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cpp/half_to_float.cuh 1.89 KB
5c079506   Laila Saadatifard   upload the ivote ...
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  #ifndef STIM_CUDA_HALF_TO_FLOAT_H
  #define STIM_CUDA_HALF_TO_FLOAT_H
  
  #include <iostream>
  #include <cuda.h>
  #include <stim/cuda/cudatools.h>
  #include <stim/cuda/sharedmem.cuh>
  #include <stim/cuda/cudatools/error.h>
  #include "cuda_fp16.h"
  
  		__global__ void cuda_h2f(float* gpu_float, half* gpu_half, int x, int y, int z){
  
  			
  			//calculate x,y,z coordinates for this thread
  			int xi = blockIdx.x * blockDim.x + threadIdx.x;
  			//find the grid size along y
  			int grid_y = y / blockDim.y;
  			int blockidx_y = blockIdx.y % grid_y;
  			int yi = blockidx_y * blockDim.y + threadIdx.y;
  			int zi = blockIdx.y / grid_y;
  			int i = zi * x * y + yi * x + xi;
  
  			if(xi >= x|| yi >= y || zi>= z) return;
  
  							
  			gpu_float[i] = __half2float(gpu_half[i]);
  							
  		}
  
  
  		void gpu_h2f(float* gpu_float, half* gpu_half, unsigned int x, unsigned int y, unsigned int z){
  
  			
  			int max_threads = stim::maxThreadsPerBlock();
  			dim3 threads(sqrt (max_threads),sqrt (max_threads));
  			dim3 blocks(x / threads.x + 1, (y / threads.y + 1) * z);
  
  			//call the GPU kernel to determine the gradient
  			cuda_h2f <<< blocks, threads >>>(gpu_float, gpu_half, x, y, z);
  
  		}
  
  
  		
  		void cpu_f2h(float* f_out, half* h_in, unsigned int x, unsigned int y, unsigned int z){
  
  			//calculate the number of pixels in the array
  			unsigned int pix = x* y* z;
  
  			//allocate memory on the GPU for the input half precision
  			half* gpu_half;
  			cudaMalloc(&gpu_half, pix * sizeof(half));			
  			cudaMemcpy(gpu_half, h_in, pix * sizeof(half), cudaMemcpyHostToDevice);
  
  			//allocate memory on the GPU for the output float precision.
  			float* gpu_float;
  			cudaMalloc(&gpu_float, pix * sizeof(float));
  			
  			
  
  			//call the GPU version of this function
  			gpu_h2f(gpu_float, gpu_half, x, y, z);
  
  			cudaMemcpy(f_out, gpu_float, pix * sizeof(float), cudaMemcpyDeviceToHost);
  
  			
  
  			//free allocated memory
  			cudaFree(gpu_float);
  			cudaFree(gpu_half);
  
  		}
  
  
  #endif