diff options
Diffstat (limited to 'media/libaom/src/av1/encoder/k_means_template.h')
-rw-r--r-- | media/libaom/src/av1/encoder/k_means_template.h | 123 |
1 files changed, 123 insertions, 0 deletions
diff --git a/media/libaom/src/av1/encoder/k_means_template.h b/media/libaom/src/av1/encoder/k_means_template.h new file mode 100644 index 000000000..9e526b88b --- /dev/null +++ b/media/libaom/src/av1/encoder/k_means_template.h @@ -0,0 +1,123 @@ +/* + * Copyright (c) 2016, 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 <assert.h> +#include <stdint.h> +#include <string.h> + +#include "av1/encoder/palette.h" +#include "av1/encoder/random.h" + +#ifndef AV1_K_MEANS_DIM +#error "This template requires AV1_K_MEANS_DIM to be defined" +#endif + +#define RENAME_(x, y) AV1_K_MEANS_RENAME(x, y) +#define RENAME(x) RENAME_(x, AV1_K_MEANS_DIM) + +static int RENAME(calc_dist)(const int *p1, const int *p2) { + int dist = 0; + for (int i = 0; i < AV1_K_MEANS_DIM; ++i) { + const int diff = p1[i] - p2[i]; + dist += diff * diff; + } + return dist; +} + +void RENAME(av1_calc_indices)(const int *data, const int *centroids, + uint8_t *indices, int n, int k) { + for (int i = 0; i < n; ++i) { + int min_dist = RENAME(calc_dist)(data + i * AV1_K_MEANS_DIM, centroids); + indices[i] = 0; + for (int j = 1; j < k; ++j) { + const int this_dist = RENAME(calc_dist)(data + i * AV1_K_MEANS_DIM, + centroids + j * AV1_K_MEANS_DIM); + if (this_dist < min_dist) { + min_dist = this_dist; + indices[i] = j; + } + } + } +} + +static void RENAME(calc_centroids)(const int *data, int *centroids, + const uint8_t *indices, int n, int k) { + int i, j; + int count[PALETTE_MAX_SIZE] = { 0 }; + unsigned int rand_state = (unsigned int)data[0]; + assert(n <= 32768); + memset(centroids, 0, sizeof(centroids[0]) * k * AV1_K_MEANS_DIM); + + for (i = 0; i < n; ++i) { + const int index = indices[i]; + assert(index < k); + ++count[index]; + for (j = 0; j < AV1_K_MEANS_DIM; ++j) { + centroids[index * AV1_K_MEANS_DIM + j] += data[i * AV1_K_MEANS_DIM + j]; + } + } + + for (i = 0; i < k; ++i) { + if (count[i] == 0) { + memcpy(centroids + i * AV1_K_MEANS_DIM, + data + (lcg_rand16(&rand_state) % n) * AV1_K_MEANS_DIM, + sizeof(centroids[0]) * AV1_K_MEANS_DIM); + } else { + for (j = 0; j < AV1_K_MEANS_DIM; ++j) { + centroids[i * AV1_K_MEANS_DIM + j] = + DIVIDE_AND_ROUND(centroids[i * AV1_K_MEANS_DIM + j], count[i]); + } + } + } +} + +static int64_t RENAME(calc_total_dist)(const int *data, const int *centroids, + const uint8_t *indices, int n, int k) { + int64_t dist = 0; + (void)k; + for (int i = 0; i < n; ++i) { + dist += RENAME(calc_dist)(data + i * AV1_K_MEANS_DIM, + centroids + indices[i] * AV1_K_MEANS_DIM); + } + return dist; +} + +void RENAME(av1_k_means)(const int *data, int *centroids, uint8_t *indices, + int n, int k, int max_itr) { + int pre_centroids[2 * PALETTE_MAX_SIZE]; + uint8_t pre_indices[MAX_SB_SQUARE]; + + RENAME(av1_calc_indices)(data, centroids, indices, n, k); + int64_t this_dist = RENAME(calc_total_dist)(data, centroids, indices, n, k); + + for (int i = 0; i < max_itr; ++i) { + const int64_t pre_dist = this_dist; + memcpy(pre_centroids, centroids, + sizeof(pre_centroids[0]) * k * AV1_K_MEANS_DIM); + memcpy(pre_indices, indices, sizeof(pre_indices[0]) * n); + + RENAME(calc_centroids)(data, centroids, indices, n, k); + RENAME(av1_calc_indices)(data, centroids, indices, n, k); + this_dist = RENAME(calc_total_dist)(data, centroids, indices, n, k); + + if (this_dist > pre_dist) { + memcpy(centroids, pre_centroids, + sizeof(pre_centroids[0]) * k * AV1_K_MEANS_DIM); + memcpy(indices, pre_indices, sizeof(pre_indices[0]) * n); + break; + } + if (!memcmp(centroids, pre_centroids, + sizeof(pre_centroids[0]) * k * AV1_K_MEANS_DIM)) + break; + } +} +#undef RENAME_ +#undef RENAME |