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Open-source deep-learning framework for building, training, and fine-tuning deep learning models using state-of-the-art Physics-ML methods

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### Version 1.0.1 ### On which installation method(s) does this occur? Pip ### Describe the issue Dear StormCast Team, I failed to load the checkpoint file of pre-trained StormCast model....

bug
? - Needs Triage

# PhysicsNeMo Pull Request ## Description ## Checklist - [ ] I am familiar with the [Contributing Guidelines](https://github.com/NVIDIA/physicsnemo/blob/main/CONTRIBUTING.md). - [ ] New or existing tests cover these changes. - [...

### Version 1.0.0 ### On which installation method(s) does this occur? Pip ### Describe the issue When running `DistributedManager` within a `SLURM `script using `sbatch`, the process fails at the...

bug
external

Using itertools.islice helps streamline the validation loop by limiting the number of batches processed, making validation more time-efficient without extra overhead. # PhysicsNeMo Pull Request ## Description ## Checklist -...

This commit adds a new, small functionality to physicsnemo's version check tools, to see if a package is installed. Then, the import of the datapipes leverages this tool to prevent...

### Is this a new feature, an improvement, or a change to existing functionality? New Feature ### How would you describe the priority of this feature request Critical (currently preventing...

enhancement
? - Needs Triage

### Version 0.10.0 ### On which installation method(s) does this occur? _No response_ ### Describe the issue MeshGraphNet is approximately 2x faster in some scenarios using TELayerNorm instead of LayerNorm....

bug
? - Needs Triage

[Here](https://github.com/NVIDIA/physicsnemo/blob/35686da165c0b2f33e107c908e5226c2d3d3749b/physicsnemo/datapipes/cae/__init__.py#L17) Domino datapipe is being added in the init file, this will cause import errors even for using the `MeshDatapipe`, since DOMINO uses `warp-lang` and `scipy` which are not included...

# PhysicsNeMo Pull Request ## Description This change adds stochastic flowmatching to the existing CorrDiff implementation ## Checklist - [x] I am familiar with the [Contributing Guidelines](https://github.com/NVIDIA/physicsnemo/blob/main/CONTRIBUTING.md). - [ ]...

# PhysicsNeMo Pull Request ## Description ## Checklist - [x] I am familiar with the [Contributing Guidelines](https://github.com/NVIDIA/physicsnemo/blob/main/CONTRIBUTING.md). - [x] New or existing tests cover these changes. - [x] The documentation...