# Import required libraries import sys sys.path.append('../') sys.path.append('../source_code') import gi import configparser gi.require_version('Gst', '1.0') from gi.repository import GObject, Gst from gi.repository import GLib from ctypes import * import time import sys import math import platform from common.bus_call import bus_call from common.FPS import GETFPS import pyds # Define variables to be used later fps_streams={} PGIE_CLASS_ID_VEHICLE = 0 PGIE_CLASS_ID_BICYCLE = 1 PGIE_CLASS_ID_PERSON = 2 PGIE_CLASS_ID_ROADSIGN = 3 MUXER_OUTPUT_WIDTH=1920 MUXER_OUTPUT_HEIGHT=1080 TILED_OUTPUT_WIDTH=1920 TILED_OUTPUT_HEIGHT=1080 OSD_PROCESS_MODE= 0 OSD_DISPLAY_TEXT= 0 pgie_classes_str= ["Vehicle", "TwoWheeler", "Person","RoadSign"] ################ Three Stream Pipeline ########### # Define Input and output Stream information num_sources = 3 INPUT_VIDEO_1 = '/opt/nvidia/deepstream/deepstream-5.0/samples/streams/sample_720p.h264' INPUT_VIDEO_2 = '/opt/nvidia/deepstream/deepstream-5.0/samples/streams/sample_720p.h264' INPUT_VIDEO_3 = '/opt/nvidia/deepstream/deepstream-5.0/samples/streams/sample_720p.h264' # Define variables to be used later fps_streams={} # Initialise FPS for i in range(0,num_sources): fps_streams["stream{0}".format(i)]=GETFPS(i) # Standard GStreamer initialization Gst.init(None) # Create gstreamer elements */ # Create Pipeline element that will form a connection of other elements print("Creating Pipeline \n ") pipeline = Gst.Pipeline() if not pipeline: sys.stderr.write(" Unable to create Pipeline \n") ## Make Element or Print Error and any other detail def make_elm_or_print_err(factoryname, name, printedname, detail=""): print("Creating", printedname) elm = Gst.ElementFactory.make(factoryname, name) if not elm: sys.stderr.write("Unable to create " + printedname + " \n") if detail: sys.stderr.write(detail) return elm # src_pad_buffer_probe def src_pad_buffer_probe(pad,info,u_data): #Intiallizing object counter with 0. obj_counter = { PGIE_CLASS_ID_VEHICLE:0, PGIE_CLASS_ID_PERSON:0, PGIE_CLASS_ID_BICYCLE:0, PGIE_CLASS_ID_ROADSIGN:0 } # Set frame_number & rectangles to draw as 0 frame_number=0 num_rects=0 gst_buffer = info.get_buffer() if not gst_buffer: print("Unable to get GstBuffer ") return # Retrieve batch metadata from the gst_buffer # Note that pyds.gst_buffer_get_nvds_batch_meta() expects the # C address of gst_buffer as input, which is obtained with hash(gst_buffer) batch_meta = pyds.gst_buffer_get_nvds_batch_meta(hash(gst_buffer)) l_frame = batch_meta.frame_meta_list while l_frame is not None: try: # Note that l_frame.data needs a cast to pyds.NvDsFrameMeta frame_meta = pyds.NvDsFrameMeta.cast(l_frame.data) except StopIteration: break # Get frame number , number of rectables to draw and object metadata frame_number=frame_meta.frame_num num_rects = frame_meta.num_obj_meta l_obj=frame_meta.obj_meta_list while l_obj is not None: try: # Casting l_obj.data to pyds.NvDsObjectMeta obj_meta=pyds.NvDsObjectMeta.cast(l_obj.data) except StopIteration: break # Increment Object class by 1 obj_counter[obj_meta.class_id] += 1 try: l_obj=l_obj.next except StopIteration: break print("Frame Number={} Number of Objects={} Vehicle_count={} Person_count={}".format(frame_number, num_rects, obj_counter[PGIE_CLASS_ID_VEHICLE], obj_counter[PGIE_CLASS_ID_PERSON])) # FPS Probe fps_streams["stream{0}".format(frame_meta.pad_index)].get_fps() try: l_frame=l_frame.next except StopIteration: break return Gst.PadProbeReturn.OK ########### Create Elements required for the Pipeline ########### ######### Defining Stream 1 # Source element for reading from the file source1 = make_elm_or_print_err("filesrc", "file-source-1",'file-source-1') # Since