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207 lines
5.9 KiB
ReStructuredText
207 lines
5.9 KiB
ReStructuredText
.. meta::
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:description: ROCm Performance Primitives (RPP) supported functionalities
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:keywords: RPP, ROCm, Performance Primitives, documentation, support, functionalities, audio, image
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********************************************************************
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ROCm Performance Primitives supported functionalities and variants
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********************************************************************
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The following tables show the CPU and GPU support for ROCm Performance Primitives (RPP) functionalities and variants.
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CPU support is also referred to as HOST support.
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Image augmentations
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"brightness", "✅", "✅"
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"gamma correction", "✅", "✅"
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"blend", "✅", "✅"
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"blur", "✅", "✅"
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"contrast", "✅", "✅"
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"pixelate", "✅", "✅"
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"jitter", "✅", "✅"
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"snow", "✅", "✅"
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"noise", "✅", "✅"
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"random shadow", "✅", "✅"
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"fog", "✅", "✅"
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"rain", "✅", "✅"
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"random crop letterbox", "✅", "✅"
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"exposure", "✅", "✅"
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"histogram balance", "✅", "❌"
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Statistical functions
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"thresholding", "✅", "✅"
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"min", "✅", "✅"
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"max", "✅", "✅"
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"min max loc", "✅", "❌"
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"integral", "✅", "❌"
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"histogram_equalization", "✅", "❌"
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"mean stddev", "✅", "❌"
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Geometry transforms
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"flip", "✅", "✅"
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"resize", "✅", "✅"
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"resize crop", "✅", "✅"
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"rotate", "✅", "✅"
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"warp affine", "✅", "✅"
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"fisheye", "✅", "✅"
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"lens correction", "✅", "✅"
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"scale", "✅", "✅"
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"warp perspective", "✅", "✅"
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Advanced augmentations
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"water", "✅", "✅"
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"non-linear blend", "✅", "✅"
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"color cast", "✅", "✅"
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"erase", "✅", "✅"
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"crop and patch", "✅", "✅"
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"lut", "✅", "✅"
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"glitch", "✅", "✅"
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Fused functions
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"color twist", "✅", "✅"
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"crop", "✅", "✅"
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"crop mirror normalize", "✅", "✅"
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"resize crop mirror", "✅", "✅"
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Morphological transforms
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"erode", "✅", "✅"
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"dilate", "✅", "✅"
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Color model conversions
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"hue", "✅", "✅"
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"saturation", "✅", "✅"
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"color convert", "✅", "✅"
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"color temperature", "✅", "✅"
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"vignette", "✅", "✅"
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"channel extract", "✅", "❌"
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"channel combine", "✅", "❌"
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"lookup table", "✅", "✅"
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"tensor table lookup", "✅", "❌"
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Filter operations
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"box filter", "✅", "✅"
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"sobel filter", "✅", "✅"
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"median filter", "✅", "✅"
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"custom convolution", "✅", "❌"
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"non-max suppression", "✅", "✅"
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"gaussian filter", "✅", "✅"
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"non-linear filter", "✅", "✅"
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Arithmetic operations
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"absolute difference", "✅", "✅"
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"accumulate weighted", "✅", "✅"
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"accumulate", "✅", "✅"
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"add", "✅", "✅"
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"subtract", "✅", "✅"
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"magnitude", "✅", "✅"
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"multiply", "✅", "✅"
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"phase", "✅", "✅"
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"tensor add", "✅", "✅"
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"tensor subtract", "✅", "✅"
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"tensor multiply", "✅", "✅"
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"accumulate squared", "✅", "✅"
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Bitwise operations
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"bitwise ``AND``", "✅", "✅"
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"bitwise ``NOT``", "✅", "✅"
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"exclusive ``OR``", "✅", "✅"
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"inclusive ``OR``", "✅", "✅"
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Computer vision
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"local binary pattern", "✅", "✅"
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"data object copy", "✅", "✅"
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"gaussian image pyramid", "✅", "✅"
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"laplacian image pyramid", "✅", "✅"
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"canny edge detector", "✅", "✅"
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"harris corner detector", "✅", "✅"
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"tensor convert bit depth", "✅", "❌"
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"fast corner detector", "✅", "❌"
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"reconstruction laplacian image pyramid", "✅", "❌"
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"control flow", "✅", "✅"
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"hough lines", "✅", "❌"
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"hog", "✅", "❌"
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"remap", "✅", "❌"
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"tensor matrix multiply", "✅", "✅"
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"tensor transpose", "✅", "✅"
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Audio
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-----------------------------------------------------------------------------------------------
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.. csv-table::
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:widths: 7, 3, 3
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:header: "Type", "CPU", "GPU"
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"non Silent Region Detection", "✅", "✅"
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"to Decibels", "✅", "✅"
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"downmixing", "✅", "✅"
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"pre-emphasis Filter", "✅", "✅"
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"resample", "✅", "✅"
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"mel Filter Bank", "✅", "✅"
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"spectrogram", "✅", "✅"
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