aom_dsp/pyramid.c - aom - Git at Google

 /*
  * Copyright (c) 2022, Alliance for Open Media. All rights reserved
  *
  * This source code is subject to the terms of the BSD 2 Clause License and
  * the Alliance for Open Media Patent License 1.0. If the BSD 2 Clause License
  * was not distributed with this source code in the LICENSE file, you can
  * obtain it at www.aomedia.org/license/software. If the Alliance for Open
  * Media Patent License 1.0 was not distributed with this source code in the
  * PATENTS file, you can obtain it at www.aomedia.org/license/patent.
  */

 #include "aom_dsp/pyramid.h"
 #include "aom_mem/aom_mem.h"
 #include "aom_ports/bitops.h"
 #include "aom_util/aom_thread.h"

 // TODO(rachelbarker): Move needed code from av1/ to aom_dsp/
 #include "av1/common/resize.h"

 #include <assert.h>
 #include <string.h>

 // Lifecycle:
 // * Frame buffer alloc code calls aom_get_pyramid_alloc_size()
 //   to work out how much space is needed for a given number of pyramid
 //   levels. This is counted in the size checked against the max allocation
 //   limit
 // * Then calls aom_alloc_pyramid() to actually create the pyramid
 // * Pyramid is initially marked as invalid (no data)
 // * Whenever pyramid is needed, we check the valid flag. If set, use existing
 //   data. If not set, compute full pyramid
 // * Whenever frame buffer is reused, clear the valid flag
 // * Whenever frame buffer is resized, reallocate pyramid

 size_t aom_get_pyramid_alloc_size(int width, int height, int n_levels,
                                   bool image_is_16bit) {
   // Limit number of levels on small frames
   const int msb = get_msb(AOMMIN(width, height));
   const int max_levels = AOMMAX(msb - MIN_PYRAMID_SIZE_LOG2, 1);
   n_levels = AOMMIN(n_levels, max_levels);

   size_t alloc_size = 0;
   alloc_size += sizeof(ImagePyramid);
   alloc_size += n_levels * sizeof(PyramidLayer);

   // Calculate how much memory is needed for downscaled frame buffers
   size_t buffer_size = 0;

   // Work out if we need to allocate a few extra bytes for alignment.
   // aom_memalign() will ensure that the start of the allocation is aligned
   // to a multiple of PYRAMID_ALIGNMENT. But we want the first image pixel
   // to be aligned, not the first byte of the allocation.
   //
   // In the loop below, we ensure that the stride of every image is a multiple
   // of PYRAMID_ALIGNMENT. Thus the allocated size of each pyramid level will
   // also be a multiple of PYRAMID_ALIGNMENT. Thus, as long as we can get the
   // first pixel in the first pyramid layer aligned properly, that will
   // automatically mean that the first pixel of every row of every layer is
   // properly aligned too.
   //
   // Thus all we need to consider is the first pixel in the first layer.
   // This is located at offset
   //   extra_bytes + level_stride * PYRAMID_PADDING + PYRAMID_PADDING
   // bytes into the buffer. Since level_stride is a multiple of
   // PYRAMID_ALIGNMENT, we can ignore that. So we need
   //   extra_bytes + PYRAMID_PADDING = multiple of PYRAMID_ALIGNMENT
   //
   // To solve this, we can round PYRAMID_PADDING up to the next multiple
   // of PYRAMID_ALIGNMENT, then subtract the orginal value to calculate
   // how many extra bytes are needed.
   size_t first_px_offset =
       (PYRAMID_PADDING + PYRAMID_ALIGNMENT - 1) & ~(PYRAMID_ALIGNMENT - 1);
   size_t extra_bytes = first_px_offset - PYRAMID_PADDING;
   buffer_size += extra_bytes;

   // If the original image is stored in an 8-bit buffer, then we can point the
   // lowest pyramid level at that buffer rather than allocating a new one.
   int first_allocated_level = image_is_16bit ? 0 : 1;

   for (int level = first_allocated_level; level < n_levels; level++) {
     int level_width = width >> level;
     int level_height = height >> level;

     // Allocate padding for each layer
     int padded_width = level_width + 2 * PYRAMID_PADDING;
     int padded_height = level_height + 2 * PYRAMID_PADDING;

