MindSpore Flow

Installation Deployment

  • MindSpore Flow Installation

Features

  • Solving PINNs Based on MindSpore Flow

Physics-driven

  • 1D Burgers
  • 2D stabilized Darcy Problem
  • 2D Cylinder Flow
  • 2D & 3D Poisson
  • Two-dimensional Taylor Green Vortex
  • Inverse Navier-Stokes Problem
  • Neural Representation Method for Boltzmann Equation
  • PINNs for Kovasznay Flow
  • Raynold-averaged Navier-Stokes
  • PINNs for Point Source Poisson

Data-driven

  • AI Industrial Flow Simulation Model (DongFang YuFeng)
  • FNO for 1D Burgers
  • FNO for 2D Navier-Stokes
  • KNO for 1D Burgers
  • KNO for 2D Navier-Stokes
  • Multi-timestep Complicated Flow Field Prediction with Transonic Airfoil under Data Driven Mode(with Two Kinds of Backbones: FNO2D and UNET2D)
  • Reduced order model for three-dimensional unsteady flow
  • FNO for 3D Navier-Stokes
  • Solve Burgers’ equation based on Spectral Neural Operator
  • Solve Navier-Stokes equation based on Spectral Neural Operator
  • Solve Navier-Stokes equation based on 3D Spectral Neural Operator

Data Mechanism Fusion

  • PDE-Net for Convection-Diffusion Equation
  • PeRCNN for 2D burgers Equation
  • PeRCNN for 3D Reaction-Diffusion Equation
  • PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems

CFD-solver

  • 1D Lax Tube
  • 1D Sod Tube
  • 2D Couette Flow
  • 2D Riemann
  • 2D acoustic problem

API Reference

  • mindflow.cell
  • mindflow.cfd
  • mindflow.core
  • mindflow.data
  • mindflow.geometry
  • mindflow.pde

RELEASE NOTES

  • Release Notes
MindSpore Flow
  • »
  • Overview: module code

All modules for which code is available

  • mindflow.cell.activation
  • mindflow.cell.attention
  • mindflow.cell.basic_block
  • mindflow.cell.diffusion
  • mindflow.cell.diffusion_transformer
  • mindflow.cell.neural_operators.fno
  • mindflow.cell.neural_operators.pdenet
  • mindflow.cell.neural_operators.percnn
  • mindflow.cell.neural_operators.sno
  • mindflow.cell.unet2d
  • mindflow.cell.vit
  • mindflow.cfd.runtime
  • mindflow.cfd.simulator
  • mindflow.cfd.utils
  • mindflow.cfd.visualization
  • mindflow.core.derivatives
  • mindflow.core.losses
  • mindflow.core.lr_scheduler
  • mindflow.core.optimizers
  • mindflow.data.boundary
  • mindflow.data.data_base
  • mindflow.data.dataset
  • mindflow.data.equation
  • mindflow.data.existed_data
  • mindflow.data.mind_dataset
  • mindflow.geometry.csg
  • mindflow.geometry.geom_utils
  • mindflow.geometry.geometry_1d
  • mindflow.geometry.geometry_2d
  • mindflow.geometry.geometry_3d
  • mindflow.geometry.geometry_base
  • mindflow.geometry.geometry_nd
  • mindflow.geometry.geometry_td
  • mindflow.pde.flow_with_loss
  • mindflow.pde.pde_with_loss
  • mindflow.pde.sympy2mindspore.parse_sympy

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