{ "metadata": { "name": "GaussianBlur" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Blur\n", "\n", "The purpose of this code is to perform a Gaussian blur operation using both the GPU and the CPU. We compare the performance of each method using the system timer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load image" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import PIL\n", "import PIL.Image\n", "\n", "image = PIL.Image.open(\"CinqueTerre.jpg\")\n", "image_array_rgb = numpy.array(image)\n", "\n", "r_original,g_original,b_original = numpy.split(image_array_rgb, 3, axis=2)\n", "a_original = numpy.ones_like(r_original) * 255\n", "\n", "rgba_original = numpy.concatenate((r_original,g_original,b_original,a_original), axis=2).copy()\n", "\n", "\n", "\n", "figsize(6,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_original);\n", "matplotlib.pyplot.title(\"rgba_original\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAADlCAYAAAC20IexAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nL0mStIjJIi9JkrSI/QfKrFWt/FZijwAAAABJRU5ErkJggg==\n" } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## isolate small patch from the original image" ] }, { "cell_type": "code", "collapsed": false, "input": [ "r = r_original[1150:1450,2300:2600,0].copy().astype(numpy.uint8)\n", "g = g_original[1150:1450,2300:2600,0].copy().astype(numpy.uint8)\n", "b = b_original[1150:1450,2300:2600,0].copy().astype(numpy.uint8)\n", "a = numpy.ones_like(r) * 255\n", "rgba = numpy.dstack((r,g,b,a)).copy()\n", "\n", "\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba);\n", "matplotlib.pyplot.title(\"rgba\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQMAAAEICAYAAABbFpEIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n" } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## common gaussian blur code\n", "\n", "We begin by defining the non-normalized Gaussian Function $G(x,y)$ as follows:\n", "\n", "### $$G(x,y) = e^{ - \\frac{ x^2 + y^2 }{ 2 { \\sigma }^2 } }$$\n", "\n", "We then define the normalized Gaussian Function as $N(x,y)=cG(x,y)$, where $c$ is a normalization constant:\n", "\n", "### $$c = \\frac{ 1 }{ \\int{ \\int{ G(x,y) } } \\mathrm{d}x \\mathrm{d}y }$$\n", "\n", "To perform a Gaussian Blur, we use $N(x,y)$ as a convolution kernel." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy\n", "\n", "gaussian_blur_kernel_width = numpy.int32(9)\n", "gaussian_blur_kernel_half_width = numpy.int32(4)\n", "gaussian_blur_sigma = numpy.float32(2)\n", "\n", "y, x = \\\n", " scipy.mgrid[-gaussian_blur_kernel_half_width:gaussian_blur_kernel_half_width+1,\n", " -gaussian_blur_kernel_half_width:gaussian_blur_kernel_half_width+1]\n", "\n", "gaussian_blur_kernel_not_normalized = numpy.exp( ( - ( x**2 + y**2 ) ) / ( 2 * gaussian_blur_sigma**2 ) )\n", "normalization_constant = numpy.float32(1) / numpy.sum(gaussian_blur_kernel_not_normalized)\n", "gaussian_blur_kernel = (normalization_constant * gaussian_blur_kernel_not_normalized).astype(numpy.float32)\n", "\n", "\n", "\n", "matplotlib.pyplot.imshow(gaussian_blur_kernel, cmap=\"gray\", interpolation=\"nearest\");\n", "matplotlib.pyplot.title(\"gaussian_blur_kernel\");\n", "matplotlib.pyplot.colorbar();" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAADtCAYAAABwFqNaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKPyESBSFnxCJovATIlH/B5R9Guk+MxDkAAAAAElFTkSuQmCC\n" } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CPU gaussian blur" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.ndimage\n", "import scipy.ndimage.filters\n", "\n", "convolution_filter = gaussian_blur_kernel\n", "r_blurred_cpu_gaussian = scipy.ndimage.filters.convolve(r, convolution_filter, mode=\"nearest\")\n", "g_blurred_cpu_gaussian = scipy.ndimage.filters.convolve(g, convolution_filter, mode=\"nearest\")\n", "b_blurred_cpu_gaussian = scipy.ndimage.filters.convolve(b, convolution_filter, mode=\"nearest\")\n", "rgba_blurred_cpu_gaussian = numpy.dstack((r_blurred_cpu_gaussian,g_blurred_cpu_gaussian,b_blurred_cpu_gaussian,a)).copy()\n", "\n", "\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_blurred_cpu_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_cpu_gaussian\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQMAAAEICAYAAABbFpEIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAD/H74P0V7woUrjAAAAAElFTkSuQmCC\n" } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## naive gaussian blur on the GPU" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pycuda.autoinit\n", "import pycuda.driver\n", "import pycuda.compiler\n", "\n", "r_blurred_gpu_naive_gaussian = numpy.zeros_like(r)\n", "g_blurred_gpu_naive_gaussian = numpy.zeros_like(g)\n", "b_blurred_gpu_naive_gaussian = numpy.zeros_like(b)\n", "\n", "source_module = pycuda.compiler.SourceModule \\\n", "(\n", "\"\"\"\n", "__global__ void naive_blur(\n", " unsigned char* d_blurred,\n", " unsigned char* d_original,\n", " float* d_blur_kernel,\n", " int num_pixels_y,\n", " int num_pixels_x,\n", " int blur_kernel_half_width,\n", " int blur_kernel_width )\n", "{\n", " int ny = num_pixels_y;\n", " int nx = num_pixels_x;\n", " int2 image_index_2d = make_int2( ( blockIdx.x * blockDim.x ) + threadIdx.x, ( blockIdx.y * blockDim.y ) + threadIdx.y );\n", " int image_index_1d = ( nx * image_index_2d.y ) + image_index_2d.x;\n", "\n", " if ( image_index_2d.x < nx && image_index_2d.y < ny )\n", " {\n", " float result = 0;\n", " \n", " for ( int y = -blur_kernel_half_width; y <= blur_kernel_half_width; y++ )\n", " {\n", " for ( int x = -blur_kernel_half_width; x <= blur_kernel_half_width; x++ )\n", " {\n", " int2 image_offset_index_2d = make_int2( image_index_2d.x + x, image_index_2d.y + y );\n", " int2 image_offset_index_2d_clamped =\n", " make_int2( min( nx - 1, max( 0, image_offset_index_2d.x ) ), min( ny - 1, max( 0, image_offset_index_2d.y ) ) );\n", " int image_offset_index_1d_clamped = ( nx * image_offset_index_2d_clamped.y ) + image_offset_index_2d_clamped.x;\n", " \n", " unsigned char image_offset_value = d_original[ image_offset_index_1d_clamped ];\n", "\n", " int2 blur_kernel_index_2d = make_int2( x + blur_kernel_half_width, y + blur_kernel_half_width );\n", " int blur_kernel_index_1d = ( blur_kernel_width * blur_kernel_index_2d.y ) + blur_kernel_index_2d.x;\n", "\n", " float blur_kernel_value = d_blur_kernel[ blur_kernel_index_1d ];\n", "\n", " result += blur_kernel_value * image_offset_value;\n", " }\n", " }\n", " \n", " d_blurred[ image_index_1d ] = (unsigned char)result;\n", " }\n", "}\n", "\"\"\"\n", ")\n", "\n", "naive_blur_function = source_module.get_function(\"naive_blur\")\n", "\n", "num_pixels_y = numpy.int32(r.shape[0])\n", "num_pixels_x = numpy.int32(r.shape[1])\n", "naive_blur_function_block = (32,8,1)\n", "\n", "num_blocks_y = int(ceil(float(num_pixels_y) / float(naive_blur_function_block[1])))\n", "num_blocks_x = int(ceil(float(num_pixels_x) / float(naive_blur_function_block[0])))\n", "naive_blur_function_grid = (num_blocks_x, num_blocks_y)\n", "\n", "r_device = pycuda.driver.mem_alloc(r.nbytes)\n", "g_device = pycuda.driver.mem_alloc(g.nbytes)\n", "b_device = pycuda.driver.mem_alloc(b.nbytes)\n", "\n", "r_blurred_device = pycuda.driver.mem_alloc(r_blurred_gpu_naive_gaussian.nbytes)\n", "g_blurred_device = pycuda.driver.mem_alloc(g_blurred_gpu_naive_gaussian.nbytes)\n", "b_blurred_device = pycuda.driver.mem_alloc(b_blurred_gpu_naive_gaussian.nbytes)\n", "\n", "blur_kernel_device = pycuda.driver.mem_alloc(gaussian_blur_kernel.nbytes)\n", "\n", "pycuda.driver.memcpy_htod(r_device, r)\n", "pycuda.driver.memcpy_htod(g_device, g)\n", "pycuda.driver.memcpy_htod(b_device, b)\n", "\n", "pycuda.driver.memcpy_htod(r_blurred_device, r_blurred_gpu_naive_gaussian)\n", "pycuda.driver.memcpy_htod(g_blurred_device, g_blurred_gpu_naive_gaussian)\n", "pycuda.driver.memcpy_htod(b_blurred_device, b_blurred_gpu_naive_gaussian)\n", "\n", "pycuda.driver.memcpy_htod(blur_kernel_device, gaussian_blur_kernel)\n", "\n", "naive_blur_function(\n", " r_blurred_device,\n", " r_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=naive_blur_function_block,\n", " grid=naive_blur_function_grid)\n", "\n", "naive_blur_function(\n", " g_blurred_device,\n", " g_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=naive_blur_function_block,\n", " grid=naive_blur_function_grid)\n", "\n", "naive_blur_function(\n", " b_blurred_device,\n", " b_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=naive_blur_function_block,\n", " grid=naive_blur_function_grid)\n", "\n", "pycuda.driver.memcpy_dtoh(r_blurred_gpu_naive_gaussian, r_blurred_device)\n", "pycuda.driver.memcpy_dtoh(g_blurred_gpu_naive_gaussian, g_blurred_device)\n", "pycuda.driver.memcpy_dtoh(b_blurred_gpu_naive_gaussian, b_blurred_device)\n", "\n", "rgba_blurred_gpu_naive_gaussian = \\\n", " numpy.dstack((r_blurred_gpu_naive_gaussian,g_blurred_gpu_naive_gaussian,b_blurred_gpu_naive_gaussian,a)).copy()\n", "\n", "\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_naive_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_naive_gaussian\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQMAAAEICAYAAABbFpEIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n" } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## shared memory gaussian blur on the GPU" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pycuda.autoinit\n", "import pycuda.driver\n", "import pycuda.compiler\n", "\n", "r_blurred_gpu_shared_memory_gaussian = numpy.zeros_like(r)\n", "g_blurred_gpu_shared_memory_gaussian = numpy.zeros_like(g)\n", "b_blurred_gpu_shared_memory_gaussian = numpy.zeros_like(b)\n", "\n", "source_module = pycuda.compiler.SourceModule \\\n", "(\n", "\"\"\"\n", "#define BLOCK_SIZE_Y 8\n", "#define BLOCK_SIZE_X 32\n", "#define BLUR_KERNEL_HALF_WIDTH 4\n", "#define SHARED_MEMORY_SIZE_Y BLOCK_SIZE_Y + ( 2 * BLUR_KERNEL_HALF_WIDTH )\n", "#define SHARED_MEMORY_SIZE_X BLOCK_SIZE_X + ( 2 * BLUR_KERNEL_HALF_WIDTH ) + 1\n", "#define SHARED_MEMORY_OFFSET_Y BLUR_KERNEL_HALF_WIDTH\n", "#define SHARED_MEMORY_OFFSET_X BLUR_KERNEL_HALF_WIDTH\n", "\n", "__global__ void shared_memory_blur(\n", " unsigned char* d_blurred,\n", " unsigned char* d_original,\n", " float* d_blur_kernel,\n", " int num_pixels_y,\n", " int num_pixels_x,\n", " int blur_kernel_half_width,\n", " int blur_kernel_width )\n", "{\n", " __shared__ unsigned char s_original[ SHARED_MEMORY_SIZE_Y ][ SHARED_MEMORY_SIZE_X ];\n", "\n", " int ny = num_pixels_y;\n", " int nx = num_pixels_x;\n", " int2 image_index_2d_global =\n", " make_int2( ( blockIdx.x * blockDim.x ) + threadIdx.x, ( blockIdx.y * blockDim.y ) + threadIdx.y );\n", " int2 image_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_index_2d_global.x ) ), min( ny - 1, max( 0, image_index_2d_global.y ) ) );\n", " int image_index_1d_global_clamped = ( nx * image_index_2d_global_clamped.y ) + image_index_2d_global_clamped.x;\n", " int2 image_index_2d_shared_memory = make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y );\n", "\n", " //\n", " // load center of shared memory\n", " //\n", " s_original[ image_index_2d_shared_memory.y ][ image_index_2d_shared_memory.x ] = d_original[ image_index_1d_global_clamped ];\n", " \n", " //\n", " // load y+1 halo into shared memory\n", " //\n", " if ( threadIdx.y < BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( blockIdx.x * blockDim.x ) + threadIdx.x, ( ( blockIdx.y + 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y + BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load y-1 halo into shared memory\n", " //\n", " if ( threadIdx.y >= BLOCK_SIZE_Y - BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( blockIdx.x * blockDim.x ) + threadIdx.x, ( ( blockIdx.y - 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y - BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x+1 halo into shared memory\n", " //\n", " if ( threadIdx.x < BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x + 1 ) * blockDim.x ) + threadIdx.x, ( blockIdx.y * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X + BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x-1 halo into shared memory\n", " //\n", " if ( threadIdx.x >= BLOCK_SIZE_X - BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x - 1 ) * blockDim.x ) + threadIdx.x, ( blockIdx.y * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X - BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x+1,y+1 halo into shared memory\n", " //\n", " if ( threadIdx.x < BLUR_KERNEL_HALF_WIDTH && threadIdx.y < BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x + 1 ) * blockDim.x ) + threadIdx.x, ( ( blockIdx.y + 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X + BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y + BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x+1,y-1 halo into shared memory\n", " //\n", " if ( threadIdx.x < BLUR_KERNEL_HALF_WIDTH && threadIdx.y >= BLOCK_SIZE_Y - BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x + 1 ) * blockDim.x ) + threadIdx.x, ( ( blockIdx.y - 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X + BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y - BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x-1,y+1 halo into shared memory\n", " //\n", " if ( threadIdx.x >= BLOCK_SIZE_X - BLUR_KERNEL_HALF_WIDTH && threadIdx.y < BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x - 1 ) * blockDim.x ) + threadIdx.x, ( ( blockIdx.y + 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X - BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y + BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x-1,y-1 halo into shared memory\n", " //\n", " if ( threadIdx.x >= BLOCK_SIZE_X - BLUR_KERNEL_HALF_WIDTH && threadIdx.y >= BLOCK_SIZE_Y - BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x - 1 ) * blockDim.x ) + threadIdx.x, ( ( blockIdx.y - 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X - BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y - BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // wait until all threads in the thread block are finished loading the image chunk into shared memory\n", " //\n", " __syncthreads();\n", "\n", " //\n", " // perform blur operation by reading image from shared memory\n", " //\n", " if ( image_index_2d_global.x < nx && image_index_2d_global.y < ny )\n", " {\n", " float result = 0;\n", " \n", " for ( int y = -blur_kernel_half_width; y <= blur_kernel_half_width; y++ )\n", " {\n", " for ( int x = -blur_kernel_half_width; x <= blur_kernel_half_width; x++ )\n", " {\n", " int2 image_offset_index_2d =\n", " make_int2( image_index_2d_shared_memory.x + x, image_index_2d_shared_memory.y + y );\n", "\n", " unsigned char image_offset_value = s_original[ image_offset_index_2d.y ][ image_offset_index_2d.x ];\n", "\n", " int2 blur_kernel_index_2d = make_int2( x + blur_kernel_half_width, y + blur_kernel_half_width );\n", " int blur_kernel_index_1d = ( blur_kernel_width * blur_kernel_index_2d.y ) + blur_kernel_index_2d.x;\n", "\n", " float blur_kernel_value = d_blur_kernel[ blur_kernel_index_1d ];\n", "\n", " result += blur_kernel_value * image_offset_value;\n", " }\n", " }\n", "\n", " d_blurred[ image_index_1d_global_clamped ] = (unsigned char)result;\n", " }\n", "}\n", "\"\"\"\n", ")\n", "\n", "shared_memory_blur_function = source_module.get_function(\"shared_memory_blur\")\n", "\n", "num_pixels_y = numpy.int32(r.shape[0])\n", "num_pixels_x = numpy.int32(r.shape[1])\n", "shared_memory_blur_function_block = (32,8,1)\n", "\n", "num_blocks_y = int(ceil(float(num_pixels_y) / float(shared_memory_blur_function_block[1])))\n", "num_blocks_x = int(ceil(float(num_pixels_x) / float(shared_memory_blur_function_block[0])))\n", "shared_memory_blur_function_grid = (num_blocks_x, num_blocks_y)\n", "\n", "r_device = pycuda.driver.mem_alloc(r.nbytes)\n", "g_device = pycuda.driver.mem_alloc(g.nbytes)\n", "b_device = pycuda.driver.mem_alloc(b.nbytes)\n", "\n", "r_blurred_device = pycuda.driver.mem_alloc(r_blurred_gpu_shared_memory_gaussian.nbytes)\n", "g_blurred_device = pycuda.driver.mem_alloc(g_blurred_gpu_shared_memory_gaussian.nbytes)\n", "b_blurred_device = pycuda.driver.mem_alloc(b_blurred_gpu_shared_memory_gaussian.nbytes)\n", "\n", "blur_kernel_device = pycuda.driver.mem_alloc(gaussian_blur_kernel.nbytes)\n", "\n", "pycuda.driver.memcpy_htod(r_device, r)\n", "pycuda.driver.memcpy_htod(g_device, g)\n", "pycuda.driver.memcpy_htod(b_device, b)\n", "\n", "pycuda.driver.memcpy_htod(r_blurred_device, r_blurred_gpu_shared_memory_gaussian)\n", "pycuda.driver.memcpy_htod(g_blurred_device, g_blurred_gpu_shared_memory_gaussian)\n", "pycuda.driver.memcpy_htod(b_blurred_device, b_blurred_gpu_shared_memory_gaussian)\n", "\n", "pycuda.driver.memcpy_htod(blur_kernel_device, gaussian_blur_kernel)\n", "\n", "shared_memory_blur_function(\n", " r_blurred_device,\n", " r_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=shared_memory_blur_function_block,\n", " grid=shared_memory_blur_function_grid)\n", "\n", "shared_memory_blur_function(\n", " g_blurred_device,\n", " g_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=shared_memory_blur_function_block,\n", " grid=shared_memory_blur_function_grid)\n", "\n", "shared_memory_blur_function(\n", " b_blurred_device,\n", " b_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=shared_memory_blur_function_block,\n", " grid=shared_memory_blur_function_grid)\n", "\n", "pycuda.driver.memcpy_dtoh(r_blurred_gpu_shared_memory_gaussian, r_blurred_device)\n", "pycuda.driver.memcpy_dtoh(g_blurred_gpu_shared_memory_gaussian, g_blurred_device)\n", "pycuda.driver.memcpy_dtoh(b_blurred_gpu_shared_memory_gaussian, b_blurred_device)\n", "\n", "rgba_blurred_gpu_shared_memory_gaussian = \\\n", " numpy.dstack((r_blurred_gpu_shared_memory_gaussian,g_blurred_gpu_shared_memory_gaussian,b_blurred_gpu_shared_memory_gaussian,a)).copy()\n", "\n", "\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_shared_memory_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_shared_memory_gaussian\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARkAAAEICAYAAABrmoApAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njJd1XAiZi3ExLsbLOv5/GfZUw3SwJ1EAAAAASUVORK5CYII=\n" } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## verify correctness of GPU naive" ] }, { "cell_type": "code", "collapsed": false, "input": [ "diff = \\\n", " numpy.abs(r_blurred_cpu_gaussian.astype(numpy.float32) - r_blurred_gpu_naive_gaussian.astype(numpy.float32)) + \\\n", " numpy.abs(g_blurred_cpu_gaussian.astype(numpy.float32) - g_blurred_gpu_naive_gaussian.astype(numpy.float32)) + \\\n", " numpy.abs(b_blurred_cpu_gaussian.astype(numpy.float32) - b_blurred_gpu_naive_gaussian.astype(numpy.float32))\n", "\n", "max_diff = numpy.ones_like(diff, dtype=numpy.float32) * 255 * 3\n", "\n", "\n", "\n", "print \\\n", " \"Difference between CPU and GPU naive results as a percentage of the maximum possible difference (should be less than 1%%): %0.2f%%\" % \\\n", " (100 * (numpy.linalg.norm(diff) / numpy.linalg.norm(max_diff)))\n", "print\n", "\n", "figsize(14,4)\n", "\n", "matplotlib.pyplot.subplot(131)\n", "matplotlib.pyplot.imshow(rgba_blurred_cpu_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_cpu_gaussian\")\n", "\n", "matplotlib.pyplot.subplot(132)\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_naive_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_naive_gaussian\")\n", "\n", "matplotlib.pyplot.subplot(133)\n", "matplotlib.pyplot.imshow(diff, cmap=\"gray\");\n", "matplotlib.pyplot.title(\"diff\")\n", "matplotlib.pyplot.colorbar();" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Difference between CPU and GPU naive results as a percentage of the maximum possible difference (should be less than 1%): 0.01%\n", "\n" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAykAAAEICAYAAABbBbvQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n" } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## verify