     // Align the layer stride to be a multiple of PYRAMID_ALIGNMENT
     // This ensures that, as long as the top-left pixel in this pyramid level is
     // properly aligned, then so will the leftmost pixel in every row of the
     // pyramid level.
     int level_stride =
         (padded_width + PYRAMID_ALIGNMENT - 1) & ~(PYRAMID_ALIGNMENT - 1);

     buffer_size += level_stride * padded_height;
   }

   alloc_size += buffer_size;

   return alloc_size;
 }

 ImagePyramid *aom_alloc_pyramid(int width, int height, int n_levels,
                                 bool image_is_16bit) {
   // Limit number of levels on small frames
   const int msb = get_msb(AOMMIN(width, height));
   const int max_levels = AOMMAX(msb - MIN_PYRAMID_SIZE_LOG2, 1);
   n_levels = AOMMIN(n_levels, max_levels);

   ImagePyramid *pyr = aom_calloc(1, sizeof(*pyr));
   if (!pyr) {
     return NULL;
   }

   pyr->layers = aom_calloc(n_levels, sizeof(PyramidLayer));
   if (!pyr->layers) {
     aom_free(pyr);
     return NULL;
   }

   pyr->valid = false;
   pyr->n_levels = n_levels;

   // Compute sizes and offsets for each pyramid level
   // These are gathered up first, so that we can allocate all pyramid levels
   // in a single buffer
   size_t buffer_size = 0;
   size_t *layer_offsets = aom_calloc(n_levels, sizeof(size_t));
   if (!layer_offsets) {
     aom_free(pyr);
     aom_free(pyr->layers);
     return NULL;
   }

   // Work out if we need to allocate a few extra bytes for alignment.
   // aom_memalign() will ensure that the start of the allocation is aligned
   // to a multiple of PYRAMID_ALIGNMENT. But we want the first image pixel
   // to be aligned, not the first byte of the allocation.
   //
   // In the loop below, we ensure that the stride of every image is a multiple
   // of PYRAMID_ALIGNMENT. Thus the allocated size of each pyramid level will
   // also be a multiple of PYRAMID_ALIGNMENT. Thus, as long as we can get the
   // first pixel in the first pyramid layer aligned properly, that will
   // automatically mean that the first pixel of every row of every layer is
   // properly aligned too.
   //
   // Thus all we need to consider is the first pixel in the first layer.
   // This is located at offset
   //   extra_bytes + level_stride * PYRAMID_PADDING + PYRAMID_PADDING
   // bytes into the buffer. Since level_stride is a multiple of
   // PYRAMID_ALIGNMENT, we can ignore that. So we need
   //   extra_bytes + PYRAMID_PADDING = multiple of PYRAMID_ALIGNMENT
   //
   // To solve this, we can round PYRAMID_PADDING up to the next multiple
   // of PYRAMID_ALIGNMENT, then subtract the orginal value to calculate
   // how many extra bytes are needed.
   size_t first_px_offset =
       (PYRAMID_PADDING + PYRAMID_ALIGNMENT - 1) & ~(PYRAMID_ALIGNMENT - 1);
   size_t extra_bytes = first_px_offset - PYRAMID_PADDING;
   buffer_size += extra_bytes;

   // If the original image is stored in an 8-bit buffer, then we can point the
   // lowest pyramid level at that buffer rather than allocating a new one.
   int first_allocated_level = image_is_16bit ? 0 : 1;

   for (int level = first_allocated_level; level < n_levels; level++) {
     PyramidLayer *layer = &pyr->layers[level];

     int level_width = width >> level;
     int level_height = height >> level;

     // Allocate padding for each layer
     int padded_width = level_width + 2 * PYRAMID_PADDING;
     int padded_height = level_height + 2 * PYRAMID_PADDING;

     // Align the layer stride to be a multiple of PYRAMID_ALIGNMENT
     // This ensures that, as long as the top-left pixel in this pyramid level is
     // properly aligned, then so will the leftmost pixel in every row of the
     // pyramid level.
     int level_stride =
         (padded_width + PYRAMID_ALIGNMENT - 1) & ~(PYRAMID_ALIGNMENT - 1);

     size_t level_alloc_start = buffer_size;
     size_t level_start =
         level_alloc_start + PYRAMID_PADDING * level_stride + PYRAMID_PADDING;

     buffer_size += level_stride * padded_height;

     layer_offsets[level] = level_start;
     layer->width = level_width;
     layer->height = level_height;
     layer->stride = level_stride;
   }

   pyr->buffer_alloc =
       aom_memalign(PYRAMID_ALIGNMENT, buffer_size * sizeof(*pyr->buffer_alloc));
   if (!pyr->buffer_alloc) {
     aom_free(pyr);
     aom_free(pyr->layers);
     aom_free(layer_offsets);
     return NULL;
   }

