/* * Copyright (c) 2019-2020, 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 #include #include #include #include #include #include #include // #include #include "gstnvdsinfer.h" #include "gstnvdsmeta.h" //#include "gstnvstreammeta.h" #ifndef PLATFORM_TEGRA #include "gst-nvmessage.h" #endif #define MAX_DISPLAY_LEN 64 #define PGIE_CLASS_ID_VEHICLE 0 #define PGIE_CLASS_ID_PERSON 2 /* The muxer output resolution must be set if the input streams will be of * different resolution. The muxer will scale all the input frames to this * resolution. */ #define MUXER_OUTPUT_WIDTH 533 #define MUXER_OUTPUT_HEIGHT 74 /* Muxer batch formation timeout, for e.g. 40 millisec. Should ideally be set * based on the fastest source's framerate. */ #define MUXER_BATCH_TIMEOUT_USEC 40000 #define TILED_OUTPUT_WIDTH 533 #define TILED_OUTPUT_HEIGHT 74 /* NVIDIA Decoder source pad memory feature. This feature signifies that source * pads having this capability will push GstBuffers containing cuda buffers. */ #define GST_CAPS_FEATURES_NVMM "memory:NVMM" //typedef struct NvDsInferTensorMeta1 NvDsInferTensorMeta1; gchar pgie_classes_str[4][32] = { "Vehicle", "TwoWheeler", "Person", "RoadSign" }; #define FPS_PRINT_INTERVAL 300 //static struct timeval start_time = { }; //static guint probe_counter = 0; /* tiler_sink_pad_buffer_probe will extract metadata received on OSD sink pad * and update params for drawing rectangle, object information etc. */ static GstPadProbeReturn tiler_src_pad_buffer_probe (GstPad * pad, GstPadProbeInfo * info, gpointer u_data) { GstBuffer *buf = (GstBuffer *) info->data; guint num_rects = 0; NvDsObjectMeta *obj_meta = NULL; guint vehicle_count = 0; guint person_count = 0; NvDsMetaList * l_frame = NULL; NvDsMetaList * l_obj = NULL; //NvDsDisplayMeta *display_meta = NULL; NvDsBatchMeta *batch_meta = gst_buffer_get_nvds_batch_meta (buf); for (l_frame = batch_meta->frame_meta_list; l_frame != NULL; l_frame = l_frame->next) { NvDsFrameMeta *frame_meta = (NvDsFrameMeta *) (l_frame->data); //int offset = 0; // if (frame_meta->frame_user_meta_list != NULL) g_print("#####has output"); /* Iterate user metadata in frames to search PGIE's tensor metadata */ // 有l_user 没有user_meta // luser 链起来 for (NvDsMetaList * l_user = frame_meta->frame_user_meta_list; l_user != NULL; l_user = l_user->next) { if (l_user != NULL) g_print("###################################l_user output"); NvDsUserMeta *user_meta = (NvDsUserMeta *) l_user->data; // if (user_meta->base_meta.meta_type != NVDSINFER_TENSOR_OUTPUT_META){ // printf("*********************************not tensor meta"); // continue; // } if (user_meta != NULL) g_print("###################################user_meta output"); NvDsInferTensorMeta *meta = (NvDsInferTensorMeta *) user_meta->user_meta_data; if (meta != NULL) g_print("###################################user_output\n"); guint layer = meta->num_output_layers; g_print("the dims of output are\n"); float * output = (float*)meta->out_buf_ptrs_host[0]; NvDsInferDims cmap_dims = meta->output_layers_info[0].inferDims; int batch = cmap_dims.d[0]; // 28 cmap_dims.numDims = 2 int cls = cmap_dims.d[1]; // 76 28*76 = numElements printf("%d %d\n",cmap_dims.numElements,cls); // for (unsigned int i = 0; i < meta->num_output_layers; i++) { // NvDsInferLayerInfo *info = &meta->output_layers_info[i]; // info->buffer = meta->out_buf_ptrs_host[i]; // // printf(info->inferDims.numDims); // for (int i = 0; iinferDims.numDims; i++) printf("+++++++++++++++++++++++++++++++++++\n"); // // if (use_device_mem && meta->out_buf_ptrs_dev[i]) { // // cudaMemcpy (meta->out_buf_ptrs_host[i], meta->out_buf_ptrs_dev[i], // // info->inferDims.numElements * 4, cudaMemcpyDeviceToHost); // // printf("+++++++++++++++++++++++++++++++++++"); // // } // } // // } /// NvDsInferTensorMeta *meta = // (NvDsInferTensorMeta *) user_meta->user_meta_data; // printf(meta->unique_id); // for (unsigned int i = 0; i < meta->num_output_layers; i++) { // NvDsInferLayerInfo *info = &meta->output_layers_info[i]; // info->buffer = meta->out_buf_ptrs_host[i]; // if (use_device_mem && meta->out_buf_ptrs_dev[i]) { // cudaMemcpy (meta->out_buf_ptrs_host[i], meta->out_buf_ptrs_dev[i], // info->inferDims.numElements * 4, cudaMemcpyDeviceToHost); // } // } // for (l_obj = frame_meta->frame_user_meta_list; l_obj != NULL; // l_obj = l_obj->next) { // NvDsUserMeta *user_meta = (NvDsUserMeta *) l_obj->data; // if (user_meta->base_meta.meta_type == NVDSINFER_TENSOR_OUTPUT_META) { // NvDsInferTensorMeta *tensor_meta = (NvDsInferTensorMeta *) user_meta->user_meta_data; // // printf(tensor_meta->num_output_layers); // // // // float * output = (float*)tensor_meta->out_buf_ptrs_host[0]; // // NvDsInferDims &cmap_dims = tensor_meta->output_layers_info[0].inferDims; // // int batch = cmap_dims.d[0]; // 28 cmap_dims.numDims = 2 // // int cls = cmap_dims.d[1]; // printf("111111111111111111111\n"); // } // g_print ("Frame Number = %d Number of objects = %d " // "Vehicle Count = %d Person Count = %d\n", // frame_meta->frame_num, num_rects, vehicle_count, person_count); // } return GST_PAD_PROBE_OK; } } } static GstPadProbeReturn tiler_sink_pad_buffer_probe (GstPad * pad, GstPadProbeInfo * info, gpointer u_data) { GstBuffer *buf = (GstBuffer *) info->data; guint num_rects = 0; NvDsObjectMeta *obj_meta = NULL; guint vehicle_count = 0; guint person_count = 0; NvDsMetaList * l_frame = NULL; NvDsMetaList * l_obj = NULL; //NvDsDisplayMeta *display_meta = NULL; NvDsBatchMeta *batch_meta = gst_buffer_get_nvds_batch_meta (buf); for (l_frame = batch_meta->frame_meta_list; l_frame != NULL; l_frame = l_frame->next) { NvDsFrameMeta *frame_meta = (NvDsFrameMeta *) (l_frame->data); if (frame_meta->frame_user_meta_list != NULL) g_print("has in put"); else{ // printf("****has_NOT_input\n"); } } return GST_PAD_PROBE_OK; } static gboolean bus_call (GstBus * bus, GstMessage * msg, gpointer data) { GMainLoop *loop = (GMainLoop *) data; switch (GST_MESSAGE_TYPE (msg)) { case GST_MESSAGE_EOS: g_print ("End of stream\n"); g_main_loop_quit (loop); break; case GST_MESSAGE_WARNING: { gchar *debug; GError *error; gst_message_parse_warning (msg, &error, &debug); g_printerr ("WARNING from element %s: %s\n", GST_OBJECT_NAME (msg->src), error->message); g_free (debug); g_printerr ("Warning: %s\n", error->message); g_error_free (error); break; } case GST_MESSAGE_ERROR: { gchar *debug; GError *error; gst_message_parse_error (msg, &error, &debug); g_printerr ("ERROR from element %s: %s\n", GST_OBJECT_NAME (msg->src), error->message); if (debug) g_printerr ("Error details: %s\n", debug); g_free (debug); g_error_free (error); g_main_loop_quit (loop); break; } #ifndef PLATFORM_TEGRA case GST_MESSAGE_ELEMENT: { if (gst_nvmessage_is_stream_eos (msg)) { guint stream_id; if (gst_nvmessage_parse_stream_eos (msg, &stream_id)) { g_print ("Got EOS from stream %d\n", stream_id); } } break; } #endif default: break; } return TRUE; } static GstElement * create_source_bin (guint index, gchar * uri) { GstElement *bin = NULL/*, *uri_decode_bin = NULL*/; gchar bin_name[16] = { }; gboolean multi_file_src = FALSE; g_snprintf (bin_name, 15, "source-bin-%02d", index); /* Create a source GstBin to abstract this bin's content from the rest of the * pipeline */ bin = gst_bin_new (bin_name); GstElement *source, *jpegparser, *decoder; if (strstr(uri, "%d")) { source = gst_element_factory_make("multifilesrc", "source"); multi_file_src = TRUE; } else source = gst_element_factory_make ("filesrc", "source"); jpegparser = gst_element_factory_make ("jpegparse", "jpeg-parser"); decoder = gst_element_factory_make ("nvv4l2decoder", "nvv4l2-decoder"); if (!source || !jpegparser || !decoder) { g_printerr ("One element could not be created. Exiting.