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Changelog

All notable changes to this project will be documented in this file.

The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.

[2.4.0] - 2026-03-09

Fixed

  • Fixed HTTP Error 308 when running examples/super_resolution.py
  • Fixed deprecated documentation links to the Johns Hopkins Turbulence Database

Dependencies

  • Updated package to use physicsnemo v2.0 APIs

[2.3.0] - 2025-11-17

Added

  • Added Blackwell support

[2.2.0] - 2025-08-26

Added

  • Improved performance of connectivity calculation. Refactor of Least squares gradients
  • Added Incompressible Navier Stokes PDE as a special formulation
  • Added ability for make_nodes function to return a dict

Changed

Deprecated

Removed

Fixed

Security

Dependencies

[2.1.0] - 2025-06-10

Fixed

  • Fix the zero equation formulation to correctly reflect turbulent kinematic viscosity

  • Made tiny-cuda-nn optional in deployment image

[2.0.0] - 2025-03-18

Changed

  • Update inspect.getargspec usage

Fixed

  • Fix optimizer checkpoint loading errors

Dependencies

  • Remove upper bound for Cython
  • Add upper bound for numpoly (transitive dependency of chaospy)

[1.8.0] - 2024-12-04

Added

  • Added devcontainer support.

Changed

  • Speeds up CUDA extension build by about 3x.

Fixed

  • Fix the area calculated for STL meshes.

Dependencies

  • Relaxes versions for several dependencies.

[1.7.0] - 2024-09-24

Added

  • AMP for derivatives.
  • DALI based dataloader for Geometry module.
  • Generalized PDE residual computing utility.
  • Support for spatial gradients calculations using finite difference, meshless finite difference, spectral and least squares methods.
  • Add docs for SDF and relevant features for geometry module.

Dependencies

  • Upgrade Sympy and Scikit-Learn versions.

Security

  • Upgrade notebook, opencv-python and setuptools versions to fix CVEs GHSA-9q39-rmj3-p4r2, GHSA-qr4w-53vh-m672, and GHSA-cx63-2mw6-8hw5 respectively.

[1.6.0] - 2024-07-23

Added

  • Added inference notebook for Turbulence Super-resolution example.

Changed

  • Warp based backed for STL geometry handling

Dependencies

  • Update timm dependency
  • Update minimum python version to 3.10

[1.5.0] - 2024-04-17

Added

  • Added reservoir examples using GenAI and CCUS workflows.

Security

  • Update OpenCV and Pillow versions to fix security

[1.4.0] - 2024-01-25

Fixed

  • Fix bug for ConvFullyConnectedArch.
  • Updating Activation.SILU test to conform with updated nvFuser kernel generation.

[1.3.0] - 2023-11-20

Added

  • Added instructions for docker build on ARM architecture.
  • Added domain decomposition examples using X-PINN and FB-PINN style.

Changed

  • Integrated the network architecture layers into PhysicsNeMo-Core.

Fixed

  • Fixed Gradient Aggregation bug.

Security

  • Upgrade Pillow and Sympy to their latest versions.
  • Upgrade Scikit-Learn version.

Dependencies

  • Updated base PyTorch container to 23.10 and Optix version to 7.3.0

[1.2.0] - 2023-09-21

Added

  • Example for reservoir modeling using PINO and FNO

[1.1.0] - 2023-08-10

Added

  • Added a CHANGELOG.md

Removed

  • Accompanying licenses (will provide in the PhysicsNeMo docker image).

Fixed

  • Arch from_config bug for literal params.
  • Fixed fused SiLU activation test.
  • Update np.bool to np.bool_.
  • Added a workaround fix for the CUDA graphs error in multi-node runs

Dependencies

  • Updated the base container to latest PyTorch base container which is based on torch 2.0
  • Container now supports CUDA 12, Python 3.10
  • Updated symengine to >=0.10.0 and vtk to >=9.2.6

[1.0.0] - 2023-05-08

Added

  • Initial public release.