   // Fill in pointers for each level
   // If image is 8-bit, then the lowest level is left unconfigured for now,
   // and will be set up properly when the pyramid is filled in
   for (int level = first_allocated_level; level < n_levels; level++) {
     PyramidLayer *layer = &pyr->layers[level];
     layer->buffer = pyr->buffer_alloc + layer_offsets[level];
   }

 #if CONFIG_MULTITHREAD
   pthread_mutex_init(&pyr->mutex, NULL);
 #endif  // CONFIG_MULTITHREAD

   aom_free(layer_offsets);
   return pyr;
 }

 // Fill the border region of a pyramid frame.
 // This must be called after the main image area is filled out.
 // `img_buf` should point to the first pixel in the image area,
 // ie. it should be pyr->level_buffer + pyr->level_loc[level].
 static INLINE void fill_border(uint8_t *img_buf, const int width,
                                const int height, const int stride) {
   // Fill left and right areas
   for (int row = 0; row < height; row++) {
     uint8_t *row_start = &img_buf[row * stride];
     uint8_t left_pixel = row_start[0];
     memset(row_start - PYRAMID_PADDING, left_pixel, PYRAMID_PADDING);
     uint8_t right_pixel = row_start[width - 1];
     memset(row_start + width, right_pixel, PYRAMID_PADDING);
   }

   // Fill top area
   for (int row = -PYRAMID_PADDING; row < 0; row++) {
     uint8_t *row_start = &img_buf[row * stride];
     memcpy(row_start - PYRAMID_PADDING, img_buf - PYRAMID_PADDING,
            width + 2 * PYRAMID_PADDING);
   }

   // Fill bottom area
   uint8_t *last_row_start = &img_buf[(height - 1) * stride];
   for (int row = height; row < height + PYRAMID_PADDING; row++) {
     uint8_t *row_start = &img_buf[row * stride];
     memcpy(row_start - PYRAMID_PADDING, last_row_start - PYRAMID_PADDING,
            width + 2 * PYRAMID_PADDING);
   }
 }

 // Compute coarse to fine pyramids for a frame
 // This must only be called while holding frm_pyr->mutex
 static INLINE void fill_pyramid(const YV12_BUFFER_CONFIG *frm, int bit_depth,
                                 ImagePyramid *frm_pyr) {
   int n_levels = frm_pyr->n_levels;
   const int frm_width = frm->y_crop_width;
   const int frm_height = frm->y_crop_height;
   const int frm_stride = frm->y_stride;
   assert((frm_width >> n_levels) >= 0);
   assert((frm_height >> n_levels) >= 0);

   PyramidLayer *first_layer = &frm_pyr->layers[0];
   if (frm->flags & YV12_FLAG_HIGHBITDEPTH) {
     // For frames stored in a 16-bit buffer, we need to downconvert to 8 bits
     assert(first_layer->width == frm_width);
     assert(first_layer->height == frm_height);

     uint16_t *frm_buffer = CONVERT_TO_SHORTPTR(frm->y_buffer);
     uint8_t *pyr_buffer = first_layer->buffer;
     int pyr_stride = first_layer->stride;
     for (int y = 0; y < frm_height; y++) {
       uint16_t *frm_row = frm_buffer + y * frm_stride;
       uint8_t *pyr_row = pyr_buffer + y * pyr_stride;
       for (int x = 0; x < frm_width; x++) {
         pyr_row[x] = frm_row[x] >> (bit_depth - 8);
       }
     }

     fill_border(pyr_buffer, frm_width, frm_height, pyr_stride);
   } else {
     // For frames stored in an 8-bit buffer, we need to configure the first
     // pyramid layer to point at the original image buffer
     first_layer->buffer = frm->y_buffer;
     first_layer->width = frm_width;
     first_layer->height = frm_height;
     first_layer->stride = frm_stride;
   }

   // Fill in the remaining levels through progressive downsampling
   for (int level = 1; level < n_levels; ++level) {
     PyramidLayer *prev_layer = &frm_pyr->layers[level - 1];
     uint8_t *prev_buffer = prev_layer->buffer;
     int prev_stride = prev_layer->stride;

