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- /*
- * Copyright (c) 2017, NVIDIA CORPORATION. All rights reserved.
- *
- * Permission is hereby granted, free of charge, to any person obtaining a
- * copy of this software and associated documentation files (the "Software"),
- * to deal in the Software without restriction, including without limitation
- * the rights to use, copy, modify, merge, publish, distribute, sublicense,
- * and/or sell copies of the Software, and to permit persons to whom the
- * Software is furnished to do so, subject to the following conditions:
- *
- * The above copyright notice and this permission notice shall be included in
- * all copies or substantial portions of the Software.
- *
- * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
- * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
- * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
- * THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
- * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
- * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
- * DEALINGS IN THE SOFTWARE.
- */
- #include "libavutil/hwcontext.h"
- #include "libavutil/hwcontext_cuda_internal.h"
- #include "libavutil/cuda_check.h"
- #include "libavutil/opt.h"
- #include "libavutil/pixdesc.h"
- #include "avfilter.h"
- #include "internal.h"
- #define CHECK_CU(x) FF_CUDA_CHECK_DL(ctx, s->hwctx->internal->cuda_dl, x)
- #define HIST_SIZE (3*256)
- #define DIV_UP(a, b) ( ((a) + (b) - 1) / (b) )
- #define BLOCKX 32
- #define BLOCKY 16
- static const enum AVPixelFormat supported_formats[] = {
- AV_PIX_FMT_NV12,
- AV_PIX_FMT_YUV420P,
- AV_PIX_FMT_YUV444P,
- AV_PIX_FMT_P010,
- AV_PIX_FMT_P016,
- AV_PIX_FMT_YUV444P16,
- };
- struct thumb_frame {
- AVFrame *buf; ///< cached frame
- int histogram[HIST_SIZE]; ///< RGB color distribution histogram of the frame
- };
- typedef struct ThumbnailCudaContext {
- const AVClass *class;
- int n; ///< current frame
- int n_frames; ///< number of frames for analysis
- struct thumb_frame *frames; ///< the n_frames frames
- AVRational tb; ///< copy of the input timebase to ease access
- AVBufferRef *hw_frames_ctx;
- AVCUDADeviceContext *hwctx;
- CUmodule cu_module;
- CUfunction cu_func_uchar;
- CUfunction cu_func_uchar2;
- CUfunction cu_func_ushort;
- CUfunction cu_func_ushort2;
- CUstream cu_stream;
- CUdeviceptr data;
- } ThumbnailCudaContext;
- #define OFFSET(x) offsetof(ThumbnailCudaContext, x)
- #define FLAGS AV_OPT_FLAG_VIDEO_PARAM|AV_OPT_FLAG_FILTERING_PARAM
- static const AVOption thumbnail_cuda_options[] = {
- { "n", "set the frames batch size", OFFSET(n_frames), AV_OPT_TYPE_INT, {.i64=100}, 2, INT_MAX, FLAGS },
- { NULL }
- };
- AVFILTER_DEFINE_CLASS(thumbnail_cuda);
- static av_cold int init(AVFilterContext *ctx)
- {
- ThumbnailCudaContext *s = ctx->priv;
- s->frames = av_calloc(s->n_frames, sizeof(*s->frames));
- if (!s->frames) {
- av_log(ctx, AV_LOG_ERROR,
- "Allocation failure, try to lower the number of frames\n");
- return AVERROR(ENOMEM);
- }
- av_log(ctx, AV_LOG_VERBOSE, "batch size: %d frames\n", s->n_frames);
- return 0;
- }
- /**
- * @brief Compute Sum-square deviation to estimate "closeness".