\n"); return NULL; } g_object_set (G_OBJECT (source), "location", uri, NULL); const char *dot = strrchr(uri, '.'); if ((!strcmp (dot+1, "mjpeg")) || (!strcmp (dot+1, "mjpg")) || (multi_file_src == TRUE)) { #ifdef PLATFORM_TEGRA g_object_set (G_OBJECT (decoder), "mjpeg", 1, NULL); #endif } gst_bin_add_many (GST_BIN (bin), source, jpegparser, decoder, NULL); gst_element_link_many (source, jpegparser, decoder, NULL); /* We need to create a ghost pad for the source bin which will act as a proxy * for the video decoder src pad. The ghost pad will not have a target right * now. Once the decode bin creates the video decoder and generates the * cb_newpad callback, we will set the ghost pad target to the video decoder * src pad. */ if (!gst_element_add_pad (bin, gst_ghost_pad_new_no_target ("src", GST_PAD_SRC))) { g_printerr ("Failed to add ghost pad in source bin\n"); return NULL; } GstPad *srcpad = gst_element_get_static_pad (decoder, "src"); if (!srcpad) { g_printerr ("Failed to get src pad of source bin. Exiting.\n"); return NULL; } GstPad *bin_ghost_pad = gst_element_get_static_pad (bin, "src"); if (!gst_ghost_pad_set_target (GST_GHOST_PAD (bin_ghost_pad), srcpad)) { g_printerr ("Failed to link decoder src pad to source bin ghost pad\n"); } return bin; } int main (int argc, char *argv[]) { GMainLoop *loop = NULL; GstElement *pipeline = NULL, *streammux = NULL, *sink = NULL, *pgie = NULL, *nvvidconv = NULL, *nvosd = NULL, *tiler = NULL; #ifdef PLATFORM_TEGRA GstElement *transform = NULL; #endif GstBus *bus = NULL; guint bus_watch_id; GstPad *tiler_src_pad = NULL; GstPad *tiler_sink_pad = NULL; guint i, num_sources; guint tiler_rows, tiler_columns; guint pgie_batch_size; /* Check input arguments */ if (argc < 2) { g_printerr ("Usage: %s ..." " \n", argv[0]); argc=1; return -1; } num_sources = argc - 1; /* Standard GStreamer initialization */ gst_init (&argc, &argv); loop = g_main_loop_new (NULL, FALSE); /* Create gstreamer elements */ /* Create Pipeline element that will form a connection of other elements */ pipeline = gst_pipeline_new ("dstest-image-decode-pipeline"); /* Create nvstreammux instance to form batches from one or more sources. */ streammux = gst_element_factory_make ("nvstreammux", "stream-muxer"); if (!pipeline || !streammux) { g_printerr ("One element could not be created. Exiting.\n"); return -1; } gst_bin_add (GST_BIN (pipeline), streammux); for (i = 0; i < num_sources; i++) { GstPad *sinkpad, *srcpad; gchar pad_name[16] = { }; GstElement *source_bin = create_source_bin (i, argv[i + 1]); if (!source_bin) { g_printerr ("Failed to create source bin. Exiting.\n"); return -1; } gst_bin_add (GST_BIN (pipeline), source_bin); g_snprintf (pad_name, 15, "sink_%u", i); sinkpad = gst_element_get_request_pad (streammux, pad_name); if (!sinkpad) { g_printerr ("Streammux request sink pad failed. Exiting.\n"); return -1; } srcpad = gst_element_get_static_pad (source_bin, "src"); if (!srcpad) { g_printerr ("Failed to get src pad of source bin. Exiting.\n"); return -1; } if (gst_pad_link (srcpad, sinkpad) != GST_PAD_LINK_OK) { g_printerr ("Failed to link source bin to stream muxer. Exiting.\n"); return -1; } gst_object_unref (srcpad); gst_object_unref (sinkpad); } /* Use nvinfer to infer on batched frame. */ pgie = gst_element_factory_make ("nvinfer", "primary-nvinference-engine"); /* Use nvtiler to composite the batched frames into a 2D tiled array based * on the source of the frames. */ tiler = gst_element_factory_make ("nvmultistreamtiler", "nvtiler"); /* Use convertor to convert from NV12 to RGBA as required by nvosd */ nvvidconv = gst_element_factory_make ("nvvideoconvert", "nvvideo-converter"); /* Create OSD to draw on the converted RGBA buffer */ nvosd = gst_element_factory_make ("nvdsosd", "nv-onscreendisplay"); /* Finally render the osd output */ #ifdef PLATFORM_TEGRA transform = gst_element_factory_make ("nvegltransform", "nvegl-transform"); #endif sink = gst_element_factory_make ("nveglglessink", "nvvideo-renderer"); g_object_set (G_OBJECT (sink), "sync", 0, NULL); if (!pgie || !tiler || !nvvidconv || !nvosd || !sink) { g_printerr ("One element could not be created. Exiting.