     PyramidLayer *this_layer = &frm_pyr->layers[level];
     uint8_t *this_buffer = this_layer->buffer;
     int this_width = this_layer->width;
     int this_height = this_layer->height;
     int this_stride = this_layer->stride;

     // Compute the this pyramid level by downsampling the current level.
     //
     // We downsample by a factor of exactly 2, clipping the rightmost and
     // bottommost pixel off of the current level if needed. We do this for
     // two main reasons:
     //
     // 1) In the disflow code, when stepping from a higher pyramid level to a
     //    lower pyramid level, we need to not just interpolate the flow field
     //    but also to scale each flow vector by the upsampling ratio.
     //    So it is much more convenient if this ratio is simply 2.
     //
     // 2) Up/downsampling by a factor of 2 can be implemented much more
     //    efficiently than up/downsampling by a generic ratio.
     //    TODO(rachelbarker): Use optimized downsample-by-2 function
     av1_resize_plane(prev_buffer, this_height << 1, this_width << 1,
                      prev_stride, this_buffer, this_height, this_width,
                      this_stride);
     fill_border(this_buffer, this_width, this_height, this_stride);
   }
 }

 // Fill out a downsampling pyramid for a given frame.
 //
 // The top level (index 0) will always be an 8-bit copy of the input frame,
 // regardless of the input bit depth. Additional levels are then downscaled
 // by powers of 2.
 //
 // For small input frames, the number of levels actually constructed
 // will be limited so that the smallest image is at least MIN_PYRAMID_SIZE
 // pixels along each side.
 //
 // However, if the input frame has a side of length < MIN_PYRAMID_SIZE,
 // we will still construct the top level.
 void aom_compute_pyramid(const YV12_BUFFER_CONFIG *frm, int bit_depth,
                          ImagePyramid *pyr) {
   assert(pyr);

   // Per the comments in the ImagePyramid struct, we must take this mutex
   // before reading or writing the "valid" flag, and hold it while computing
   // the pyramid, to ensure proper behaviour if multiple threads call this
   // function simultaneously
 #if CONFIG_MULTITHREAD
   pthread_mutex_lock(&pyr->mutex);
 #endif  // CONFIG_MULTITHREAD

   if (!pyr->valid) {
     fill_pyramid(frm, bit_depth, pyr);
     pyr->valid = true;
   }

   // At this point, the pyramid is guaranteed to be valid, and can be safely
   // read from without holding the mutex any more

 #if CONFIG_MULTITHREAD
   pthread_mutex_unlock(&pyr->mutex);
 #endif  // CONFIG_MULTITHREAD
 }

 #ifndef NDEBUG
 // Check if a pyramid has already been computed.
 // This is mostly a debug helper - as it is necessary to hold pyr->mutex
 // while reading the valid flag, we cannot just write:
 //   assert(pyr->valid);
 // This function allows the check to be correctly written as:
 //   assert(aom_is_pyramid_valid(pyr));
 bool aom_is_pyramid_valid(ImagePyramid *pyr) {
   assert(pyr);

   // Per the comments in the ImagePyramid struct, we must take this mutex
   // before reading or writing the "valid" flag, and hold it while computing
   // the pyramid, to ensure proper behaviour if multiple threads call this
   // function simultaneously
 #if CONFIG_MULTITHREAD
   pthread_mutex_lock(&pyr->mutex);
 #endif  // CONFIG_MULTITHREAD

   bool valid = pyr->valid;

 #if CONFIG_MULTITHREAD
   pthread_mutex_unlock(&pyr->mutex);
 #endif  // CONFIG_MULTITHREAD

   return valid;
 }
 #endif

 // Mark a pyramid as no longer containing valid data.
 // This must be done whenever the corresponding frame buffer is reused
 void aom_invalidate_pyramid(ImagePyramid *pyr) {
   if (pyr) {
 #if CONFIG_MULTITHREAD
     pthread_mutex_lock(&pyr->mutex);
 #endif  // CONFIG_MULTITHREAD
     pyr->valid = false;
 #if CONFIG_MULTITHREAD
     pthread_mutex_unlock(&pyr->mutex);
 #endif  // CONFIG_MULTITHREAD
   }
 }