- * @param hist color distribution histogram
- * @param median average color distribution histogram
- * @return sum of squared errors
- */
- static double frame_sum_square_err(const int *hist, const double *median)
- {
- int i;
- double err, sum_sq_err = 0;
- for (i = 0; i < HIST_SIZE; i++) {
- err = median[i] - (double)hist[i];
- sum_sq_err += err*err;
- }
- return sum_sq_err;
- }
- static AVFrame *get_best_frame(AVFilterContext *ctx)
- {
- AVFrame *picref;
- ThumbnailCudaContext *s = ctx->priv;
- int i, j, best_frame_idx = 0;
- int nb_frames = s->n;
- double avg_hist[HIST_SIZE] = {0}, sq_err, min_sq_err = -1;
- // average histogram of the N frames
- for (j = 0; j < FF_ARRAY_ELEMS(avg_hist); j++) {
- for (i = 0; i < nb_frames; i++)
- avg_hist[j] += (double)s->frames[i].histogram[j];
- avg_hist[j] /= nb_frames;
- }
- // find the frame closer to the average using the sum of squared errors
- for (i = 0; i < nb_frames; i++) {
- sq_err = frame_sum_square_err(s->frames[i].histogram, avg_hist);
- if (i == 0 || sq_err < min_sq_err)
- best_frame_idx = i, min_sq_err = sq_err;
- }
- // free and reset everything (except the best frame buffer)
- for (i = 0; i < nb_frames; i++) {
- memset(s->frames[i].histogram, 0, sizeof(s->frames[i].histogram));
- if (i != best_frame_idx)
- av_frame_free(&s->frames[i].buf);
- }
- s->n = 0;
- // raise the chosen one
- picref = s->frames[best_frame_idx].buf;
- av_log(ctx, AV_LOG_INFO, "frame id #%d (pts_time=%f) selected "
- "from a set of %d images\n", best_frame_idx,
- picref->pts * av_q2d(s->tb), nb_frames);
- s->frames[best_frame_idx].buf = NULL;
- return picref;
- }
- static int thumbnail_kernel(AVFilterContext *ctx, CUfunction func, int channels,
- int *histogram, uint8_t *src_dptr, int src_width, int src_height, int src_pitch, int pixel_size)
- {
- int ret;
- ThumbnailCudaContext *s = ctx->priv;
- CudaFunctions *cu = s->hwctx->internal->cuda_dl;
- CUtexObject tex = 0;
- void *args[] = { &tex, &histogram, &src_width, &src_height };
- CUDA_TEXTURE_DESC tex_desc = {
- .filterMode = CU_TR_FILTER_MODE_LINEAR,
- .flags = CU_TRSF_READ_AS_INTEGER,
- };
- CUDA_RESOURCE_DESC res_desc = {
- .resType = CU_RESOURCE_TYPE_PITCH2D,
- .res.pitch2D.format = pixel_size == 1 ?
- CU_AD_FORMAT_UNSIGNED_INT8 :
- CU_AD_FORMAT_UNSIGNED_INT16,
- .res.pitch2D.numChannels = channels,
- .res.pitch2D.width = src_width,
- .res.pitch2D.height = src_height,
- .res.pitch2D.pitchInBytes = src_pitch,
- .res.pitch2D.devPtr = (CUdeviceptr)src_dptr,
- };
- ret = CHECK_CU(cu->cuTexObjectCreate(&tex, &res_desc, &tex_desc, NULL));
- if (ret < 0)
- goto exit;
- ret = CHECK_CU(cu->cuLaunchKernel(func,
- DIV_UP(src_width, BLOCKX), DIV_UP(src_height, BLOCKY), 1,
- BLOCKX, BLOCKY, 1, 0, s->cu_stream, args, NULL));
- exit:
- if (tex)
- CHECK_CU(cu->cuTexObjectDestroy(tex));
- return ret;
- }
- static int thumbnail(AVFilterContext *ctx, int *histogram, AVFrame *in)
- {
- AVHWFramesContext *in_frames_ctx = (AVHWFramesContext*)in->hw_frames_ctx->data;
- ThumbnailCudaContext *s = ctx->priv;
- switch (in_frames_ctx->sw_format) {
- case AV_PIX_FMT_NV12:
- thumbnail_kernel(ctx, s->cu_func_uchar, 1,
- histogram, in->data[0], in->width, in->height, in->linesize[0], 1);
- thumbnail_kernel(ctx, s->cu_func_uchar2, 2,
- histogram + 256, in->data[1], in->width / 2, in->height / 2, in->linesize[1], 1);
- break;
- case AV_PIX_FMT_YUV420P:
- thumbnail_kernel(ctx, s->cu_func_uchar, 1,
- histogram, in->data[0], in->width, in->height, in->linesize[0], 1);
