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PyVale

Your virtual engineering laboratory: design experiments, analyse measurements, and iterate with confidence.

PyPI version Supported Python versions Tests Wheels Documentation MIT license

PyVale is a general purpose toolbox for simulation driven experimental design and experimental mechanics. Build virtual sensor arrays, generate realistic camera images, analyse DIC measurements, and feed what you learn into the next experiment. The core SensorSim, DIC, and Render modules are ready for general use. Tools for sensor placement optimisation, experimental design, and simulation validation metrics are under active development.

PyVale Design Framework

PyVale connects experimental design, measurement simulation, data analysis simulation validation and uncertainty quantification in an iterative workflow. Its core modules can be used independently or combined to close the loop between simulation and experiment.

Capability What it gives you Documentation
SensorSim Virtual sensor arrays, uncertainty models, and repeated simulated experiments Examples · Guide
DIC Two dimensional and stereo correlation, shape reconstruction, displacement, and strain Examples · Guide
Render Synthetic camera images, deforming meshes, and optical realism Examples · UV Examples

Core Capabilities

SensorSim · simulate measurements and uncertainty

Create virtual thermocouples, strain gauges, and other sensor arrays on multiphysics simulations. Model systematic and random uncertainty, repeat virtual experiments, and inspect the resulting measurement distributions.

SensorSim examples · User guide

Sensor locations Simulated sensor traces
Virtual sensor locations Simulated sensor traces

DIC · analyse deformation from images

Run two dimensional and stereo digital image correlation on synthetic or experimental images. Define regions of interest, correlate large image sets, reconstruct surfaces, and calculate displacement and strain.

DIC examples · User guide

Stereo region of interest Reconstructed shape
Stereo DIC region of interest Stereo DIC reconstructed shape

Render · build virtual camera experiments

Render deforming finite element meshes through the verified Riley rasteriser or the optional Blender backend. Configure camera geometry, distortion, point spread functions, textures, stereo pairs, and physically meaningful speckle scales.

Render examples → · UV mapping examples →

Riley render of a speckled plate with a hole

Install

PyVale supports Python 3.11 and newer. Most users will use Riley as their rendering engine for image simulation however, if you need path tracing then Blender integration requires Python 3.13 and the optional Blender dependencies.

Platform Install commands
pip pip install pyvale
uv uv add pyvale
Blender tools pip install "pyvale[blender]"

Installation guide · Browse all examples · Open the documentation

Acknowledgements

PyVale is developed by the Computer Aided Validation Team and collaborators. Its motivation comes from the demanding simulation validation experiments needed in fusion engineering, while its tools are intended for experimental mechanics generally.

Contributors · Contributing · Citation · MIT license

Metadata

Release files for pyvale 2026.10.0

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Source distribution (sdist)

Source distribution for pyvale 2026.10.0
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Built distributions (wheels)

Table of built distributions (wheels) for pyvale 2026.10.0
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pyvale-2026.10.0-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details for pyvale-2026.10.0-cp314-cp314t-win_amd64.whl
pyvale-2026.10.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for pyvale-2026.10.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
pyvale-2026.10.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details for pyvale-2026.10.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
pyvale-2026.10.0-cp314-cp314t-macosx_26_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 26.0+ ARM64 Details for pyvale-2026.10.0-cp314-cp314t-macosx_26_0_arm64.whl
pyvale-2026.10.0-cp314-cp314t-macosx_15_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 15.0+ ARM64 Details for pyvale-2026.10.0-cp314-cp314t-macosx_15_0_arm64.whl
pyvale-2026.10.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details for pyvale-2026.10.0-cp314-cp314-win_amd64.whl
pyvale-2026.10.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for pyvale-2026.10.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
pyvale-2026.10.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details for pyvale-2026.10.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
pyvale-2026.10.0-cp314-cp314-macosx_26_0_arm64.whl CPython 3.14 CPython 3.14 macOS 26.0+ ARM64 Details for pyvale-2026.10.0-cp314-cp314-macosx_26_0_arm64.whl
pyvale-2026.10.0-cp314-cp314-macosx_15_0_arm64.whl CPython 3.14 CPython 3.14 macOS 15.0+ ARM64 Details for pyvale-2026.10.0-cp314-cp314-macosx_15_0_arm64.whl
pyvale-2026.10.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details for pyvale-2026.10.0-cp313-cp313-win_amd64.whl
pyvale-2026.10.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for pyvale-2026.10.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
pyvale-2026.10.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details for pyvale-2026.10.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
pyvale-2026.10.0-cp313-cp313-macosx_26_0_arm64.whl CPython 3.13 CPython 3.13 macOS 26.0+ ARM64 Details for pyvale-2026.10.0-cp313-cp313-macosx_26_0_arm64.whl
pyvale-2026.10.0-cp313-cp313-macosx_15_0_arm64.whl CPython 3.13 CPython 3.13 macOS 15.0+ ARM64 Details for pyvale-2026.10.0-cp313-cp313-macosx_15_0_arm64.whl
pyvale-2026.10.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for pyvale-2026.10.0-cp312-cp312-win_amd64.whl
pyvale-2026.10.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for pyvale-2026.10.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
pyvale-2026.10.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details for pyvale-2026.10.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
pyvale-2026.10.0-cp312-cp312-macosx_26_0_arm64.whl CPython 3.12 CPython 3.12 macOS 26.0+ ARM64 Details for pyvale-2026.10.0-cp312-cp312-macosx_26_0_arm64.whl
pyvale-2026.10.0-cp312-cp312-macosx_15_0_arm64.whl CPython 3.12 CPython 3.12 macOS 15.0+ ARM64 Details for pyvale-2026.10.0-cp312-cp312-macosx_15_0_arm64.whl
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pyvale-2026.10.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for pyvale-2026.10.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
pyvale-2026.10.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details for pyvale-2026.10.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
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