correctness of GPU shared memory" ] }, { "cell_type": "code", "collapsed": false, "input": [ "diff = \\\n", " numpy.abs(r_blurred_gpu_naive_gaussian.astype(numpy.float32) - r_blurred_gpu_shared_memory_gaussian.astype(numpy.float32)) + \\\n", " numpy.abs(g_blurred_gpu_naive_gaussian.astype(numpy.float32) - g_blurred_gpu_shared_memory_gaussian.astype(numpy.float32)) + \\\n", " numpy.abs(b_blurred_gpu_naive_gaussian.astype(numpy.float32) - b_blurred_gpu_shared_memory_gaussian.astype(numpy.float32))\n", "\n", "max_diff = numpy.ones_like(diff, dtype=numpy.float32) * 255 * 3\n", "\n", "\n", "\n", "print \\\n", " \"Difference between GPU naive and GPU shared memory results as a percentage of the maximum possible difference (should be 0%%): %0.2f%%\" % \\\n", " (100 * (numpy.linalg.norm(diff) / numpy.linalg.norm(max_diff)))\n", "print\n", "\n", "figsize(14,4)\n", "\n", "matplotlib.pyplot.subplot(131)\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_naive_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_naive_gaussian\")\n", "\n", "matplotlib.pyplot.subplot(132)\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_shared_memory_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_shared_memory_gaussian\")\n", "\n", "matplotlib.pyplot.subplot(133)\n", "matplotlib.pyplot.imshow(diff, cmap=\"gray\");\n", "matplotlib.pyplot.title(\"diff\")\n", "matplotlib.pyplot.colorbar();" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Difference between GPU naive and GPU shared memory results as a percentage of the maximum possible difference (should be 0%): 0.00%\n", "\n" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAz0AAAEICAYAAAB1QJpCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0LBf4/8HImLO69MKBpsAAAAASUVORK5CYII=\n" } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## common benchmarking code" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import sys\n", "import time\n", "\n", "if sys.platform == \"win32\":\n", " print \"Using time.clock for benchmarking...\\n\" \n", " system_timer_function = time.clock\n", "else:\n", " print \"Using time.time for benchmarking...\\n\" \n", " system_timer_function = time.time\n", " \n", "num_timing_iterations = 100\n", " \n", " \n", " \n", "print \"num_timing_iterations = %d\" % num_timing_iterations" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Using time.clock for benchmarking...\n", "\n", "num_timing_iterations = 100\n" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## benchmark CPU code using the system timer" ] }, { "cell_type": "code", "collapsed": false, "input": [ "total_time_seconds = 0\n", "\n", "for i in range(num_timing_iterations):\n", " \n", " r_blurred_cpu_gaussian = numpy.zeros_like(r)\n", " g_blurred_cpu_gaussian = numpy.zeros_like(g)\n", " b_blurred_cpu_gaussian = numpy.zeros_like(b)\n", "\n", " convolution_filter = gaussian_blur_kernel\n", " \n", " start_time_seconds = system_timer_function()\n", "\n", " r_blurred_cpu_gaussian = scipy.ndimage.filters.convolve(r, convolution_filter, mode=\"nearest\")\n", " g_blurred_cpu_gaussian = scipy.ndimage.filters.convolve(g, convolution_filter, mode=\"nearest\")\n", " b_blurred_cpu_gaussian = scipy.ndimage.filters.convolve(b, convolution_filter, mode=\"nearest\")\n", " \n", " end_time_seconds = system_timer_function()\n", " elapsed_time_seconds = (end_time_seconds - start_time_seconds)\n", " total_time_seconds = total_time_seconds + elapsed_time_seconds\n", "\n", "rgba_blurred_cpu_gaussian = numpy.dstack((r_blurred_cpu_gaussian,g_blurred_cpu_gaussian,b_blurred_cpu_gaussian,a)).copy()\n", "average_time_seconds_cpu_gaussian = total_time_seconds / num_timing_iterations\n", "\n", "\n", "\n", "print \"Using system timer for benchmarking (see above)...\"\n", "print \"Average time elapsed executing a uniform blur on the CPU over %d runs: %f s\" % (num_timing_iterations,average_time_seconds_cpu_gaussian)\n", "\n", "print\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_blurred_cpu_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_cpu_gaussian\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Using system timer for benchmarking (see above)...