- thumbnail_kernel(ctx, s->cu_func_uchar, 1,
- histogram + 256, in->data[1], in->width / 2, in->height / 2, in->linesize[1], 1);
- thumbnail_kernel(ctx, s->cu_func_uchar, 1,
- histogram + 512, in->data[2], in->width / 2, in->height / 2, in->linesize[2], 1);
- break;
- case AV_PIX_FMT_YUV444P:
- thumbnail_kernel(ctx, s->cu_func_uchar, 1,
- histogram, in->data[0], in->width, in->height, in->linesize[0], 1);
- thumbnail_kernel(ctx, s->cu_func_uchar, 1,
- histogram + 256, in->data[1], in->width, in->height, in->linesize[1], 1);
- thumbnail_kernel(ctx, s->cu_func_uchar, 1,
- histogram + 512, in->data[2], in->width, in->height, in->linesize[2], 1);
- break;
- case AV_PIX_FMT_P010LE:
- case AV_PIX_FMT_P016LE:
- thumbnail_kernel(ctx, s->cu_func_ushort, 1,
- histogram, in->data[0], in->width, in->height, in->linesize[0], 2);
- thumbnail_kernel(ctx, s->cu_func_ushort2, 2,
- histogram + 256, in->data[1], in->width / 2, in->height / 2, in->linesize[1], 2);
- break;
- case AV_PIX_FMT_YUV444P16:
- thumbnail_kernel(ctx, s->cu_func_ushort2, 1,
- histogram, in->data[0], in->width, in->height, in->linesize[0], 2);
- thumbnail_kernel(ctx, s->cu_func_ushort2, 1,
- histogram + 256, in->data[1], in->width, in->height, in->linesize[1], 2);
- thumbnail_kernel(ctx, s->cu_func_ushort2, 1,
- histogram + 512, in->data[2], in->width, in->height, in->linesize[2], 2);
- break;
- default:
- return AVERROR_BUG;
- }
- return 0;
- }
- static int filter_frame(AVFilterLink *inlink, AVFrame *frame)
- {
- AVFilterContext *ctx = inlink->dst;
- ThumbnailCudaContext *s = ctx->priv;
- CudaFunctions *cu = s->hwctx->internal->cuda_dl;
- AVFilterLink *outlink = ctx->outputs[0];
- int *hist = s->frames[s->n].histogram;
- AVHWFramesContext *hw_frames_ctx = (AVHWFramesContext*)s->hw_frames_ctx->data;
- CUcontext dummy;
- CUDA_MEMCPY2D cpy = { 0 };
- int ret = 0;
- // keep a reference of each frame
- s->frames[s->n].buf = frame;
- ret = CHECK_CU(cu->cuCtxPushCurrent(s->hwctx->cuda_ctx));
- if (ret < 0)
- return ret;
- CHECK_CU(cu->cuMemsetD8Async(s->data, 0, HIST_SIZE * sizeof(int), s->cu_stream));
- thumbnail(ctx, (int*)s->data, frame);
- cpy.srcMemoryType = CU_MEMORYTYPE_DEVICE;
- cpy.dstMemoryType = CU_MEMORYTYPE_HOST;
- cpy.srcDevice = s->data;
- cpy.dstHost = hist;
- cpy.srcPitch = HIST_SIZE * sizeof(int);
- cpy.dstPitch = HIST_SIZE * sizeof(int);
- cpy.WidthInBytes = HIST_SIZE * sizeof(int);
- cpy.Height = 1;
- ret = CHECK_CU(cu->cuMemcpy2DAsync(&cpy, s->cu_stream));
- if (ret < 0)
- return ret;
- if (hw_frames_ctx->sw_format == AV_PIX_FMT_NV12 || hw_frames_ctx->sw_format == AV_PIX_FMT_YUV420P ||
- hw_frames_ctx->sw_format == AV_PIX_FMT_P010LE || hw_frames_ctx->sw_format == AV_PIX_FMT_P016LE)
- {
- int i;
- for (i = 256; i < HIST_SIZE; i++)
- hist[i] = 4 * hist[i];
- }
- CHECK_CU(cu->cuCtxPopCurrent(&dummy));
- if (ret < 0)
- return ret;
- // no selection until the buffer of N frames is filled up
- s->n++;
- if (s->n < s->n_frames)
- return 0;
- return ff_filter_frame(outlink, get_best_frame(ctx));
- }
- static av_cold void uninit(AVFilterContext *ctx)
- {
- int i;
- ThumbnailCudaContext *s = ctx->priv;
- CudaFunctions *cu = s->hwctx->internal->cuda_dl;
- if (s->data) {
- CHECK_CU(cu->cuMemFree(s->data));
- s->data = 0;
- }
- if (s->cu_module) {
- CHECK_CU(cu->cuModuleUnload(s->cu_module));
- s->cu_module = NULL;
- }
- for (i = 0; i < s->n_frames && s->frames[i].buf; i++)
- av_frame_free(&s->frames[i].buf);
- av_freep(&s->frames);
- }
