rippl 0.6.0

High-performance physics compiler and PINN engine.

rippl

The physics compiler for neural networks.

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What it is

rippl is a physics compiler. You write the PDE. rippl solves it. It sits between you and PyTorch — handling residual computation, boundary enforcement, causal training, and adaptive loss balancing so you don't have to.

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7 Lines

import rippl
import rippl.nn as nn

model  = nn.MLP(in_dim=2, out_dim=1)
engine = rippl.compile(model)
result = rippl.run(domain, equation, engine,
                causal=True, adaptive_loss=True, hard_bcs=True)

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Install

pip install rippl

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Multi-GPU Scaling

Multi-GPU DDP training and advanced 3D mesh ingestion are supported via the rippl-pro plugin architecture.

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License

Apache 2.0 — see LICENSE