deepstream_preprocess_test.py

#!/usr/bin/env python3

################################################################################
# SPDX-FileCopyrightText: Copyright (c) 2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
################################################################################

import sys

sys.path.append("../")
from common.bus_call import bus_call
from common.is_aarch_64 import is_aarch64
import pyds
import platform
import math
import time
from ctypes import *
import gi

gi.require_version("Gst", "1.0")
gi.require_version("GstRtspServer", "1.0")
from gi.repository import Gst, GstRtspServer, GLib
import configparser

import argparse

from common.FPS import PERF_DATA

perf_data = None

MAX_DISPLAY_LEN = 64
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
MUXER_BATCH_TIMEOUT_USEC = 4000000
TILED_OUTPUT_WIDTH = 1280
TILED_OUTPUT_HEIGHT = 720
GST_CAPS_FEATURES_NVMM = "memory:NVMM"
OSD_PROCESS_MODE = 0
OSD_DISPLAY_TEXT = 0
pgie_classes_str = ["Vehicle", "TwoWheeler", "Person", "RoadSign"]

# pgie_src_pad_buffer_probe  will extract metadata received on tiler sink pad
# and update params for drawing rectangle, object information etc.


def pgie_src_pad_buffer_probe(pad, info, u_data):
    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
            # The casting is done by pyds.NvDsFrameMeta.cast()
            # The casting also keeps ownership of the underlying memory
            # in the C code, so the Python garbage collector will leave
            # it alone.

            frame_meta = pyds.NvDsFrameMeta.cast(l_frame.data)

        except StopIteration:
            break

        frame_number = frame_meta.frame_num
        l_obj = frame_meta.obj_meta_list
        num_rects = frame_meta.num_obj_meta
        obj_counter = {
            PGIE_CLASS_ID_VEHICLE: 0,
            PGIE_CLASS_ID_PERSON: 0,
            PGIE_CLASS_ID_BICYCLE: 0,
            PGIE_CLASS_ID_ROADSIGN: 0,
        }
        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
            obj_counter[obj_meta.class_id] += 1
            try:
                l_obj = l_obj.next
            except StopIteration:
                break

        print(
            "Frame Number=",
            frame_number,
            "Number of Objects=",
            num_rects,
            "Vehicle_count=",
            obj_counter[PGIE_CLASS_ID_VEHICLE],
            "Person_count=",
            obj_counter[PGIE_CLASS_ID_PERSON],
        )

        # update frame rate through this probe
        stream_index = "stream{0}".format(frame_meta.pad_index)
        global perf_data
        perf_data.update_fps(stream_index)

        try:
            l_frame = l_frame.next
        except StopIteration:
            break

    return Gst.PadProbeReturn.OK


def cb_newpad(decodebin, decoder_src_pad, data):
    print("In cb_newpad\n")
    caps = decoder_src_pad.get_current_caps()
    gststruct = caps.get_structure(0)
    gstname = gststruct.get_name()
    source_bin = data
    features = caps.get_features(0)

    # Need to check if the pad created by the decodebin is for video and not
    # audio.
    print("gstname=", gstname)
    if "video" in gstname:
        # Link the decodebin pad only if decodebin has picked nvidia
        # decoder plugin nvdec_*. We do this by checking if the pad caps contain
        # NVMM memory features.
        print("features=", features)
        if features.contains("memory:NVMM"):
            # Get the source bin ghost pad
            bin_ghost_pad = source_bin.get_static_pad("src")
            if not bin_ghost_pad.set_target(decoder_src_pad):
                sys.stderr.write(
                    "Failed to link decoder src pad to source bin ghost pad\n"
                )
        else:
            sys.stderr.write(" Error: Decodebin did not pick nvidia decoder plugin.\n")


def decodebin_child_added(child_proxy, Object, name, user_data):
    print("Decodebin child added:", name, "\n")
    if name.find("decodebin") != -1:
        Object.connect("child-added", decodebin_child_added, user_data)


def create_source_bin(index, uri):
    print("Creating source bin")

    # Create a source GstBin to abstract this bin's content from the rest of the
    # pipeline
    bin_name = f"source-bin-{index:02}"
    print(bin_name)
    nbin = Gst.Bin.new(bin_name)
    if not nbin:
        sys.stderr.write(" Unable to create source bin \n")

    # Source element for reading from the uri.
    # We will use decodebin and let it figure out the container format of the
    # stream and the codec and plug the appropriate demux and decode plugins.
    uri_decode_bin = Gst.ElementFactory.make("uridecodebin", "uri-decode-bin")
    if not uri_decode_bin:
        sys.stderr.write(" Unable to create uri decode bin \n")
    # We set the input uri to the source element
    uri_decode_bin.set_property("uri", uri)
    # Connect to the "pad-added" signal of the decodebin which generates a
    # callback once a new pad for raw data has beed created by the decodebin
    uri_decode_bin.connect("pad-added", cb_newpad, nbin)
    uri_decode_bin.connect("child-added", decodebin_child_added, nbin)

