diff --git a/package/src/Interpreter.jl b/package/src/Interpreter.jl index 5881f65..2321b8f 100644 --- a/package/src/Interpreter.jl +++ b/package/src/Interpreter.jl @@ -33,7 +33,7 @@ function interpret(expressions::Vector{Expr}, variables::Matrix{Float32}, parame @inbounds for i in eachindex(exprs) kernel = @cuda launch=false interpret_expression(cudaExprs, cudaVars, cudaParams, cudaResults, cudaStepsize, i) # config = launch_configuration(kernel.fun) - threads = min(variableCols, 256) + threads = min(variableCols, 128) blocks = cld(variableCols, threads) kernel(cudaExprs, cudaVars, cudaParams, cudaResults, cudaStepsize, i; threads, blocks) diff --git a/package/src/Transpiler.jl b/package/src/Transpiler.jl index 9f13d6a..506902d 100644 --- a/package/src/Transpiler.jl +++ b/package/src/Transpiler.jl @@ -73,7 +73,7 @@ function evaluate(expressions::Vector{Expr}, variables::Matrix{Float32}, paramet # execute each kernel (also try doing this with Threads.@threads. Since we can have multiple grids, this might improve performance) for kernel in kernels # config = launch_configuration(kernels[i]) - threads = min(variableCols, 256) + threads = min(variableCols, 96) blocks = cld(variableCols, threads) cudacall(kernel, (CuPtr{Float32},CuPtr{Float32},CuPtr{Float32}), cudaVars, cudaParams, cudaResults; threads=threads, blocks=blocks) diff --git a/package/test/PerformanceTests.jl b/package/test/PerformanceTests.jl index 84f0249..0fbb53f 100644 --- a/package/test/PerformanceTests.jl +++ b/package/test/PerformanceTests.jl @@ -4,7 +4,7 @@ using BenchmarkTools using .Transpiler using .Interpreter -const BENCHMARKS_RESULTS_PATH = "./results" +const BENCHMARKS_RESULTS_PATH = "./results-fh" exprsCPU = [ # CPU interpreter requires an anonymous function and array ref s :(p[1] * x[1] + p[2]), # 5 op @@ -69,7 +69,7 @@ end # Add /usr/local/cuda/bin in .bashrc to PATH to access ncu and nsys (depending how well this works with my 1080 do it on my machine, otherwise re do the tests and perform them on FH PCs) # University setup at 10.20.1.7 if needed -compareWithCPU = false +compareWithCPU = true suite = BenchmarkGroup() @@ -143,9 +143,9 @@ if compareWithCPU println(gpuiVsGPUT_median) println(gpuiVsGPUT_std) - # BenchmarkTools.save("$BENCHMARKS_RESULTS_PATH/using_inbounds.json", results) + BenchmarkTools.save("$BENCHMARKS_RESULTS_PATH/3-tuned-blocksize_I128_T96.json", results) else - resultsOld = BenchmarkTools.load("$BENCHMARKS_RESULTS_PATH/using_inbounds.json")[1] + resultsOld = BenchmarkTools.load("$BENCHMARKS_RESULTS_PATH/2-using_inbounds.json")[1] medianGPUI_old = median(resultsOld["GPUI"]) stdGPUI_old = std(resultsOld["GPUI"]) diff --git a/package/test/PerformanceTuning.jl b/package/test/PerformanceTuning.jl index 2a66041..5e95fee 100644 --- a/package/test/PerformanceTuning.jl +++ b/package/test/PerformanceTuning.jl @@ -26,5 +26,5 @@ end @testset "Transpiler Tuning" begin - CUDA.@profile evaluate_gpu(exprsGPU, X, p; repetitions=expr_reps) + # CUDA.@profile evaluate_gpu(exprsGPU, X, p; repetitions=expr_reps) end \ No newline at end of file diff --git a/package/test/results-fh/3-tuned-blocksize_I128_T96.json b/package/test/results-fh/3-tuned-blocksize_I128_T96.json new file mode 100644 index 0000000..7696dff --- /dev/null +++ b/package/test/results-fh/3-tuned-blocksize_I128_T96.json @@ -0,0 +1 @@ +[{"Julia":"1.11.4","BenchmarkTools":{"major":1,"minor":6,"patch":0,"prerelease":[],"build":[]}},[["BenchmarkGroup",{"data":{"CPU":["BenchmarkGroup",{"data":{"medium 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