wrote equivalent python code
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src/main.cu
16
src/main.cu
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@ -1,4 +1,4 @@
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// #include "hurricanedata/fielddata.h"
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#include "hurricanedata/fielddata.h"
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#include "hurricanedata/gpubufferhandler.h"
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#include "hurricanedata/datareader.h"
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#include "hurricanedata/gpubuffer.h"
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@ -10,9 +10,10 @@
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#include <memory>
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#include <iomanip>
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__global__ void getSingleValue(float *ans, const FieldMetadata &fmd, FieldData fd) {
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float xi = getVal(fmd, fd, 1, 20, 100, 100);
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*ans = xi;
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__global__ void middleOfTwoValues(float *ans, const FieldMetadata &fmd, FieldData fd) {
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float xi = getVal(fmd, fd, 0, 20, 100, 100);
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float yi = getVal(fmd, fd, 1, 20, 100, 100);
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*ans = (xi+yi)/2;
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}
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int main() {
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@ -20,7 +21,6 @@ int main() {
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std::string variable = "T";
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// std::unique_ptr<DataReader> dataReader = std::make_unique<DataReader>(path, variable);
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DataReader dataReader{path, variable};
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std::cout << "created datareader\n";
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@ -38,16 +38,14 @@ int main() {
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for (int i = 0; i < 10; i++) {
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FieldData fd = bufferHandler.nextFieldData();
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getSingleValue<<<1, 1>>>(ptr_test_read, *bufferHandler.fmd, fd);
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middleOfTwoValues<<<1, 1>>>(ptr_test_read, *bufferHandler.fmd, fd);
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cudaDeviceSynchronize();
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std::cout << "ptr_test_read = " << std::fixed << std::setprecision(6) << *ptr_test_read << "\n";
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}
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// TODO: Write an example loop using buffering and measure it.
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// TODO: Free data properly in FieldData (maybe make an iterator)
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// TODO: measure data transfer time in this example code.
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cudaFree(ptr_test_read);
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return 0;
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}
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@ -0,0 +1,30 @@
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import numpy as np
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from netCDF4 import Dataset
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# file_path = 'data/MERRA2_400.inst6_3d_ana_Np.20120101.nc4'
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# ncfile = Dataset(file_path, 'r')
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file_paths = [
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'data/atmosphere_MERRA-wind-speed[179253532]/MERRA2_400.inst6_3d_ana_Np.20120101.nc4',
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'data/atmosphere_MERRA-wind-speed[179253532]/MERRA2_400.inst6_3d_ana_Np.20120102.nc4',
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'data/atmosphere_MERRA-wind-speed[179253532]/MERRA2_400.inst6_3d_ana_Np.20120103.nc4'
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]
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ncfiles = [Dataset(file_path) for file_path in file_paths]
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# print(f"{Temp[0, 20, 100, 100]=}")
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for i in range(10):
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Temp = ncfiles[i//4].variables['T'][:]
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x = Temp[i%4, 20, 100, 100]
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Temp2 = ncfiles[(i+1)//4].variables['T'][:]
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y = Temp2[(i+1)%4, 20, 100, 100]
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print(f"{(x+y)/2=}")
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# Close the NetCDF file
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for ncfile in ncfiles:
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ncfile.close()
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