    # 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.
    Gst.Bin.add(nbin, uri_decode_bin)
    bin_pad = nbin.add_pad(Gst.GhostPad.new_no_target("src", Gst.PadDirection.SRC))
    if not bin_pad:
        sys.stderr.write(" Failed to add ghost pad in source bin \n")
        return None
    return nbin

def main(args):
    # Check input arguments
    global perf_data
    perf_data = PERF_DATA(len(args))
    number_sources = len(args)
    # 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()
    is_live = False

    if not pipeline:
        sys.stderr.write(" Unable to create Pipeline \n")
    print("Creating streamux \n ")

    # Create nvstreammux instance to form batches from one or more sources.
    streammux = Gst.ElementFactory.make("nvstreammux", "Stream-muxer")
    if not streammux:
        sys.stderr.write(" Unable to create NvStreamMux \n")

    pipeline.add(streammux)
    for i in range(number_sources):
        print("Creating source_bin ", i, " \n ")
        uri_name = args[i]
        if uri_name.find("rtsp://") == 0:
            is_live = True
        source_bin = create_source_bin(i, uri_name)
        if not source_bin:
            sys.stderr.write("Unable to create source bin \n")
        pipeline.add(source_bin)
        padname = f"sink_{i}"
        sinkpad = streammux.get_request_pad(padname)
        if not sinkpad:
            sys.stderr.write("Unable to create sink pad bin \n")
        srcpad = source_bin.get_static_pad("src")
        if not srcpad:
            sys.stderr.write("Unable to create src pad bin \n")
        srcpad.link(sinkpad)
    preprocess = Gst.ElementFactory.make("nvdspreprocess", "preprocess-plugin")
    if not preprocess:
        sys.stderr.write(" Unable to create preprocess \n")
    print("Creating Pgie \n ")
    pgie = Gst.ElementFactory.make("nvinfer", "primary-inference")
    if not pgie:
        sys.stderr.write(" Unable to create pgie \n")
    print("Creating tiler \n ")
    tiler = Gst.ElementFactory.make("nvmultistreamtiler", "nvtiler")
    if not tiler:
        sys.stderr.write(" Unable to create tiler \n")
    print("Creating nvvidconv \n ")
    nvvidconv = Gst.ElementFactory.make("nvvideoconvert", "convertor")
    if not nvvidconv:
        sys.stderr.write(" Unable to create nvvidconv \n")
    print("Creating nvosd \n ")
    nvosd = Gst.ElementFactory.make("nvdsosd", "onscreendisplay")
    if not nvosd:
        sys.stderr.write(" Unable to create nvosd \n")
    nvvidconv_postosd = Gst.ElementFactory.make("nvvideoconvert", "convertor_postosd")
    if not nvvidconv_postosd:
        sys.stderr.write(" Unable to create nvvidconv_postosd \n")

    # Create a caps filter
    caps = Gst.ElementFactory.make("capsfilter", "filter")
    caps.set_property(
        "caps", Gst.Caps.from_string("video/x-raw(memory:NVMM), format=I420")
    )

    # Make the encoder
    if codec == "H264":
        encoder = Gst.ElementFactory.make("nvv4l2h264enc", "encoder")
        print("Creating H264 Encoder")
    elif codec == "H265":
        encoder = Gst.ElementFactory.make("nvv4l2h265enc", "encoder")
        print("Creating H265 Encoder")
    if not encoder:
        sys.stderr.write(" Unable to create encoder")
    encoder.set_property("bitrate", bitrate)
    if is_aarch64():
        encoder.set_property("preset-level", 1)
        encoder.set_property("insert-sps-pps", 1)
        #encoder.set_property("bufapi-version", 1)

    # Make the payload-encode video into RTP packets
    if codec == "H264":
        rtppay = Gst.ElementFactory.make("rtph264pay", "rtppay")
        print("Creating H264 rtppay")
    elif codec == "H265":
        rtppay = Gst.ElementFactory.make("rtph265pay", "rtppay")
        print("Creating H265 rtppay")
    if not rtppay:
        sys.stderr.write(" Unable to create rtppay")

    # Make the UDP sink
    updsink_port_num = 5400
    sink = Gst.ElementFactory.make("udpsink", "udpsink")
    if not sink:
        sys.stderr.write(" Unable to create udpsink")

    queue1=Gst.ElementFactory.make("queue","queue1")
    queue2=Gst.ElementFactory.make("queue","queue2")
    queue3=Gst.ElementFactory.make("queue","queue3")
    queue4=Gst.ElementFactory.make("queue","queue4")
    queue5=Gst.ElementFactory.make("queue","queue5")
    queue6=Gst.ElementFactory.make("queue","queue6")
    queue7=Gst.ElementFactory.make("queue","queue7")
    queue8=Gst.ElementFactory.make("queue","queue8")
    queue9=Gst.ElementFactory.make("queue","queue9")
    queue10=Gst.ElementFactory.make("queue","queue10")
    pipeline.add(queue1)
    pipeline.add(queue2)
    pipeline.add(queue3)
    pipeline.add(queue4)
    pipeline.add(queue5)
    pipeline.add(queue6)
    pipeline.add(queue7)
    pipeline.add(queue8)
    pipeline.add(queue9)
    pipeline.add(queue10)

