PINNeAPPle good first issues (Python)

[J8] Job queue and metering for the reference apps about 1 hour ago

help wanted roadmap priority: P3 effort: L area: apps

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[J5] Document the "simulation to surrogate in a day" reference workflow about 1 hour ago

help wanted roadmap priority: P2 effort: M area: apps

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[J3] Decide how the reference apps consume the library about 1 hour ago

help wanted roadmap priority: P2 effort: S area: apps

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[F9] Provenance and labelling of erosion-model constants about 1 hour ago

help wanted roadmap priority: P3 effort: M area: solvers

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[F7] Test remote solver execution against a real server about 1 hour ago

help wanted roadmap priority: P2 effort: M area: solvers

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[F6] Wall prism layers and target y+ in the OpenFOAM case generator about 1 hour ago

help wanted roadmap priority: P2 effort: L area: solvers

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[F5] OpenFOAM connector: document and test the known numerical limits about 1 hour ago

help wanted roadmap priority: P2 effort: M area: solvers

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[D8] Feed measured cost into resource-aware scheduling about 1 hour ago

help wanted roadmap priority: P2 effort: M area: benchmark-cost

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port examples/time_series/00_quickstart.py to the current API (time-series quickstart) about 2 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port templates/30_zarr_data_pipeline.py to the current API (Zarr data pipeline) about 7 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port templates/23_model_export.py to the current API (model export (ONNX and TorchScript)) about 7 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port templates/32_physics_validation.py to the current API (physics validation) about 7 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port templates/26_rom_pod_dmd.py to the current API (reduced-order models (POD and DMD)) about 7 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port templates/21_active_learning.py to the current API (active learning) about 7 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port templates/20_deeponet_surrogate.py to the current API (DeepONet surrogate) about 7 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port templates/18_inverse_problem.py to the current API (inverse problems (EKI and sensitivity)) about 7 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port templates/17_transfer_learning.py to the current API (transfer learning) about 7 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

Port templates/16_uncertainty_quantification.py to the current API (uncertainty quantification) about 7 hours ago

help wanted good first issue priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K20] Energy and emissions in the cost report about 7 hours ago

help wanted roadmap priority: P3 effort: M area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K19] Stochastic PDEs and rare events about 7 hours ago

help wanted roadmap priority: P3 effort: L area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K18] Physics foundation models and a fine-tuning recipe about 7 hours ago

help wanted roadmap priority: P3 effort: L area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K17] ParaView plugin and notebook widgets about 7 hours ago

help wanted roadmap priority: P3 effort: M area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K16] Format interoperability (XDMF, CGNS writer, STEP, SSP) about 7 hours ago

help wanted roadmap priority: P2 effort: M area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K15] Model monitoring in production (drift and envelope alarms) about 7 hours ago

help wanted roadmap priority: P2 effort: M area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K14] Experiment tracking adapter (MLflow, Weights & Biases) about 7 hours ago

help wanted roadmap priority: P2 effort: S area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K13] Compression and deployment (quantization, distillation, pruning, TensorRT) about 7 hours ago

help wanted roadmap priority: P2 effort: M area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K12] Neural operators for arbitrary geometry and mesh about 7 hours ago

help wanted roadmap priority: P2 effort: L area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K10] Optimal sensor placement and inverse design about 7 hours ago

help wanted roadmap priority: P2 effort: M area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K9] Topology optimization (SIMP with filtering) about 7 hours ago

help wanted roadmap priority: P2 effort: L area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[K8] Adaptive mesh refinement and adaptive point sampling about 7 hours ago

help wanted roadmap priority: P2 effort: L area: ecosystem

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[J7] Agent tool registry on top of PhysicalProblem about 7 hours ago

help wanted roadmap priority: P2 effort: L area: apps

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[I10] Validation status per item, generated from tests about 7 hours ago

help wanted good first issue roadmap priority: P2 effort: S area: release-quality

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[I9] Security and supply chain about 7 hours ago

help wanted roadmap priority: P2 effort: M area: release-quality

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[I8] Freeze the public API for 1.0 about 7 hours ago

help wanted roadmap priority: P2 effort: M area: release-quality

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[I5] Verify the sdist contains and imports every package about 7 hours ago

good first issue roadmap priority: P1 effort: S area: release-quality

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[H4] Edge execution with escalation about 7 hours ago

help wanted roadmap priority: P3 effort: L area: digital-twin

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[H3] Scan to twin scene about 7 hours ago

help wanted roadmap priority: P3 effort: L area: digital-twin

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[H2] Twin3D: complete OpenUSD export about 7 hours ago

help wanted roadmap priority: P2 effort: M area: digital-twin

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[G10] Transfer and meta-learning inside the workflow about 7 hours ago

help wanted roadmap priority: P3 effort: M area: surrogates-optimization

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[G9] Time-series cross-validation and regularization for the process optimizer about 7 hours ago

help wanted good first issue roadmap priority: P2 effort: S area: surrogates-optimization

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[G8] Multi-objective optimization with uncertainty about 7 hours ago

help wanted roadmap priority: P2 effort: M area: surrogates-optimization

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[G6] Equation discovery in the Experiment flow about 7 hours ago

help wanted roadmap priority: P2 effort: M area: surrogates-optimization

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[F10] More connectors (Abaqus, Elmer, SU2, MOOSE, ANSYS) about 7 hours ago

help wanted roadmap priority: P3 effort: L area: solvers

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[F8] Mass conservation in the immersed-boundary channel mode about 7 hours ago

help wanted roadmap priority: P2 effort: M area: solvers

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[F4] OpenFOAM: the missing case generators about 7 hours ago

help wanted roadmap priority: P2 effort: L area: solvers

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[F2] CalculiX: contact, plasticity, thermal and modal about 7 hours ago

help wanted roadmap priority: P2 effort: L area: solvers

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[E8] Honest figure captions about 7 hours ago

help wanted good first issue roadmap priority: P2 effort: S area: visualization

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[E7] Headless rendering recipe (server and CI) about 7 hours ago

good first issue roadmap priority: P1 effort: S area: visualization

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[E6] One palette and theme across PyVista, twin3d and the apps about 7 hours ago

help wanted roadmap priority: P2 effort: S area: visualization

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[D3] Reliable CPU memory measurement about 7 hours ago

help wanted roadmap priority: P2 effort: M area: benchmark-cost

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[A10] Automated code style: clean legacy lint debt in stages about 7 hours ago

help wanted roadmap priority: P2 effort: M area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

[A8] Lightweight governance about 7 hours ago

help wanted roadmap priority: P2 effort: S area: contributing

PINNeAPPle-Labs/PINNeAPPle

34

Pinneaple is an open-source Physics AI toolkit for Physics-Informed Neural Networks (PINNs), scientific ML, geometry processing, solvers, and reproducible training pipelines.

Python

PINNeAPPle-Labs/PINNeAPPle

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