checksums	`ef0d137d134075bb04504ac2792eba3cb4b0df3a178ffed904c97166f051c504`
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Release files / multimodars-0.7.4-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	multimodars-0.7.4-cp311-cp311-macosx_10_12_x86_64.whl
Size	2.9 MB
Tags	CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`94c69a42a8fec65bbf3322bc2b6187ee036375372717a9b71a54322293061fc9`
BLAKE2b-256 checksum How to use checksums	`eff84ee37bc061cf9f50a2336191f2414006b61b93cb9be4175e4aed8cb9e283`
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Release files / multimodars-0.7.4-cp310-cp310-win_amd64.whl

Download URL	multimodars-0.7.4-cp310-cp310-win_amd64.whl
Size	2.8 MB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`8461d37a03a2ca3028df978f9f1bc66db9be8cd7283ead832359d610655a268a`
BLAKE2b-256 checksum How to use checksums	`80a5771ad23fba237d12a583fe9d893c9ad6f5394cf4b6d95b577dbfec25b727`
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Release files / multimodars-0.7.4-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL	multimodars-0.7.4-cp310-cp310-musllinux_1_2_x86_64.whl
Size	3.4 MB
Tags	CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`67301e095dd45c0bae0d0150833d3c283a2f9582af98c999abf56a4dc9c5f0eb`
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Release files / multimodars-0.7.4-cp310-cp310-musllinux_1_2_i686.whl

Download URL	multimodars-0.7.4-cp310-cp310-musllinux_1_2_i686.whl
Size	3.4 MB
Tags	CPython 3.10 Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`3be6dcdf0d80d4934d9deb390921db4f727b20f29a312d42343cf1235f492c64`
BLAKE2b-256 checksum How to use checksums	`6abf765ee8a737888f2bd250ddaaab9c6c06e999a5aa3e9c7e6edb6148236f72`
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Release files / multimodars-0.7.4-cp310-cp310-musllinux_1_2_armv7l.whl

Download URL	multimodars-0.7.4-cp310-cp310-musllinux_1_2_armv7l.whl
Size	3.3 MB
Tags	CPython 3.10 Linux musl 1.2+ ARMv7l
SHA-256 checksum How to use checksums	`68b781bdd1629d36fc099ef2c60e0939693e7b4c6bf3284a0f0bb99043492cdc`
BLAKE2b-256 checksum How to use checksums	`f58c10780c216f2fc71a67be03fbfde11824f52f66b36de7c37b8a954525895c`
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Uploaded via	`maturin/1.15.0`

Release files / multimodars-0.7.4-cp310-cp310-musllinux_1_2_aarch64.whl

Download URL	multimodars-0.7.4-cp310-cp310-musllinux_1_2_aarch64.whl
Size	3.2 MB
Tags	CPython 3.10 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`4de25f0eceb9bb667312c8a36376359e854de4a2816fd881d5c3efc7a96dc620`
BLAKE2b-256 checksum How to use checksums	`f275c7dcbdd3ab2bd546195567c796624e0bdea24533799241ceb2e999d36fac`
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Release files / multimodars-0.7.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	multimodars-0.7.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.1 MB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`034956aea617ebfa5cd1d8e73463db87441d2678d0062d90474f5bd29cac2e2a`
BLAKE2b-256 checksum How to use checksums	`363a03083e59c5312a6d6f542218305bd38d532dd44db510fc3d0b57cb93f2a8`
Upload date	Oct 2, 2026
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Release files / multimodars-0.7.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	multimodars-0.7.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	3.0 MB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`5ad20cfd62970721643e11773bfeea20aab1257fdfa12503427ec0481a757658`
BLAKE2b-256 checksum How to use checksums	`98ef84374c5f93ba9d1844022bd14045da05602b312593883747370c59b4ece7`
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Release history Release notifications | RSS feed

