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math/field.cuh 9.7 KB
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  #ifndef RTS_FIELD_CUH
  #define RTS_FIELD_CUH
  
  #include <vector>
  #include <string>
  #include <sstream>
  
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  #include "cublas_v2.h"
  #include <cuda_runtime.h>
  
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  #include "../math/rect.h"
  #include "../cuda/threads.h"
  #include "../cuda/error.h"
  #include "../cuda/devices.h"
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  #include "../visualization/colormap.h"
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  namespace rts{
  
  //multiply R = X * Y
  template<typename T>
  __global__ void gpu_field_multiply(T* R, T* X, T* Y, unsigned int r0, unsigned int r1){
  
  	int iu = blockIdx.x * blockDim.x + threadIdx.x;
      int iv = blockIdx.y * blockDim.y + threadIdx.y;
  
      //make sure that the thread indices are in-bounds
      if(iu >= r0 || iv >= r1) return;
  
      //compute the index into the field
      int i = iv*r0 + iu;
  
      //calculate and store the result
      R[i] = X[i] * Y[i];
  }
  
  //assign a constant value to all points
  template<typename T>
  __global__ void gpu_field_assign(T* ptr, T val, unsigned int r0, unsigned int r1){
  
  	int iu = blockIdx.x * blockDim.x + threadIdx.x;
  	int iv = blockIdx.y * blockDim.y + threadIdx.y;
  
  	//make sure that the thread indices are in-bounds
  	if(iu >= r0 || iv >= r1) return;
  
  	//compute the index into the field
  	int i = iv*r0 + iu;
  
  	//calculate and store the result
  	ptr[i] = val;
  }
  
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  //crop the field to the new dimensions (width x height)
  template<typename T>
  __global__ void gpu_field_crop(T* dest, T* source, 
  								unsigned int r0, unsigned int r1, 
  								unsigned int width, unsigned int height){
  
  	int iu = blockIdx.x * blockDim.x + threadIdx.x;
      int iv = blockIdx.y * blockDim.y + threadIdx.y;
  
      //make sure that the thread indices are in-bounds
      if(iu >= width || iv >= height) return;
  
      //compute the index into the field
      int is = iv*r0 + iu;
      int id = iv*width + iu;
  
      //calculate and store the result
      dest[id] = source[is];
  }
  
  template<typename T, unsigned int D = 1>
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  class field{
  
  protected:
  
  	T* X[D];			//pointer to the field data
  	unsigned int R[2];	//field resolution
  	rts::rect<T> shape;		//position and shape of the field slice
  
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  	//calculates the optimal block and grid sizes using information from the GPU
  	void cuda_params(dim3& grids, dim3& blocks){
  		int maxThreads = rts::maxThreadsPerBlock(); //compute the optimal block size
  		int SQRT_BLOCK = (int)std::sqrt((float)maxThreads);
  
  		//create one thread for each detector pixel
  		blocks = dim3(SQRT_BLOCK, SQRT_BLOCK);
  		grids = dim3((R[0] + SQRT_BLOCK -1)/SQRT_BLOCK, (R[1] + SQRT_BLOCK - 1)/SQRT_BLOCK);
  	}
  
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  	//find the maximum value of component n
  	T find_max(unsigned int n){
  		cublasStatus_t stat;
  		cublasHandle_t handle;
  
  		//create a CUBLAS handle
  		stat = cublasCreate(&handle);
  		if(stat != CUBLAS_STATUS_SUCCESS){
  			std::cout<<"CUBLAS Error: initialization failed"<<std::endl;
  			exit(1);
  		}
  
  		int L = R[0] * R[1];    //compute the number of discrete points in a slice
  		int index;				//result of the max operation
  		T result;
  
  		if(sizeof(T) == 4)
  			stat = cublasIsamax(handle, L, (const float*)X[n], 1, &index);
  		else
  			stat = cublasIdamax(handle, L, (const double*)X[n], 1, &index);
  
  		index -= 1;        //adjust for 1-based indexing
  
  		//if there was a GPU error, terminate
  		if(stat != CUBLAS_STATUS_SUCCESS){
  			std::cout<<"CUBLAS Error: failure finding maximum value."<<std::endl;
  			exit(1);
  		}
  