 // Release the memory associated with a pyramid
 void aom_free_pyramid(ImagePyramid *pyr) {
   if (pyr) {
 #if CONFIG_MULTITHREAD
     pthread_mutex_destroy(&pyr->mutex);
 #endif  // CONFIG_MULTITHREAD
     aom_free(pyr->buffer_alloc);
     aom_free(pyr->layers);
     aom_free(pyr);
   }
 }
	/*
	* Copyright (c) 2022, Alliance for Open Media. All rights reserved
	*
	* This source code is subject to the terms of the BSD 2 Clause License and
	* the Alliance for Open Media Patent License 1.0. If the BSD 2 Clause License
	* was not distributed with this source code in the LICENSE file, you can
	* obtain it at www.aomedia.org/license/software. If the Alliance for Open
	* Media Patent License 1.0 was not distributed with this source code in the
	* PATENTS file, you can obtain it at www.aomedia.org/license/patent.
	*/

	#include "aom_dsp/pyramid.h"
	#include "aom_mem/aom_mem.h"
	#include "aom_ports/bitops.h"
	#include "aom_util/aom_thread.h"

	// TODO(rachelbarker): Move needed code from av1/ to aom_dsp/
	#include "av1/common/resize.h"

	#include <assert.h>
	#include <string.h>

	// Lifecycle:
	// * Frame buffer alloc code calls aom_get_pyramid_alloc_size()
	// to work out how much space is needed for a given number of pyramid
	// levels. This is counted in the size checked against the max allocation
	// limit
	// * Then calls aom_alloc_pyramid() to actually create the pyramid
	// * Pyramid is initially marked as invalid (no data)
	// * Whenever pyramid is needed, we check the valid flag. If set, use existing
	// data. If not set, compute full pyramid
	// * Whenever frame buffer is reused, clear the valid flag
	// * Whenever frame buffer is resized, reallocate pyramid

	size_t aom_get_pyramid_alloc_size(int width, int height, int n_levels,
	bool image_is_16bit) {
	// Limit number of levels on small frames
	const int msb = get_msb(AOMMIN(width, height));
	const int max_levels = AOMMAX(msb - MIN_PYRAMID_SIZE_LOG2, 1);
	n_levels = AOMMIN(n_levels, max_levels);

	size_t alloc_size = 0;
	alloc_size += sizeof(ImagePyramid);
	alloc_size += n_levels * sizeof(PyramidLayer);

	// Calculate how much memory is needed for downscaled frame buffers
	size_t buffer_size = 0;

	// Work out if we need to allocate a few extra bytes for alignment.
	// aom_memalign() will ensure that the start of the allocation is aligned
	// to a multiple of PYRAMID_ALIGNMENT. But we want the first image pixel
	// to be aligned, not the first byte of the allocation.
	//
	// In the loop below, we ensure that the stride of every image is a multiple
	// of PYRAMID_ALIGNMENT. Thus the allocated size of each pyramid level will
	// also be a multiple of PYRAMID_ALIGNMENT. Thus, as long as we can get the
	// first pixel in the first pyramid layer aligned properly, that will
	// automatically mean that the first pixel of every row of every layer is
	// properly aligned too.
	//
	// Thus all we need to consider is the first pixel in the first layer.
	// This is located at offset
	// extra_bytes + level_stride * PYRAMID_PADDING + PYRAMID_PADDING
	// bytes into the buffer. Since level_stride is a multiple of
	// PYRAMID_ALIGNMENT, we can ignore that. So we need
	// extra_bytes + PYRAMID_PADDING = multiple of PYRAMID_ALIGNMENT
	//
	// To solve this, we can round PYRAMID_PADDING up to the next multiple
	// of PYRAMID_ALIGNMENT, then subtract the orginal value to calculate
	// how many extra bytes are needed.
	size_t first_px_offset =
	(PYRAMID_PADDING + PYRAMID_ALIGNMENT - 1) & ~(PYRAMID_ALIGNMENT - 1);
	size_t extra_bytes = first_px_offset - PYRAMID_PADDING;
	buffer_size += extra_bytes;

	// If the original image is stored in an 8-bit buffer, then we can point the
	// lowest pyramid level at that buffer rather than allocating a new one.
	int first_allocated_level = image_is_16bit ? 0 : 1;

	for (int level = first_allocated_level; level < n_levels; level++) {
	int level_width = width >> level;
	int level_height = height >> level;

	// Allocate padding for each layer
	int padded_width = level_width + 2 * PYRAMID_PADDING;
	int padded_height = level_height + 2 * PYRAMID_PADDING;