the data format in the input file is elementary h264 stream,we need a h264parser h264parser1 = make_elm_or_print_err("h264parse", "h264-parser-1","h264-parser-1") # Use nvdec_h264 for hardware accelerated decode on GPU decoder1 = make_elm_or_print_err("nvv4l2decoder", "nvv4l2-decoder-1","nvv4l2-decoder-1") ########## ########## Defining Stream 2 # Source element for reading from the file source2 = make_elm_or_print_err("filesrc", "file-source-2","file-source-2") # Since the data format in the input file is elementary h264 stream, we need a h264parser h264parser2 = make_elm_or_print_err("h264parse", "h264-parser-2", "h264-parser-2") # Use nvdec_h264 for hardware accelerated decode on GPU decoder2 = make_elm_or_print_err("nvv4l2decoder", "nvv4l2-decoder-2","nvv4l2-decoder-2") ########### ########## Defining Stream 3 # Source element for reading from the file source3 = make_elm_or_print_err("filesrc", "file-source-3","file-source-3") # Since the data format in the input file is elementary h264 stream, we need a h264parser h264parser3 = make_elm_or_print_err("h264parse", "h264-parser-3", "h264-parser-3") # Use nvdec_h264 for hardware accelerated decode on GPU decoder3 = make_elm_or_print_err("nvv4l2decoder", "nvv4l2-decoder-3","nvv4l2-decoder-3") ########### # Create nvstreammux instance to form batches from one or more sources. streammux = make_elm_or_print_err("nvstreammux", "Stream-muxer","Stream-muxer") # Use nvinfer to run inferencing on decoder's output, behaviour of inferencing is set through config file pgie = make_elm_or_print_err("nvinfer", "primary-inference" ,"pgie") # Use nvtracker to give objects unique-ids tracker = make_elm_or_print_err("nvtracker", "tracker",'tracker') # Seconday inference for Finding Car Color sgie1 = make_elm_or_print_err("nvinfer", "secondary1-nvinference-engine",'sgie1') # Seconday inference for Finding Car Make sgie2 = make_elm_or_print_err("nvinfer", "secondary2-nvinference-engine",'sgie2') # # Seconday inference for Finding Car Type sgie3 = make_elm_or_print_err("nvinfer", "secondary3-nvinference-engine",'sgie3') # Create Sink for storing the output fakesink = make_elm_or_print_err("fakesink", "fakesink", "Sink") # Queues to enable buffering queue1=make_elm_or_print_err("queue","queue1","queue1") queue2=make_elm_or_print_err("queue","queue2","queue2") queue3=make_elm_or_print_err("queue","queue3","queue3") queue4=make_elm_or_print_err("queue","queue4","queue4") queue5=make_elm_or_print_err("queue","queue5","queue5") queue6=make_elm_or_print_err("queue","queue6","queue6") ############ Set properties for the Elements ############ # Set Input Video files source1.set_property('location', INPUT_VIDEO_1) source2.set_property('location', INPUT_VIDEO_2) source3.set_property('location', INPUT_VIDEO_3) # Set Input Width , Height and Batch Size streammux.set_property('width', 1920) streammux.set_property('height', 1080) streammux.set_property('batch-size', 1) # Timeout in microseconds to wait after the first buffer is available # to push the batch even if a complete batch is not formed. streammux.set_property('batched-push-timeout', 4000000) # Set configuration file for nvinfer # Set Congifuration file for nvinfer pgie.set_property('config-file-path', "../source_code/N1/dstest4_pgie_config.txt") sgie1.set_property('config-file-path', "../source_code/N1/dstest4_sgie1_config.txt") sgie2.set_property('config-file-path', "../source_code/N1/dstest4_sgie2_config.txt") sgie3.set_property('config-file-path', "../source_code/N1/dstest4_sgie3_config.txt") #Set properties of tracker from tracker_config config = configparser.ConfigParser() config.read('../source_code/N1/dstest4_tracker_config.txt') config.sections() for