\n"); return -1; } #ifdef PLATFORM_TEGRA if(!transform) { g_printerr ("One tegra element could not be created. Exiting.\n"); return -1; } #endif g_object_set (G_OBJECT (streammux), "width", MUXER_OUTPUT_WIDTH, "height", MUXER_OUTPUT_HEIGHT, "batch-size", num_sources, "batched-push-timeout", MUXER_BATCH_TIMEOUT_USEC, NULL); /* Configure the nvinfer element using the nvinfer config file. */ g_object_set (G_OBJECT (pgie), "config-file-path", "dstest_image_decode_pgie_config.txt", NULL); /* Override the batch-size set in the config file with the number of sources. */ g_object_get (G_OBJECT (pgie), "batch-size", &pgie_batch_size, NULL); if (pgie_batch_size != num_sources) { g_printerr ("WARNING: Overriding infer-config batch-size (%d) with number of sources (%d)\n", pgie_batch_size, num_sources); g_object_set (G_OBJECT (pgie), "batch-size", num_sources, NULL); } tiler_rows = (guint) sqrt (num_sources); tiler_columns = (guint) ceil (1.0 * num_sources / tiler_rows); /* we set the tiler properties here */ g_object_set (G_OBJECT (tiler), "rows", tiler_rows, "columns", tiler_columns, "width", TILED_OUTPUT_WIDTH, "height", TILED_OUTPUT_HEIGHT, NULL); /* we add a message handler */ bus = gst_pipeline_get_bus (GST_PIPELINE (pipeline)); bus_watch_id = gst_bus_add_watch (bus, bus_call, loop); gst_object_unref (bus); /* Set up the pipeline */ /* we add all elements into the pipeline */ #ifdef PLATFORM_TEGRA gst_bin_add_many (GST_BIN (pipeline), pgie, tiler, nvvidconv, nvosd, transform, sink, NULL); /* we link the elements together * nvstreammux -> nvinfer -> nvtiler -> nvvidconv -> nvosd -> video-renderer */ if (!gst_element_link_many (streammux, pgie, tiler, nvvidconv, nvosd, transform, sink, NULL)) { g_printerr ("Elements could not be linked. Exiting.\n"); return -1; } #else gst_bin_add_many (GST_BIN (pipeline), pgie, tiler, nvvidconv, nvosd, sink, NULL); /* we link the elements together * nvstreammux -> nvinfer -> nvtiler -> nvvidconv -> nvosd -> video-renderer */ if (!gst_element_link_many (streammux, pgie, tiler, nvvidconv, nvosd, sink, NULL)) { g_printerr ("Elements could not be linked. Exiting.\n"); return -1; } #endif /* Lets add probe to get informed of the meta data generated, we add probe to * the sink pad of the osd element, since by that time, the buffer would have * had got all the metadata. */ tiler_sink_pad = gst_element_get_static_pad (pgie, "sink"); if (!tiler_sink_pad) g_print ("Unable to get src pad\n"); else gst_pad_add_probe (tiler_sink_pad, GST_PAD_PROBE_TYPE_BUFFER, tiler_sink_pad_buffer_probe, NULL, NULL); tiler_src_pad = gst_element_get_static_pad (pgie, "src"); if (!tiler_src_pad) g_print ("Unable to get src pad\n"); else gst_pad_add_probe (tiler_src_pad, GST_PAD_PROBE_TYPE_BUFFER, tiler_src_pad_buffer_probe, NULL, NULL); gst_object_unref (tiler_src_pad); /* Set the pipeline to "playing" state */ g_print ("Now playing:"); for (i = 0; i < num_sources; i++) { g_print (" %s,", argv[i + 1]); } g_print ("\n"); gst_element_set_state (pipeline, GST_STATE_PLAYING); /* Wait till pipeline encounters an error or EOS */ g_print ("Running...\n"); g_main_loop_run (loop); /* Out of the main loop, clean up nicely */ g_print ("Returned, stopping playback\n"); gst_element_set_state (pipeline, GST_STATE_NULL); g_print ("Deleting pipeline\n"); gst_object_unref (GST_OBJECT (pipeline)); g_source_remove (bus_watch_id); g_main_loop_unref (loop); return 0; }