From 81f5bdac6be1cb39effe8c4409c01163af460432 Mon Sep 17 00:00:00 2001 From: SCiarella Date: Wed, 26 Feb 2025 17:40:20 +0100 Subject: [PATCH 01/31] Add CNO CUDA wrapper --- README.md | 2 +- src/ConvolutionalNeuralOperators.jl | 2 +- src/models.jl | 14 +++++++++ test/test-training.jl | 45 +++++++++++++++++++++++++++++ 4 files changed, 61 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index ee0ff36..e0fffd9 100644 --- a/README.md +++ b/README.md @@ -19,7 +19,7 @@ The CNOs can then be used as custom Lux models and they are compatible with [clo ```julia using Pkg -Pkg.add("git@github.com:DEEPDIP-project/ConvolutionalNeuralOperator.jl.git") +Pkg.add(url="git@github.com:DEEPDIP-project/ConvolutionalNeuralOperator.jl.git") ``` ## Usage diff --git a/src/ConvolutionalNeuralOperators.jl b/src/ConvolutionalNeuralOperators.jl index 9e63eff..e0e07da 100644 --- a/src/ConvolutionalNeuralOperators.jl +++ b/src/ConvolutionalNeuralOperators.jl @@ -6,6 +6,6 @@ ArrayType = CUDA.functional() ? CUDA.CuArray : Array include("utils.jl") include("models.jl") -export create_CNO, create_CNOdownsampler, create_CNOupsampler, create_CNOactivation +export create_CNO, create_CNOdownsampler, create_CNOupsampler, create_CNOactivation, cno end diff --git a/src/models.jl b/src/models.jl index 5f13784..f6f7ad6 100644 --- a/src/models.jl +++ b/src/models.jl @@ -428,3 +428,17 @@ end function combined_mconv_activation_updown(y, k, mask, activation, updown) updown(activation(apply_masked_convolution(y, k = k, mask = mask))) end + +function cno(kwargs...) + if use_cuda + dev = Lux.gpu_device() + else + dev = Lux.cpu_device() + end + filtered_kwargs = Dict(k => v for (k, v) in kwargs if k != :use_cuda && k != :rng) + model = create_CNO(; filtered_kwargs...) + params, state = Lux.setup(rng, model) + state = state |> dev + params = ComponentArray(params) |> dev + (model, params, state) +end diff --git a/test/test-training.jl b/test/test-training.jl index 00cbc16..9452d47 100644 --- a/test/test-training.jl +++ b/test/test-training.jl @@ -103,4 +103,49 @@ using Test # Importing the Test module for @test statements loss_final = loss(optim_result.u, 128) @test loss_final < loss_0 # Ensure loss decreases after optimization + # Now test the CUDA wrapper + model, θ, st = cno( + T = T, + N = N, + D = D, + cutoff = cutoff, + ch_sizes = ch_, + activations = act, + down_factors = df, + k_radii = k_rad, + bottleneck_depths = bd, + rng = rng, + use_cuda = false, + ) + + @info "There are $(length(θ)) parameters" + + @test typeof(model) <: Lux.Chain + @test size(model(u, θ, st)[1]) == size(u) + function loss(θ, batch = 16) + y = rand(T, N, N, 1, batch) + y = cat(y, y, dims = 3) + yout = model(y, θ, st)[1] + return sum(abs2, (yout .- y)) + end + loss_0 = loss(θ, 128) + @test isfinite(loss_0) # Ensure initial loss is a finite number + g = Zygote.gradient(θ -> loss(θ), θ) + @test !isnothing(g) # Ensure gradient is calculated successfully + function callback(p, l_train) + println("Training Loss: $(l_train)") + false + end + optf = Optimization.OptimizationFunction((p, _) -> loss(p), Optimization.AutoZygote()) + optprob = Optimization.OptimizationProblem(optf, θ) + ClipAdam = OptimiserChain(Adam(1.0e-1), ClipGrad(1)) + optim_result, optim_t, optim_mem, _ = @timed Optimization.solve( + optprob, + ClipAdam, + maxiters = 10, + callback = callback, + progress = true, + ) + loss_final = loss(optim_result.u, 128) + @test loss_final < loss_0 end From 784b22e1433ae185b512c05bf0370979ba2c0bab Mon Sep 17 00:00:00 2001 From: SCiarella Date: Thu, 6 Mar 2025 09:00:18 +0100 Subject: [PATCH 02/31] Add dimension check --- Project.toml | 10 ++++++---- src/models.jl | 6 ++++++ 2 files changed, 12 insertions(+), 4 deletions(-) diff --git a/Project.toml b/Project.toml index 9957f66..809e8e1 100644 --- a/Project.toml +++ b/Project.toml @@ -8,6 +8,7 @@ CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" ChainRules = "082447d4-558c-5d27-93f4-14fc19e9eca2" ComponentArrays = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66" FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" +JuliaFormatter = "98e50ef6-434e-11e9-1051-2b60c6c9e899" Lux = "b2108857-7c20-44ae-9111-449ecde12c47" LuxCore = "bb33d45b-7691-41d6-9220-0943567d0623" NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" @@ -15,12 +16,13 @@ Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" Tullio = "bc48ee85-29a4-5162-ae0b-a64e1601d4bc" [compat] -Tullio = "0.3" -ChainRules = "1" CUDA = "5" -Lux = "1" +ChainRules = "1" ComponentArrays = "0.15" -LuxCore = "1" FFTW = "1" +JuliaFormatter = "1.0.62" +Lux = "1" +LuxCore = "1" NNlib = "0.9" +Tullio = "0.3" julia = "1.10" diff --git a/src/models.jl b/src/models.jl index f6f7ad6..85e8ee2 100644 --- a/src/models.jl +++ b/src/models.jl @@ -280,6 +280,12 @@ function ((;)::CNO)(x, params, state) bottleneck_ranges = state.bottleneck_ranges reversed_bottleneck_ranges = state.reversed_bottleneck_ranges + # Assert that the dimensions of x are correct + for i in range(1, D) + @assert size(x, i) == N "ERROR: x has dimension $i = $(size(x, i)) but it should be $N" + end + + # we have to keep track of each downsampled state intermediate_states = [] From d8e9ff5c64d23ae7d2a492c7273ddbbbfa68b697 Mon Sep 17 00:00:00 2001 From: SCiarella Date: Thu, 13 Mar 2025 08:21:47 +0100 Subject: [PATCH 03/31] autopush --- src/models.jl | 1 - 1 file changed, 1 deletion(-) diff --git a/src/models.jl b/src/models.jl index 85e8ee2..794076d 100644 --- a/src/models.jl +++ b/src/models.jl @@ -285,7 +285,6 @@ function ((;)::CNO)(x, params, state) @assert size(x, i) == N "ERROR: x has dimension $i = $(size(x, i)) but it should be $N" end - # we have to keep track of each downsampled state intermediate_states = [] From d22101b3c90b58e728e6c621b70fec77978c1756 Mon Sep 17 00:00:00 2001 From: SCiarella Date: Thu, 13 Mar 2025 14:31:31 +0100 Subject: [PATCH 04/31] autopush --- Project.toml | 29 ++++++ test/Project.toml | 15 --- test/config.yaml | 53 +++++++++++ test/data_train.jld2 | Bin 0 -> 1043927 bytes test/skiptest-couplednode.jl | 179 +++++++++++++++++++++++++++++++++++ 5 files changed, 261 insertions(+), 15 deletions(-) delete mode 100644 test/Project.toml create mode 100644 test/config.yaml create mode 100644 test/data_train.jld2 create mode 100644 test/skiptest-couplednode.jl diff --git a/Project.toml b/Project.toml index 809e8e1..add2e8c 100644 --- a/Project.toml +++ b/Project.toml @@ -15,14 +15,43 @@ NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" Tullio = "bc48ee85-29a4-5162-ae0b-a64e1601d4bc" +[sources] +CoupledNODE = {rev = "main", url = "https://github.com/DEEPDIP-project/CoupledNODE.jl.git"} +NeuralClosure = {rev = "main", url = "https://github.com/DEEPDIP-project/NeuralClosure.jl.git"} + [compat] CUDA = "5" ChainRules = "1" ComponentArrays = "0.15" +DifferentialEquations = "7.16.0" FFTW = "1" JuliaFormatter = "1.0.62" Lux = "1" LuxCore = "1" NNlib = "0.9" +Optimization = "4.1.1" +OptimizationOptimisers = "0.3.7" +Plots = "1.40.10" +TestImages = "1.9.0" Tullio = "0.3" julia = "1.10" + +[extras] +Adapt = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" +CoupledNODE = "88291d29-22ea-41b1-bc0b-03785bffce48" +DifferentialEquations = "0c46a032-eb83-5123-abaf-570d42b7fbaa" +IncompressibleNavierStokes = "5e318141-6589-402b-868d-77d7df8c442e" +JLD2 = "033835bb-8acc-5ee8-8aae-3f567f8a3819" +NeuralClosure = "099dac27-d7f2-4047-93d5-0baee36b9c25" +Optimisers = "3bd65402-5787-11e9-1adc-39752487f4e2" +Optimization = "7f7a1694-90dd-40f0-9382-eb1efda571ba" +OrdinaryDiffEqTsit5 = "b1df2697-797e-41e3-8120-5422d3b24e4a" +OptimizationOptimisers = "42dfb2eb-d2b4-4451-abcd-913932933ac1" +Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" +Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" +TestImages = "5e47fb64-e119-507b-a336-dd2b206d9990" +TestItemRunner = "f8b46487-2199-4994-9208-9a1283c18c0a" +Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f" + +[targets] +test = ["Test", "TestImages", "Adapt", "CoupledNODE", "IncompressibleNavierStokes", "JLD2", "NeuralClosure", "Optimisers", "OrdinaryDiffEqTsit5", "TestItemRunner", "Zygote", "Plots", "DifferentialEquations", "Optimization", "OptimizationOptimisers"] diff --git a/test/Project.toml b/test/Project.toml deleted file mode 100644 index 9af88ad..0000000 --- a/test/Project.toml +++ /dev/null @@ -1,15 +0,0 @@ -[deps] -ComponentArrays = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66" -ConvolutionalNeuralOperators = "d769ba41-1544-53e8-a779-241a28c31cef" -DifferentialEquations = "0c46a032-eb83-5123-abaf-570d42b7fbaa" -Lux = "b2108857-7c20-44ae-9111-449ecde12c47" -NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -Optimization = "7f7a1694-90dd-40f0-9382-eb1efda571ba" -OptimizationOptimisers = "42dfb2eb-d2b4-4451-abcd-913932933ac1" -Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -ProgressLogging = "33c8b6b6-d38a-422a-b730-caa89a2f386c" -Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" -Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" -TestItemRunner = "f8b46487-2199-4994-9208-9a1283c18c0a" -TestImages = "5e47fb64-e119-507b-a336-dd2b206d9990" -Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f" diff --git a/test/config.yaml b/test/config.yaml new file mode 100644 index 0000000..636616a --- /dev/null +++ b/test/config.yaml @@ -0,0 +1,53 @@ +docreatedata: true +docomp: true +ntrajectory: 8 +T: "Float32" +params: + D: 2 + lims: [0.0, 1.0] + Re: 6000.0 + tburn: 0.5 + tsim: 2.0 + savefreq: 100 + ndns: 32 + nles: [16] + filters: ["FaceAverage()"] + icfunc: "(setup, psolver, rng) -> random_field(setup, T(0); kp=20, psolver, rng)" + method: "RKMethods.Wray3(; T)" + bodyforce: "(dim, x, y, t) -> (dim == 1) * 5 * sinpi(8 * y)" + issteadybodyforce: true + processors: "(; log = timelogger(; nupdate=100))" + Δt: 0.0001 +seeds: + dns: 123 + θ_start: 234 + prior: 345 + post: 456 +closure: + name: "cno_5" + type: cno + size: 32 + cutoff: 10 + channels: [2, 2] + activations: ["relu", "identity"] + down_factors: [2, 2] + radii: [2, 2] + bottleneck_depths: [2, 2, 2] + rng: 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