	// Align the layer stride to be a multiple of PYRAMID_ALIGNMENT
	// This ensures that, as long as the top-left pixel in this pyramid level is
	// properly aligned, then so will the leftmost pixel in every row of the
	// pyramid level.
	int level_stride =
	(padded_width + PYRAMID_ALIGNMENT - 1) & ~(PYRAMID_ALIGNMENT - 1);

	buffer_size += level_stride * padded_height;
	}

	alloc_size += buffer_size;

	return alloc_size;
	}

	ImagePyramid *aom_alloc_pyramid(int width, int height, int n_levels,
	bool image_is_16bit) {
	// Limit number of levels on small frames
	const int msb = get_msb(AOMMIN(width, height));
	const int max_levels = AOMMAX(msb - MIN_PYRAMID_SIZE_LOG2, 1);
	n_levels = AOMMIN(n_levels, max_levels);

	ImagePyramid pyr = aom_calloc(1, sizeof(pyr));
	if (!pyr) {
	return NULL;
	}

	pyr->layers = aom_calloc(n_levels, sizeof(PyramidLayer));
	if (!pyr->layers) {
	aom_free(pyr);
	return NULL;
	}

	pyr->valid = false;
	pyr->n_levels = n_levels;

	// Compute sizes and offsets for each pyramid level
	// These are gathered up first, so that we can allocate all pyramid levels
	// in a single buffer
	size_t buffer_size = 0;
	size_t *layer_offsets = aom_calloc(n_levels, sizeof(size_t));
	if (!layer_offsets) {
	aom_free(pyr);
	aom_free(pyr->layers);
	return NULL;
	}

	// Work out if we need to allocate a few extra bytes for alignment.
	// aom_memalign() will ensure that the start of the allocation is aligned
	// to a multiple of PYRAMID_ALIGNMENT. But we want the first image pixel
	// to be aligned, not the first byte of the allocation.
	//
	// In the loop below, we ensure that the stride of every image is a multiple
	// of PYRAMID_ALIGNMENT. Thus the allocated size of each pyramid level will
	// also be a multiple of PYRAMID_ALIGNMENT. Thus, as long as we can get the
	// first pixel in the first pyramid layer aligned properly, that will
	// automatically mean that the first pixel of every row of every layer is
	// properly aligned too.
	//
	// Thus all we need to consider is the first pixel in the first layer.
	// This is located at offset
	// extra_bytes + level_stride * PYRAMID_PADDING + PYRAMID_PADDING
	// bytes into the buffer. Since level_stride is a multiple of
	// PYRAMID_ALIGNMENT, we can ignore that. So we need
	// extra_bytes + PYRAMID_PADDING = multiple of PYRAMID_ALIGNMENT
	//
	// To solve this, we can round PYRAMID_PADDING up to the next multiple
	// of PYRAMID_ALIGNMENT, then subtract the orginal value to calculate
	// how many extra bytes are needed.
	size_t first_px_offset =
	(PYRAMID_PADDING + PYRAMID_ALIGNMENT - 1) & ~(PYRAMID_ALIGNMENT - 1);
	size_t extra_bytes = first_px_offset - PYRAMID_PADDING;
	buffer_size += extra_bytes;

	// If the original image is stored in an 8-bit buffer, then we can point the
	// lowest pyramid level at that buffer rather than allocating a new one.
	int first_allocated_level = image_is_16bit ? 0 : 1;

	for (int level = first_allocated_level; level < n_levels; level++) {
	PyramidLayer *layer = &pyr->layers[level];

	int level_width = width >> level;
	int level_height = height >> level;

	// Allocate padding for each layer
	int padded_width = level_width + 2 * PYRAMID_PADDING;
	int padded_height = level_height + 2 * PYRAMID_PADDING;

	// Align the layer stride to be a multiple of PYRAMID_ALIGNMENT
	// This ensures that, as long as the top-left pixel in this pyramid level is
	// properly aligned, then so will the leftmost pixel in every row of the
	// pyramid level.
	int level_stride =
	(padded_width + PYRAMID_ALIGNMENT - 1) & ~(PYRAMID_ALIGNMENT - 1);

	size_t level_alloc_start = buffer_size;
	size_t level_start =
	level_alloc_start + PYRAMID_PADDING * level_stride + PYRAMID_PADDING;

	buffer_size += level_stride * padded_height;

	layer_offsets[level] = level_start;
	layer->width = level_width;
	layer->height = level_height;
	layer->stride = level_stride;
	}

	pyr->buffer_alloc =
	aom_memalign(PYRAMID_ALIGNMENT, buffer_size * sizeof(*pyr->buffer_alloc));
	if (!pyr->buffer_alloc) {
	aom_free(pyr);
	aom_free(pyr->layers);
	aom_free(layer_offsets);
	return NULL;
	}

