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Published byEmma Kennedy Modified over 9 years ago
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Jared Barnes Chris Jackson
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Originally created to calculate pixel values Each core executes the same set of instructions Mario projected onto several 2D planes
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Chip is designed and manufactured by NVIDIA and AMD Card bought by consumer is manufactured by various other companies
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What does image processing try to accomplish? Edit an image Detect faces in an image Find object edges in an image Anything you can imagine Too computationally intensive for a CPU? Use a GPU!
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Simple changes Crop an image Recolor an image Move an image Harder changes Scale an image Compress an image Filter an image
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// Iterate over all pixels in the image for( int x = 0; x < image.width; x++ ) { for( int y = 0; y < image.height; y++ ) { // Get the value of the current pixel Pixel pixel = image.getPixel(x, y); // Check that Red is more intense than Green if( pixel.red > pixel.green ) { // Check that Red is more intense than Blue if( pixel.red > pixel.blue ) { pixel.red = 0; pixel.green = 0; pixel.blue = 255; }
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// Use the ID of this thread to calculate which // pixel to operate on int x = thread.Id % image.width; int y = thread.Id / image.height; // Get the value of this thread’s pixel Pixel pixel = image.getPixel(x, y); // Check that Red is more intense than Green if( pixel.red > pixel.green ) { // Check that Red is more intense than Blue if( pixel.red > pixel.blue ) { pixel.red = 0; pixel.green = 0; pixel.blue = 255; }
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Compute Unified Device Architecture GPU programming language developed by NVIDIA GPUs have CUDA cores more cores = more parallel performance
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Have a graphics card with an NVIDIA GPU capable of running CUDA programs Install CUDA tools and compiler for Visual Studio 2008, 2010, or 2012 Create a new CUDA project in Visual Studio
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1. Parallelize VectorAdd() 2. Allocate GPU memory & copy data to it 3. Modify call to VectorAdd() to launch on GPU
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