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stim/math/realfield.cuh 7.7 KB
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  #ifndef	RTS_REALFIELD_H

  #define RTS_REALFIELD_H

  

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  #include "../visualization/colormap.h"

  #include "../envi/envi.h"

  #include "../math/rect.h"

  #include "../cuda/devices.h"

  #include "cublas_v2.h"

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  #include <cuda_runtime.h>

  

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  namespace stim{

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  //multiply R = X * Y

  template<typename T>

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  __global__ void gpu_realfield_multiply(T* R, T* X, T* Y, unsigned int r0, unsigned int r1){

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  	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];

  

  }

  

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  template<typename P, unsigned int N = 1, bool positive = false>

  class realfield{

  

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  	P* X[N];		//an array of N gpu pointers for each field component

  	int R[2];		//resolution of the slice

  	rect<P> shape;

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  	void process_filename(std::string name, std::string &prefix, std::string &postfix, 

                            std::string &ext, unsigned int &digits)

      {

          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);

          }

          

          prefix = elems[0];                      //prefix contains the filename (with wildcard '?' characters)

          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("?");

  

          postfix = prefix.substr(i1+1);

          prefix = prefix.substr(0, i0);

  

          digits = i1 - i0 + 1;                   //compute the number of wildcards

      }

  

  	void init()

  	{

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  		for(unsigned int n=0; n<N; n++)

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  			X[n] = NULL;

  	}

  	void destroy()

  	{

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  		for(unsigned int n=0; n<N; n++)

  			if(X[n] != NULL)

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  				HANDLE_ERROR(cudaFree(X[n]));

  	}

  

  public:

  	//field constructor

  	realfield()

  	{

  		R[0] = R[1] = 0;

  		init();

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  		//std::cout<<"realfield CONSTRUCTOR"<<std::endl;

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  	}

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  	realfield(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<N; n++)

  		{

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  			HANDLE_ERROR(cudaMalloc( (void**)&X[n], sizeof(P) * R[0] * R[1] ));

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  		}

  		//shape = rect<P>(vec<P>(-1, -1, 0), vec<P>(-1, 1, 0), vec<P>(1, 1, 0));	//default geometry

  		clear();		//zero the field

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  		//std::cout<<"realfield CONSTRUCTOR"<<std::endl;

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      }

  

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  	~realfield()

      {

  		destroy();

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  		//std::cout<<"realfield DESTRUCTOR"<<std::endl;

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      }

  

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  	P* ptr(unsigned int n = 0)

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  	{

  		if(n < N)

  			return X[n];

  		else return NULL;

  	}

  

  	//set all components of the field to zero

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  	void clear()

      {

  		for(unsigned int n=0; n<N; n++)

  			if(X[n] != NULL)

  				HANDLE_ERROR(cudaMemset(X[n], 0, sizeof(P) * R[0] * R[1]));

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      }

  

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  	void toImage(std::string filename, unsigned int n, P vmin, P vmax, stim::colormapType cmap = stim::cmBrewer)

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      {

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  		stim::gpu2image<P>(X[n], filename, R[0], R[1], vmin, vmax, cmap);

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      }

  

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  	void toImages(std::string filename, bool global_max = true, stim::colormapType cmap = stim::cmBrewer)

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  	{

          std::string prefix, postfix, extension;

          unsigned int digits;

          process_filename(filename, prefix, postfix, extension, digits);      //process the filename for wild cards

  

          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 result;             //result of the max operation

  

          P maxVal[N];            //array stores minimum and maximum values

          P maxAll = 0;           //largest value in the data set

  

          //compute the maximum value for each vector component

          for(int n=0; n<N; n++)

          {

              if(sizeof(P) == 4)

                  stat = cublasIsamax(handle, L, (const float*)X[n], 1, &result);

              else

                  stat = cublasIdamax(handle, L, (const double*)X[n], 1, &result);

  

              result -= 1;        //adjust for 1-based indexing

  

              if(stat != CUBLAS_STATUS_SUCCESS)   //if there was a GPU error, terminate

              {

                  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

              HANDLE_ERROR(cudaMemcpy(&maxVal[n], X[n] + result, sizeof(P), cudaMemcpyDeviceToHost));

              if(abs(maxVal[n]) > maxAll)          //if maxVal is larger, update the maxAll variable

                  maxAll = maxVal[n];

  

          }

          

          cublasDestroy(handle);  //destroy the CUBLAS handle

  

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          P outputMax = abs(maxAll);			//maximum value used for each output image

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  		for(int n=0; n<N; n++)          //for each image

  		{

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  			if(!global_max) outputMax = maxVal[n];	//calculate the maximum value for this image

  

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  			stringstream ss;            //assemble the file name

  			ss<<prefix<<std::setfill('0')<<std::setw(digits)<<n<<postfix<<extension;

  			std::cout<<ss.str()<<std::endl;

  			if(positive)                //if the image is positive

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  				toImage(ss.str(), n, 0, abs(outputMax), cmap);         //save the image using the global maximum

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  			else

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  				toImage(ss.str(), n, -abs(outputMax), abs(outputMax), cmap);   //save the image using the global maximum

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  		}

  	}

  

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  	//assignment operator

  	realfield & operator= (const realfield & 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<N; n++)

  		{

  			//allocate the necessary memory

  			HANDLE_ERROR(cudaMalloc(&X[n], sizeof(P) * R[0] * R[1]));

  			//copy the slice

  			HANDLE_ERROR(cudaMemcpy(X[n], rhs.X[n], sizeof(P) * R[0] * R[1], cudaMemcpyDeviceToDevice));

  		}

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          //std::cout<<"Assignment operator."<<std::endl;

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          return *this;

      }

  

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      //multiply two fields (element-wise multiplication)

      realfield<P, N, positive> operator* (const realfield & rhs){

  

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      	int maxThreads = stim::maxThreadsPerBlock(); //compute the optimal block size

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          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

          realfield<P, N, positive> result(R[0], R[1]);

  

          for(int n=0; n<N; n++)

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          	stim::gpu_realfield_multiply <<<dimGrid, dimBlock>>> (result.X[n], X[n], rhs.X[n], R[0], R[1]);

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          return result;

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      }

  

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  	///copy constructor

  	realfield(const realfield &rhs)

  	{

  		//first make a shallow copy

  		R[0] = rhs.R[0];

  		R[1] = rhs.R[1];

  

  		for(unsigned int n=0; n<N; 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(P) * R[0] * R[1]));

  

  				//copy the slice

  				HANDLE_ERROR(cudaMemcpy(X[n], rhs.X[n], sizeof(P) * R[0] * R[1], cudaMemcpyDeviceToDevice));

  			}

  		}

  

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  	}

  

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  };

  

  

  }	//end namespace rts

  

  

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  #endif