	// Fill in pointers for each level
	// If image is 8-bit, then the lowest level is left unconfigured for now,
	// and will be set up properly when the pyramid is filled in
	for (int level = first_allocated_level; level < n_levels; level++) {
	PyramidLayer *layer = &pyr->layers[level];
	layer->buffer = pyr->buffer_alloc + layer_offsets[level];
	}

	#if CONFIG_MULTITHREAD
	pthread_mutex_init(&pyr->mutex, NULL);
	#endif // CONFIG_MULTITHREAD

	aom_free(layer_offsets);
	return pyr;
	}

	// Fill the border region of a pyramid frame.
	// This must be called after the main image area is filled out.
	// `img_buf` should point to the first pixel in the image area,
	// ie. it should be pyr->level_buffer + pyr->level_loc[level].
	static INLINE void fill_border(uint8_t *img_buf, const int width,
	const int height, const int stride) {
	// Fill left and right areas
	for (int row = 0; row < height; row++) {
	uint8_t row_start = &img_buf[row stride];
	uint8_t left_pixel = row_start[0];
	memset(row_start - PYRAMID_PADDING, left_pixel, PYRAMID_PADDING);
	uint8_t right_pixel = row_start[width - 1];
	memset(row_start + width, right_pixel, PYRAMID_PADDING);
	}

	// Fill top area
	for (int row = -PYRAMID_PADDING; row < 0; row++) {
	uint8_t row_start = &img_buf[row stride];
	memcpy(row_start - PYRAMID_PADDING, img_buf - PYRAMID_PADDING,
	width + 2 * PYRAMID_PADDING);
	}

	// Fill bottom area
	uint8_t last_row_start = &img_buf[(height - 1) stride];
	for (int row = height; row < height + PYRAMID_PADDING; row++) {
	uint8_t row_start = &img_buf[row stride];
	memcpy(row_start - PYRAMID_PADDING, last_row_start - PYRAMID_PADDING,
	width + 2 * PYRAMID_PADDING);
	}
	}

	// Compute coarse to fine pyramids for a frame
	// This must only be called while holding frm_pyr->mutex
	static INLINE void fill_pyramid(const YV12_BUFFER_CONFIG *frm, int bit_depth,
	ImagePyramid *frm_pyr) {
	int n_levels = frm_pyr->n_levels;
	const int frm_width = frm->y_crop_width;
	const int frm_height = frm->y_crop_height;
	const int frm_stride = frm->y_stride;
	assert((frm_width >> n_levels) >= 0);
	assert((frm_height >> n_levels) >= 0);

	PyramidLayer *first_layer = &frm_pyr->layers[0];
	if (frm->flags & YV12_FLAG_HIGHBITDEPTH) {
	// For frames stored in a 16-bit buffer, we need to downconvert to 8 bits
	assert(first_layer->width == frm_width);
	assert(first_layer->height == frm_height);

	uint16_t *frm_buffer = CONVERT_TO_SHORTPTR(frm->y_buffer);
	uint8_t *pyr_buffer = first_layer->buffer;
	int pyr_stride = first_layer->stride;
	for (int y = 0; y < frm_height; y++) {
	uint16_t frm_row = frm_buffer + y frm_stride;
	uint8_t pyr_row = pyr_buffer + y pyr_stride;
	for (int x = 0; x < frm_width; x++) {
	pyr_row[x] = frm_row[x] >> (bit_depth - 8);
	}
	}

	fill_border(pyr_buffer, frm_width, frm_height, pyr_stride);
	} else {
	// For frames stored in an 8-bit buffer, we need to configure the first
	// pyramid layer to point at the original image buffer
	first_layer->buffer = frm->y_buffer;
	first_layer->width = frm_width;
	first_layer->height = frm_height;
	first_layer->stride = frm_stride;
	}

	// Fill in the remaining levels through progressive downsampling
	for (int level = 1; level < n_levels; ++level) {
	PyramidLayer *prev_layer = &frm_pyr->layers[level - 1];
	uint8_t *prev_buffer = prev_layer->buffer;
	int prev_stride = prev_layer->stride;

	PyramidLayer *this_layer = &frm_pyr->layers[level];
	uint8_t *this_buffer = this_layer->buffer;
	int this_width = this_layer->width;
	int this_height = this_layer->height;
	int this_stride = this_layer->stride;

