deep75

const USE_GPU = true
using ParallelStencil
using ParallelStencil.FiniteDifferences3D
@static if USE_GPU
    @init_parallel_stencil(CUDA, Float64, 3)
else
    @init_parallel_stencil(Threads, Float64, 3)
end
using ImplicitGlobalGrid, Plots, Printf, Statistics, LinearAlgebra  # ATTENTION: plotting fails inside plotting library if using flag '--math-mode=fast'.
import MPI

deep75

const USE_GPU = false  # Use GPU? If this is set false, then no GPU needs to be available
using ParallelStencil
using ParallelStencil.FiniteDifferences2D
@static if USE_GPU
    @init_parallel_stencil(CUDA, Float64, 2)
else
    @init_parallel_stencil(Threads, Float64, 2)
end
using Plots, Printf, Statistics

deep75

using ParallelStencil
using ParallelStencil.FiniteDifferences2D
using Plots, Printf, Statistics, LinearAlgebra

@parallel function assign!(A::Data.Array, B::Data.Array)
    @all(A) = @all(B)
    return
end

@parallel function compute_error!(Err_A::Data.Array, A::Data.Array)

deep75

const USE_GPU = false  # Use GPU? If this is set false, then no GPU needs to be available
using ParallelStencil
using ParallelStencil.FiniteDifferences2D
@static if USE_GPU
    @init_parallel_stencil(CUDA, Float64, 2)
else
    @init_parallel_stencil(Threads, Float64, 2)
end
using Plots, Printf, Statistics

deep75

deep75

deep75

### A Pluto.jl notebook ###
# v0.18.4

using Markdown
using InteractiveUtils

# ╔═╡ 17d3ca02-afa8-11ec-2f02-21d36cc79349
using Distributed, ClusterManagers

# ╔═╡ eda32dec-9254-4a77-bfe2-2bdb63128fd0

deep75

apiVersion: kubevirt.io/v1
kind: VirtualMachineInstance
metadata:
  name: vm1
  labels:
    vmi : vm1
spec:
  terminationGracePeriodSeconds: 30
  domain:
    resources:

deep75

@everywhere begin
using NeuralPDE, Flux, ModelingToolkit, GalacticOptim, Optim, DiffEqFlux
import ModelingToolkit: Interval, infimum, supremum
end

@everywhere begin
@parameters t, x
@variables u(..)
Dxx = Differential(x)^2
Dtt = Differential(t)^2

deep75

@everywhere begin
using NeuralPDE, Flux, ModelingToolkit, GalacticOptim, Optim, DiffEqFlux
import ModelingToolkit: Interval, infimum, supremum
end

# the example is taken from this article https://arxiv.org/abs/1910.10503
@everywhere begin
@parameters x
@variables p(..)
Dx = Differential(x)