  		//retrieve the maximum value for this slice and store it in the maxVal array
  		std::cout<<X[n]<<std::endl;
  		HANDLE_ERROR(cudaMemcpy(&result, X[n] + index, sizeof(T), cudaMemcpyDeviceToHost));
  		return result;
  	}
  
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  public:
  
  	//returns a list of file names given an input string with wild cards
  	std::vector<std::string> process_filename(std::string name){
  		std::stringstream ss(name);
  		std::string item;
  		std::vector<std::string> elems;
  		while(std::getline(ss, item, '.'))      //split the string at the '.' character (filename and extension)
  		{
  		    elems.push_back(item);
  		}
  
  		std::string prefix = elems[0];                      //prefix contains the filename (with wildcard '?' characters)
  		std::string ext = elems[1];                         //file extension (ex. .bmp, .png)
  		ext = std::string(".") + ext;           //add a period back into the extension
  
  		size_t i0 = prefix.find_first_of("?");  //find the positions of the first and last wildcard ('?'')
  		size_t i1 = prefix.find_last_of("?");
  
  		std::string postfix = prefix.substr(i1+1);
  		prefix = prefix.substr(0, i0);
  
  		unsigned int digits = i1 - i0 + 1;                   //compute the number of wildcards
  
  		std::vector<std::string> flist;			//create a vector of file names
  		//fill the list
  		for(unsigned int d=0; d<D; d++){
  			std::stringstream ss;            //assemble the file name
  			ss<<prefix<<std::setfill('0')<<std::setw(digits)<<d<<postfix<<ext;
  			flist.push_back(ss.str());
  		}
  
  		return flist;
  	}
  
  	void init(){
  		for(unsigned int n=0; n<D; n++)
  			X[n] = NULL;
  	}
  	void destroy(){
  		for(unsigned int n=0; n<D; n++)
  			if(X[n] != NULL)
  				HANDLE_ERROR(cudaFree(X[n]));
  	}
  
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  public:
  	//field constructor
  	field(){
  		R[0] = R[1] = 0;
  		init();
  	}
  
  	field(unsigned int x, unsigned int y){
          //set the resolution
          R[0] = x;
          R[1] = y;
  		//allocate memory on the GPU
  		for(unsigned int n=0; n<D; n++){
  			HANDLE_ERROR(cudaMalloc( (void**)&X[n], sizeof(T) * R[0] * R[1] ));
  		}
  		clear();		//zero the field
      }
  
      ///copy constructor
  	field(const field &rhs){
  		//first make a shallow copy
  		R[0] = rhs.R[0];
  		R[1] = rhs.R[1];
  
  		for(unsigned int n=0; n<D; n++){
  			//do we have to make a deep copy?
  			if(rhs.X[n] == NULL)
  				X[n] = NULL;		//no
  			else{
  				//allocate the necessary memory
  				HANDLE_ERROR(cudaMalloc(&X[n], sizeof(T) * R[0] * R[1]));
  
  				//copy the slice
  				HANDLE_ERROR(cudaMemcpy(X[n], rhs.X[n], sizeof(T) * R[0] * R[1], cudaMemcpyDeviceToDevice));
  			}
  		}
  	}
  
  	~field(){
  		destroy();
      }
  
      //assignment operator
  	field & operator= (const field & rhs){
  
          //de-allocate any existing GPU memory
          destroy();
  
          //copy the slice resolution
          R[0] = rhs.R[0];
          R[1] = rhs.R[1];
  
  		for(unsigned int n=0; n<D; n++)
  		{
  			//allocate the necessary memory
  			HANDLE_ERROR(cudaMalloc(&X[n], sizeof(T) * R[0] * R[1]));
  			//copy the slice
  			HANDLE_ERROR(cudaMemcpy(X[n], rhs.X[n], sizeof(T) * R[0] * R[1], cudaMemcpyDeviceToDevice));
  		}
          return *this;
      }
  
      field & operator= (const T rhs){
  
      	int maxThreads = rts::maxThreadsPerBlock(); //compute the optimal block size
          int SQRT_BLOCK = (int)std::sqrt((float)maxThreads);
  
          //create one thread for each detector pixel
          dim3 dimBlock(SQRT_BLOCK, SQRT_BLOCK);
          dim3 dimGrid((R[0] + SQRT_BLOCK -1)/SQRT_BLOCK, (R[1] + SQRT_BLOCK - 1)/SQRT_BLOCK);
  