- static int request_frame(AVFilterLink *link)
- {
- AVFilterContext *ctx = link->src;
- ThumbnailCudaContext *s = ctx->priv;
- int ret = ff_request_frame(ctx->inputs[0]);
- if (ret == AVERROR_EOF && s->n) {
- ret = ff_filter_frame(link, get_best_frame(ctx));
- if (ret < 0)
- return ret;
- ret = AVERROR_EOF;
- }
- if (ret < 0)
- return ret;
- return 0;
- }
- static int format_is_supported(enum AVPixelFormat fmt)
- {
- int i;
- for (i = 0; i < FF_ARRAY_ELEMS(supported_formats); i++)
- if (supported_formats[i] == fmt)
- return 1;
- return 0;
- }
- static int config_props(AVFilterLink *inlink)
- {
- AVFilterContext *ctx = inlink->dst;
- ThumbnailCudaContext *s = ctx->priv;
- AVHWFramesContext *hw_frames_ctx = (AVHWFramesContext*)inlink->hw_frames_ctx->data;
- AVCUDADeviceContext *device_hwctx = hw_frames_ctx->device_ctx->hwctx;
- CUcontext dummy, cuda_ctx = device_hwctx->cuda_ctx;
- CudaFunctions *cu = device_hwctx->internal->cuda_dl;
- int ret;
- extern char vf_thumbnail_cuda_ptx[];
- s->hwctx = device_hwctx;
- s->cu_stream = s->hwctx->stream;
- ret = CHECK_CU(cu->cuCtxPushCurrent(cuda_ctx));
- if (ret < 0)
- return ret;
- ret = CHECK_CU(cu->cuModuleLoadData(&s->cu_module, vf_thumbnail_cuda_ptx));
- if (ret < 0)
- return ret;
- ret = CHECK_CU(cu->cuModuleGetFunction(&s->cu_func_uchar, s->cu_module, "Thumbnail_uchar"));
- if (ret < 0)
- return ret;
- ret = CHECK_CU(cu->cuModuleGetFunction(&s->cu_func_uchar2, s->cu_module, "Thumbnail_uchar2"));
- if (ret < 0)
- return ret;
- ret = CHECK_CU(cu->cuModuleGetFunction(&s->cu_func_ushort, s->cu_module, "Thumbnail_ushort"));
- if (ret < 0)
- return ret;
- ret = CHECK_CU(cu->cuModuleGetFunction(&s->cu_func_ushort2, s->cu_module, "Thumbnail_ushort2"));
- if (ret < 0)
- return ret;
- ret = CHECK_CU(cu->cuMemAlloc(&s->data, HIST_SIZE * sizeof(int)));
- if (ret < 0)
- return ret;
- CHECK_CU(cu->cuCtxPopCurrent(&dummy));
- s->hw_frames_ctx = ctx->inputs[0]->hw_frames_ctx;
- ctx->outputs[0]->hw_frames_ctx = av_buffer_ref(s->hw_frames_ctx);
- if (!ctx->outputs[0]->hw_frames_ctx)
- return AVERROR(ENOMEM);
- s->tb = inlink->time_base;
- if (!format_is_supported(hw_frames_ctx->sw_format)) {
- av_log(ctx, AV_LOG_ERROR, "Unsupported input format: %s\n", av_get_pix_fmt_name(hw_frames_ctx->sw_format));
- return AVERROR(ENOSYS);
- }
- return 0;
- }
- static int query_formats(AVFilterContext *ctx)
- {
- static const enum AVPixelFormat pix_fmts[] = {
- AV_PIX_FMT_CUDA,
- AV_PIX_FMT_NONE
- };
- AVFilterFormats *fmts_list = ff_make_format_list(pix_fmts);
- if (!fmts_list)
- return AVERROR(ENOMEM);
- return ff_set_common_formats(ctx, fmts_list);
- }
- static const AVFilterPad thumbnail_cuda_inputs[] = {
- {
- .name = "default",
- .type = AVMEDIA_TYPE_VIDEO,
- .config_props = config_props,
- .filter_frame = filter_frame,
- },
- { NULL }
- };
- static const AVFilterPad thumbnail_cuda_outputs[] = {
- {
- .name = "default",
- .type = AVMEDIA_TYPE_VIDEO,
- .request_frame = request_frame,
- },
- { NULL }
- };
- AVFilter ff_vf_thumbnail_cuda = {
- .name = "thumbnail_cuda",
- .description = NULL_IF_CONFIG_SMALL("Select the most representative frame in a given sequence of consecutive frames."),
- .priv_size = sizeof(ThumbnailCudaContext),
- .init = init,
- .uninit = uninit,
- .query_formats = query_formats,
- .inputs = thumbnail_cuda_inputs,
- .outputs = thumbnail_cuda_outputs,
- .priv_class = &thumbnail_cuda_class,
- .flags_internal = FF_FILTER_FLAG_HWFRAME_AWARE,
- };
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