\n", "Average time elapsed executing a uniform blur on the CPU over 100 runs: 0.163597 s\n", "\n" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQMAAAEICAYAAABbFpEIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAD/H74P0V7woUrjAAAAAElFTkSuQmCC\n" } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## benchmark GPU naive code using the system timer" ] }, { "cell_type": "code", "collapsed": false, "input": [ "total_time_seconds = 0\n", "\n", "r_blurred_gpu_naive_gaussian = numpy.zeros_like(r)\n", "g_blurred_gpu_naive_gaussian = numpy.zeros_like(g)\n", "b_blurred_gpu_naive_gaussian = numpy.zeros_like(b)\n", "\n", "for i in range(num_timing_iterations):\n", " \n", " pycuda.driver.memcpy_htod(r_device, r)\n", " pycuda.driver.memcpy_htod(g_device, g)\n", " pycuda.driver.memcpy_htod(b_device, b)\n", " \n", " pycuda.driver.memcpy_htod(r_blurred_device, r_blurred_gpu_naive_gaussian)\n", " pycuda.driver.memcpy_htod(g_blurred_device, g_blurred_gpu_naive_gaussian)\n", " pycuda.driver.memcpy_htod(b_blurred_device, b_blurred_gpu_naive_gaussian)\n", " \n", " pycuda.driver.memcpy_htod(blur_kernel_device, gaussian_blur_kernel)\n", " \n", " pycuda.driver.Context.synchronize()\n", " \n", " start_time_seconds = system_timer_function()\n", "\n", " naive_blur_function(\n", " r_blurred_device,\n", " r_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=naive_blur_function_block,\n", " grid=naive_blur_function_grid)\n", " \n", " naive_blur_function(\n", " g_blurred_device,\n", " g_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=naive_blur_function_block,\n", " grid=naive_blur_function_grid)\n", " \n", " naive_blur_function(\n", " b_blurred_device,\n", " b_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=naive_blur_function_block,\n", " grid=naive_blur_function_grid)\n", " \n", " pycuda.driver.Context.synchronize()\n", " \n", " end_time_seconds = system_timer_function()\n", " elapsed_time_seconds = end_time_seconds - start_time_seconds\n", " total_time_seconds = total_time_seconds + elapsed_time_seconds\n", "\n", "pycuda.driver.memcpy_dtoh(r_blurred_gpu_naive_gaussian, r_blurred_device)\n", "pycuda.driver.memcpy_dtoh(g_blurred_gpu_naive_gaussian, g_blurred_device)\n", "pycuda.driver.memcpy_dtoh(b_blurred_gpu_naive_gaussian, b_blurred_device)\n", "\n", "rgba_blurred_gpu_naive_gaussian = numpy.dstack((r_blurred_gpu_naive_gaussian,g_blurred_gpu_naive_gaussian,b_blurred_gpu_naive_gaussian,a)).copy()\n", "average_time_seconds_gpu_naive_gaussian = total_time_seconds / num_timing_iterations\n", "\n", "\n", "\n", "print \"Using system timer for benchmarking (see above)...\"\n", "print \"Average time elapsed executing naive_uniform_blur GPU kernel over %d runs: %f s\" % (num_timing_iterations,average_time_seconds_gpu_naive_gaussian)\n", "\n", "print\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_naive_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_naive_gaussian\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Using system timer for benchmarking (see above)...\n", "Average time elapsed executing naive_uniform_blur GPU kernel over 100 runs: 0.090777 s\n", "\n" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQMAAAEICAYAAABbFpEIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n" } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## benchmark GPU shared memory code using the system timer" ] }, { "cell_type": "code", "collapsed": false, "input": [ "total_time_seconds = 0\n", "\n", "for i in range(num_timing_iterations):\n", " \n", " r_blurred_gpu_shared_memory_gaussian = numpy.zeros_like(r)\n", " g_blurred_gpu_shared_memory_gaussian = numpy.zeros_like(g)\n", " b_blurred_gpu_shared_memory_gaussian = numpy.zeros_like(b)\n", "\n", " pycuda.driver.memcpy_htod(r_device, r)\n", " pycuda.driver.memcpy_htod(g_device, g)\n", " pycuda.driver.memcpy_htod(b_device, b)\n", " \n", " pycuda.driver.memcpy_htod(r_blurred_device, r_blurred_gpu_shared_memory_gaussian)\n", " pycuda.driver.memcpy_htod(g_blurred_device, g_blurred_gpu_shared_memory_gaussian)\n", " pycuda.driver.memcpy_htod(b_blurred_device, b_blurred_gpu_shared_memory_gaussian)\n", " \n", " pycuda.driver.memcpy_htod(blur_kernel_device, gaussian_blur_kernel)\n", " \n", " pycuda.driver.Context.synchronize()\n", "\n", " start_time_seconds = system_timer_function()\n", "\n", " shared_memory_blur_function(\n", " r_blurred_device,\n", " r_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=shared_memory_blur_function_block,\n", " grid=shared_memory_blur_function_grid)\n", " \n", " shared_memory_blur_function(\n", " g_blurred_device,\n", " g_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=shared_memory_blur_function_block,\n", " grid=shared_memory_blur_function_grid)\n", " \n", " shared_memory_blur_function(\n", " b_blurred_device,\n", " b_device,\n", " blur_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " gaussian_blur_kernel_half_width,\n", " gaussian_blur_kernel_width,\n", " block=shared_memory_blur_function_block,\n", " grid=shared_memory_blur_function_grid)\n", "\n", " pycuda.driver.Context.synchronize()\n", " \n", " end_time_seconds = system_timer_function()\n", " elapsed_time_seconds = end_time_seconds - start_time_seconds\n", " total_time_seconds = total_time_seconds + elapsed_time_seconds\n", "\n", "pycuda.driver.memcpy_dtoh(r_blurred_gpu_shared_memory_gaussian, r_blurred_device)\n", "pycuda.driver.memcpy_dtoh(g_blurred_gpu_shared_memory_gaussian, g_blurred_device)\n", "pycuda.driver.memcpy_dtoh(b_blurred_gpu_shared_memory_gaussian, b_blurred_device)\n", "\n", "rgba_blurred_gpu_shared_memory_gaussian = \\\n", " numpy.dstack((r_blurred_gpu_shared_memory_gaussian,g_blurred_gpu_shared_memory_gaussian,b_blurred_gpu_shared_memory_gaussian,a)).copy()\n", "\n", "average_time_seconds_gpu_shared_memory_gaussian = total_time_seconds / num_timing_iterations\n", "\n", "\n", "\n", "print \"Using system timer for benchmarking (see above)...\"\n", "print \"Average time elapsed executing color_to_greyscale GPU kernel over %d runs: %f s\" % (num_timing_iterations,average_time_seconds_gpu_shared_memory_gaussian)\n", "\n", "print\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_shared_memory_gaussian);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_shared_memory_gaussian\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Using system timer for benchmarking (see above)...\n", "Average time elapsed executing color_to_greyscale GPU kernel over 100 runs: 0.059514 s\n", "\n" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARkAAAEICAYAAABrmoApAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njJd1XAiZi3ExLsbLOv5/GfZUw3SwJ1EAAAAASUVORK5CYII=\n" } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## measure GPU speedup" ] }, { "cell_type": "code", "collapsed": false, "input": [ "speedup_gpu_naive = average_time_seconds_cpu_gaussian / average_time_seconds_gpu_naive_gaussian\n", "speedup_gpu_shared_memory = average_time_seconds_cpu_gaussian / average_time_seconds_gpu_shared_memory_gaussian\n", "\n", "\n", "print \"Average CPU time: %f s\" % average_time_seconds_cpu_gaussian\n", "print \"Average GPU (naive) time: %f s\" % average_time_seconds_gpu_naive_gaussian\n", "print \"Average GPU (shared memory) time: %f s\" % average_time_seconds_gpu_shared_memory_gaussian\n", "\n", "print\n", "\n", "print \"GPU (naive) speedup: %f x\" % speedup_gpu_naive\n", "print \"GPU (shared memory) speedup: %f x\" % speedup_gpu_shared_memory" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Average CPU time: 0.164668 s\n", "Average GPU (naive) time: 0.091420 s\n", "Average GPU (shared memory) time: 0.059894 s\n", "\n", "GPU (naive) speedup: 1.801229 x\n", "GPU (shared memory) speedup: 2.749335 x\n" ] } ], "prompt_number": 57 } ], "metadata": {} } ] }