    sink.set_property("host", "224.224.255.255")
    sink.set_property("port", updsink_port_num)
    sink.set_property("async", False)
    sink.set_property("sync", 1)

    streammux.set_property("width", 1920)
    streammux.set_property("height", 1080)
    streammux.set_property("batch-size", 1)
    streammux.set_property("batched-push-timeout", 4000000)
    preprocess.set_property("config-file", "config_preprocess.txt")
    pgie.set_property("config-file-path", "dstest1_pgie_config.txt")

    pgie_batch_size = pgie.get_property("batch-size")
    pgie.set_property("input-tensor-meta", True)
    if pgie_batch_size != number_sources:
        print(
            "WARNING: Overriding infer-config batch-size",
            pgie_batch_size,
            " with number of sources ",
            number_sources,
            " \n",
        )
        pgie.set_property("batch-size", number_sources)

    print("Adding elements to Pipeline \n")
    tiler_rows = int(math.sqrt(number_sources))
    tiler_columns = int(math.ceil((1.0 * number_sources) / tiler_rows))
    tiler.set_property("rows", tiler_rows)
    tiler.set_property("columns", tiler_columns)
    tiler.set_property("width", TILED_OUTPUT_WIDTH)
    tiler.set_property("height", TILED_OUTPUT_HEIGHT)
    sink.set_property("qos", 0)
    pipeline.add(preprocess)
    pipeline.add(pgie)
    pipeline.add(tiler)
    pipeline.add(nvvidconv)
    pipeline.add(nvosd)
    pipeline.add(nvvidconv_postosd)
    pipeline.add(caps)
    pipeline.add(encoder)
    pipeline.add(rtppay)
    pipeline.add(sink)

    streammux.link(queue1)
    queue1.link(preprocess)
    preprocess.link(queue2)
    queue2.link(pgie)
    pgie.link(queue3)
    queue3.link(tiler)
    tiler.link(queue4)
    queue4.link(nvvidconv)
    nvvidconv.link(queue5)
    queue5.link(nvosd)
    nvosd.link(queue6)
    queue6.link(nvvidconv_postosd)
    nvvidconv_postosd.link(queue7)
    queue7.link(caps)
    caps.link(queue8)
    queue8.link(encoder)
    encoder.link(queue9)
    queue9.link(rtppay)
    rtppay.link(queue10)
    queue10.link(sink)

    # 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)

    # Start streaming
    rtsp_port_num = 8554

    server = GstRtspServer.RTSPServer.new()
    server.props.service = str(rtsp_port_num)
    server.attach(None)

    factory = GstRtspServer.RTSPMediaFactory.new()
    factory.set_launch(
        f'( udpsrc name=pay0 port={updsink_port_num} buffer-size=524288 caps="application/x-rtp, media=video, clock-rate=90000, encoding-name=(string){codec}, payload=96 " )'
    )
    factory.set_shared(True)
    server.get_mount_points().add_factory("/ds-test", factory)

    pgie_src_pad = pgie.get_static_pad("src")
    if not pgie_src_pad:
        sys.stderr.write(" Unable to get src pad \n")
    else:
        pgie_src_pad.add_probe(
            Gst.PadProbeType.BUFFER, pgie_src_pad_buffer_probe, 0
        )
        # perf callback function to print fps every 5 sec
        GLib.timeout_add(5000, perf_data.perf_print_callback)

    print(f"\n *** DeepStream: Launched RTSP Streaming at rtsp://localhost:{rtsp_port_num}/ds-test ***\n\n")

    # start play back and listen to events
    print("Starting pipeline \n")
    pipeline.set_state(Gst.State.PLAYING)
    try:
        loop.run()
    except BaseException:
        pass
    # cleanup
    pipeline.set_state(Gst.State.NULL)


def parse_args():
    parser = argparse.ArgumentParser(description="RTSP Output Sample Application Help ")
    parser.add_argument(
        "-i",
        "--input",
        help="Path to input H264 elementry stream",
        nargs="+",
        default=["a"],
        required=True,
    )
    parser.add_argument(
        "-c",
        "--codec",
        default="H264",
        help="RTSP Streaming Codec H264/H265 , default=H264",
        choices=["H264", "H265"],
    )
    parser.add_argument(
        "-b", "--bitrate", default=4000000, help="Set the encoding bitrate ", type=int
    )
    # Check input arguments
    if len(sys.argv) == 1:
        parser.print_help(sys.stderr)
        sys.exit(1)
    args = parser.parse_args()
    global codec
    global bitrate
    global stream_path
    codec = args.codec
    bitrate = args.bitrate
    stream_path = args.input
    return stream_path


if __name__ == "__main__":
    stream_path = parse_args()
    sys.exit(main(stream_path))