key in config['tracker']: if key == 'tracker-width' : tracker_width = config.getint('tracker', key) tracker.set_property('tracker-width', tracker_width) if key == 'tracker-height' : tracker_height = config.getint('tracker', key) tracker.set_property('tracker-height', tracker_height) if key == 'gpu-id' : tracker_gpu_id = config.getint('tracker', key) tracker.set_property('gpu_id', tracker_gpu_id) if key == 'll-lib-file' : tracker_ll_lib_file = config.get('tracker', key) tracker.set_property('ll-lib-file', tracker_ll_lib_file) if key == 'll-config-file' : tracker_ll_config_file = config.get('tracker', key) tracker.set_property('ll-config-file', tracker_ll_config_file) if key == 'enable-batch-process' : tracker_enable_batch_process = config.getint('tracker', key) tracker.set_property('enable_batch_process', tracker_enable_batch_process) # Fake sink properties fakesink.set_property("sync", 0) fakesink.set_property("async", 0) ########## Add and Link ELements in the Pipeline ########## print("Adding elements to Pipeline \n") pipeline.add(source1) pipeline.add(h264parser1) pipeline.add(decoder1) pipeline.add(source2) pipeline.add(h264parser2) pipeline.add(decoder2) pipeline.add(source3) pipeline.add(h264parser3) pipeline.add(decoder3) pipeline.add(streammux) pipeline.add(queue1) pipeline.add(pgie) pipeline.add(queue2) pipeline.add(tracker) pipeline.add(queue3) pipeline.add(sgie1) pipeline.add(queue4) pipeline.add(sgie2) pipeline.add(queue5) pipeline.add(sgie3) pipeline.add(queue6) pipeline.add(fakesink) print("Linking elements in the Pipeline \n") source1.link(h264parser1) h264parser1.link(decoder1) ###### Create Sink pad and connect to decoder's source pad sinkpad1 = streammux.get_request_pad("sink_0") if not sinkpad1: sys.stderr.write(" Unable to get the sink pad of streammux \n") srcpad1 = decoder1.get_static_pad("src") if not srcpad1: sys.stderr.write(" Unable to get source pad of decoder \n") srcpad1.link(sinkpad1) ###### ###### Create Sink pad and connect to decoder's source pad source2.link(h264parser2) h264parser2.link(decoder2) sinkpad2 = streammux.get_request_pad("sink_1") if not sinkpad2: sys.stderr.write(" Unable to get the sink pad of streammux \n") srcpad2 = decoder2.get_static_pad("src") if not srcpad2: sys.stderr.write(" Unable to get source pad of decoder \n") srcpad2.link(sinkpad2) ###### ###### Create Sink pad and connect to decoder's source pad source3.link(h264parser3) h264parser3.link(decoder3) sinkpad3 = streammux.get_request_pad("sink_2") if not sinkpad2: sys.stderr.write(" Unable to get the sink pad of streammux \n") srcpad3 = decoder3.get_static_pad("src") if not srcpad3: sys.stderr.write(" Unable to get source pad of decoder \n") srcpad3.link(sinkpad3) ###### streammux.link(pgie) # queue1.link(pgie) pgie.link(tracker) tracker.link(sgie1) # queue3.link(sgie1) sgie1.link(sgie2) # queue4.link(sgie2) sgie2.link(sgie3) # queue5.link(sgie3) sgie3.link(fakesink) # queue6.link(fakesink) # create an event loop and feed gstreamer bus mesages to it loop = GLib.MainLoop() bus = pipeline.get_bus() bus.add_signal_watch() bus.connect ("message", bus_call, loop) print("Added and Linked elements to pipeline") src_pad=sgie3.get_static_pad("src") if not src_pad: sys.stderr.write(" Unable to get src pad \n") else: src_pad.add_probe(Gst.PadProbeType.BUFFER, src_pad_buffer_probe, 0) # List the sources print("Now playing...") print("Starting pipeline \n") # start play back and listed to events pipeline.set_state(Gst.State.PLAYING) start_time = time.time() try: loop.run() except: pass # cleanup print("Exiting app\n") pipeline.set_state(Gst.State.NULL) print("--- %s seconds ---" % (time.time() - start_time))