          //assign the constant value to all positions and dimensions
          for(int n=0; n<D; n++)
          	rts::gpu_field_assign <<<dimGrid, dimBlock>>> (X[n], rhs, R[0], R[1]);
  
          return *this;
      }
  
      //assignment of vector component
      field & operator= (const vec<T, D> rhs){
  
      	int maxThreads = rts::maxThreadsPerBlock(); //compute the optimal block size
          int SQRT_BLOCK = (int)std::sqrt((float)maxThreads);
  
          //create one thread for each detector pixel
          dim3 dimBlock(SQRT_BLOCK, SQRT_BLOCK);
          dim3 dimGrid((R[0] + SQRT_BLOCK -1)/SQRT_BLOCK, (R[1] + SQRT_BLOCK - 1)/SQRT_BLOCK);
  
          //assign the constant value to all positions and dimensions
          for(unsigned int n=0; n<D; n++)
          	rts::gpu_field_assign <<<dimGrid, dimBlock>>> (X[n], rhs.v[n], R[0], R[1]);
  
          return *this;
  
      }
  
      //multiply two fields (element-wise multiplication)
      field<T, D> operator* (const field & rhs){
  
      	int maxThreads = rts::maxThreadsPerBlock(); //compute the optimal block size
          int SQRT_BLOCK = (int)std::sqrt((float)maxThreads);
  
          //create one thread for each detector pixel
          dim3 dimBlock(SQRT_BLOCK, SQRT_BLOCK);
          dim3 dimGrid((R[0] + SQRT_BLOCK -1)/SQRT_BLOCK, (R[1] + SQRT_BLOCK - 1)/SQRT_BLOCK);
  
          //create a scalar field to store the result
          field<T, D> result(R[0], R[1]);
  
          for(int n=0; n<D; n++)
          	rts::gpu_field_multiply <<<dimGrid, dimBlock>>> (result.X[n], X[n], rhs.X[n], R[0], R[1]);
  
          return result;
      }
  
  	T* ptr(unsigned int n = 0){
  		if(n < D)
  			return X[n];
  		else return NULL;
  	}
  
  	//return the vector component at position (u, v)
  	vec<T, D> get(unsigned int u, unsigned int v){
  
  		vec<T, D> result;
  		for(unsigned int d=0; d<D; d++){
  			HANDLE_ERROR(cudaMemcpy(&result[d], X[d] + v*R[0] + u, sizeof(T), cudaMemcpyDeviceToHost));
  		}
  
  		return result;
  	}
  
  	//set all components of the field to zero
  	void clear(){
  		for(unsigned int n=0; n<D; n++)
  			if(X[n] != NULL)
  				HANDLE_ERROR(cudaMemset(X[n], 0, sizeof(T) * R[0] * R[1]));
      }
  
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      //crop the field
      field<T, D> crop(unsigned int width, unsigned int height){
      	int maxThreads = rts::maxThreadsPerBlock(); //compute the optimal block size
          int SQRT_BLOCK = (int)std::sqrt((float)maxThreads);
  
          //create one thread for each detector pixel
          dim3 dimBlock(SQRT_BLOCK, SQRT_BLOCK);
          dim3 dimGrid((width + SQRT_BLOCK -1)/SQRT_BLOCK, (height + SQRT_BLOCK - 1)/SQRT_BLOCK);
  
          //create a scalar field to store the result
          field<T, D> result(width, height);
  
          for(int n=0; n<D; n++)
          	rts::gpu_field_crop <<<dimGrid, dimBlock>>> (result.X[n], X[n], R[0], R[1], width, height);
  
          return result;
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      }
  
      //save an image representing component n
      void toImage(std::string filename, unsigned int n = 0,
      			 bool positive = false, rts::colormapType cmap = rts::cmBrewer){
      	T max_val = find_max(n);	//find the maximum value
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      	if(positive)				//if the field is positive, use the range [0 max_val]
      		rts::gpu2image<T>(X[n], filename, R[0], R[1], 0, max_val, cmap);
      	else
      		rts::gpu2image<T>(X[n], filename, R[0], R[1], -max_val, max_val, cmap);
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      }
  
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  };
  
  }		//end namespace rts
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  #endif