0.8.0

Oct 13, 2026 58 release files

0.7.8

Oct 8, 2026 58 release files

0.7.7

Oct 7, 2026 58 release files

0.7.6

Oct 6, 2026 58 release files

0.7.5

Oct 5, 2026 58 release files

This release

0.7.4 This release

Oct 2, 2026 58 release files

0.7.3

Sep 28, 2026 58 release files

0.7.2

Sep 20, 2026 58 release files

0.7.1

Sep 9, 2026 58 release files

0.7.0

Aug 13, 2026 58 release files

0.6.1

Aug 11, 2026 58 release files

0.6.0

Aug 7, 2026 58 release files

0.5.8

Aug 6, 2026 58 release files

0.5.7

Aug 5, 2026 58 release files

0.5.6

Aug 3, 2026 58 release files

0.5.5

Aug 3, 2026 58 release files

0.5.4

Aug 3, 2026 58 release files

0.5.3

Jul 31, 2026 58 release files

0.5.2

Jul 10, 2026 58 release files

0.5.1

Jul 9, 2026 58 release files

0.5.0

Jul 8, 2026 58 release files

0.4.3

Jun 4, 2026 61 release files

0.4.2

Jun 4, 2026 61 release files

0.4.1

Jun 1, 2026 61 release files

0.4.0

May 27, 2026 61 release files

0.3.5

May 15, 2026 60 release files

0.3.4

May 13, 2026 60 release files

0.3.2

May 5, 2026 60 release files

0.3.1

May 4, 2026 60 release files

0.3.0

Apr 30, 2026 60 release files

0.2.3

Mar 6, 2026 60 release files

0.2.2

Mar 3, 2026 72 release files

0.2.1

Jan 14, 2026 73 release files

0.2.0

Jan 12, 2026 73 release files

0.1.2

Nov 21, 2025 73 release files

0.1.1

Nov 18, 2025 83 release files

0.0.7

Oct 23, 2025 72 release files

0.0.6

Aug 28, 2025 71 release files

0.0.5

Aug 14, 2025 71 release files

0.0.4

Jul 31, 2025 71 release files

0.0.3

Jul 24, 2025 115 release files

0.0.2

Jul 15, 2025 115 release files

0.0.1

Jul 12, 2025 115 release files

multimodars 0.7.4

Overview

Key Features

Installation

Quick Example

Pipeline

Documentation

License

Citation

Project links

Key dates

1 maintainer

Credits

License

Requires

Classifiers

Metadata

Project links

Key dates

1 maintainer

Credits

License

Requires

Classifiers

Release files for multimodars 0.7.4

Source distribution (sdist)

Built distributions (wheels)

Release files / multimodars-0.7.4.tar.gz

Release files / multimodars-0.7.4-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl

Release files / multimodars-0.7.4-pp311-pypy311_pp73-musllinux_1_2_i686.whl

Release files / multimodars-0.7.4-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl

Release files / multimodars-0.7.4-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl

Release files / multimodars-0.7.4-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / multimodars-0.7.4-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / multimodars-0.7.4-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / multimodars-0.7.4-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / multimodars-0.7.4-cp314-cp314t-musllinux_1_2_x86_64.whl

Release files / multimodars-0.7.4-cp314-cp314t-musllinux_1_2_i686.whl

Release files / multimodars-0.7.4-cp314-cp314t-musllinux_1_2_armv7l.whl

Release files / multimodars-0.7.4-cp314-cp314t-musllinux_1_2_aarch64.whl

Release files / multimodars-0.7.4-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / multimodars-0.7.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / multimodars-0.7.4-cp314-cp314-win_amd64.whl

Release files / multimodars-0.7.4-cp314-cp314-musllinux_1_2_x86_64.whl

Release files / multimodars-0.7.4-cp314-cp314-musllinux_1_2_i686.whl

Release files / multimodars-0.7.4-cp314-cp314-musllinux_1_2_armv7l.whl

Release files / multimodars-0.7.4-cp314-cp314-musllinux_1_2_aarch64.whl

Release files / multimodars-0.7.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / multimodars-0.7.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / multimodars-0.7.4-cp314-cp314-macosx_11_0_arm64.whl

Release files / multimodars-0.7.4-cp314-cp314-macosx_10_12_x86_64.whl

Release files / multimodars-0.7.4-cp313-cp313-win_amd64.whl

Release files / multimodars-0.7.4-cp313-cp313-musllinux_1_2_x86_64.whl

Release files / multimodars-0.7.4-cp313-cp313-musllinux_1_2_i686.whl

Release files / multimodars-0.7.4-cp313-cp313-musllinux_1_2_armv7l.whl

Release files / multimodars-0.7.4-cp313-cp313-musllinux_1_2_aarch64.whl

Release files / multimodars-0.7.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / multimodars-0.7.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / multimodars-0.7.4-cp313-cp313-macosx_11_0_arm64.whl

Release files / multimodars-0.7.4-cp313-cp313-macosx_10_12_x86_64.whl

Release files / multimodars-0.7.4-cp312-cp312-win_amd64.whl

Release files / multimodars-0.7.4-cp312-cp312-musllinux_1_2_x86_64.whl

Release files / multimodars-0.7.4-cp312-cp312-musllinux_1_2_i686.whl

Release files / multimodars-0.7.4-cp312-cp312-musllinux_1_2_armv7l.whl

Release files / multimodars-0.7.4-cp312-cp312-musllinux_1_2_aarch64.whl

Release files / multimodars-0.7.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / multimodars-0.7.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / multimodars-0.7.4-cp312-cp312-macosx_11_0_arm64.whl

Release files / multimodars-0.7.4-cp312-cp312-macosx_10_12_x86_64.whl

Release files / multimodars-0.7.4-cp311-cp311-win_amd64.whl

Release files / multimodars-0.7.4-cp311-cp311-musllinux_1_2_x86_64.whl

Release files / multimodars-0.7.4-cp311-cp311-musllinux_1_2_i686.whl

Release files / multimodars-0.7.4-cp311-cp311-musllinux_1_2_armv7l.whl

Release files / multimodars-0.7.4-cp311-cp311-musllinux_1_2_aarch64.whl

Release files / multimodars-0.7.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / multimodars-0.7.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / multimodars-0.7.4-cp311-cp311-macosx_11_0_arm64.whl

Release files / multimodars-0.7.4-cp311-cp311-macosx_10_12_x86_64.whl

Release files / multimodars-0.7.4-cp310-cp310-win_amd64.whl

Release files / multimodars-0.7.4-cp310-cp310-musllinux_1_2_x86_64.whl