	// Compute the this pyramid level by downsampling the current level.
	//
	// We downsample by a factor of exactly 2, clipping the rightmost and
	// bottommost pixel off of the current level if needed. We do this for
	// two main reasons:
	//
	// 1) In the disflow code, when stepping from a higher pyramid level to a
	// lower pyramid level, we need to not just interpolate the flow field
	// but also to scale each flow vector by the upsampling ratio.
	// So it is much more convenient if this ratio is simply 2.
	//
	// 2) Up/downsampling by a factor of 2 can be implemented much more
	// efficiently than up/downsampling by a generic ratio.
	// TODO(rachelbarker): Use optimized downsample-by-2 function
	av1_resize_plane(prev_buffer, this_height << 1, this_width << 1,
	prev_stride, this_buffer, this_height, this_width,
	this_stride);
	fill_border(this_buffer, this_width, this_height, this_stride);
	}
	}

	// Fill out a downsampling pyramid for a given frame.
	//
	// The top level (index 0) will always be an 8-bit copy of the input frame,
	// regardless of the input bit depth. Additional levels are then downscaled
	// by powers of 2.
	//
	// For small input frames, the number of levels actually constructed
	// will be limited so that the smallest image is at least MIN_PYRAMID_SIZE
	// pixels along each side.
	//
	// However, if the input frame has a side of length < MIN_PYRAMID_SIZE,
	// we will still construct the top level.
	void aom_compute_pyramid(const YV12_BUFFER_CONFIG *frm, int bit_depth,
	ImagePyramid *pyr) {
	assert(pyr);

	// Per the comments in the ImagePyramid struct, we must take this mutex
	// before reading or writing the "valid" flag, and hold it while computing
	// the pyramid, to ensure proper behaviour if multiple threads call this
	// function simultaneously
	#if CONFIG_MULTITHREAD
	pthread_mutex_lock(&pyr->mutex);
	#endif // CONFIG_MULTITHREAD

	if (!pyr->valid) {
	fill_pyramid(frm, bit_depth, pyr);
	pyr->valid = true;
	}

	// At this point, the pyramid is guaranteed to be valid, and can be safely
	// read from without holding the mutex any more

	#if CONFIG_MULTITHREAD
	pthread_mutex_unlock(&pyr->mutex);
	#endif // CONFIG_MULTITHREAD
	}

	#ifndef NDEBUG
	// Check if a pyramid has already been computed.
	// This is mostly a debug helper - as it is necessary to hold pyr->mutex
	// while reading the valid flag, we cannot just write:
	// assert(pyr->valid);
	// This function allows the check to be correctly written as:
	// assert(aom_is_pyramid_valid(pyr));
	bool aom_is_pyramid_valid(ImagePyramid *pyr) {
	assert(pyr);

	// Per the comments in the ImagePyramid struct, we must take this mutex
	// before reading or writing the "valid" flag, and hold it while computing
	// the pyramid, to ensure proper behaviour if multiple threads call this
	// function simultaneously
	#if CONFIG_MULTITHREAD
	pthread_mutex_lock(&pyr->mutex);
	#endif // CONFIG_MULTITHREAD

	bool valid = pyr->valid;

	#if CONFIG_MULTITHREAD
	pthread_mutex_unlock(&pyr->mutex);
	#endif // CONFIG_MULTITHREAD

	return valid;
	}
	#endif

	// Mark a pyramid as no longer containing valid data.
	// This must be done whenever the corresponding frame buffer is reused
	void aom_invalidate_pyramid(ImagePyramid *pyr) {
	if (pyr) {
	#if CONFIG_MULTITHREAD
	pthread_mutex_lock(&pyr->mutex);
	#endif // CONFIG_MULTITHREAD
	pyr->valid = false;
	#if CONFIG_MULTITHREAD
	pthread_mutex_unlock(&pyr->mutex);
	#endif // CONFIG_MULTITHREAD
	}
	}

	// Release the memory associated with a pyramid
	void aom_free_pyramid(ImagePyramid *pyr) {
	if (pyr) {
	#if CONFIG_MULTITHREAD
	pthread_mutex_destroy(&pyr->mutex);
	#endif // CONFIG_MULTITHREAD
	aom_free(pyr->buffer_alloc);
	aom_free(pyr->layers);
	aom_free(pyr);
	}
	}