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ode_occurrence_polygon_area_inclussion_exclusion.py
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################################################################################
# The MIT License
#
# Copyright (c) 2021-2023, Prominence AI, Inc.
#
# 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.
################################################################################
################################################################################
#
# This example demonstrates the use of a Polygon Area for Inclusion
# or Exclusion criteria for ODE occurrence.
#
# A "Polygon Display Type" is used to create either an ODE Area of Inclusion or
# Exclusion based on the AREA_TYPE variable defined below.
#
# The ODE Area is then added to an ODE Occurrence Trigger to be used as criteria
# for ODE occurrence.
#
# A "Format BBox Action" is used to fill each detected object that triggers
# occurrence with an opaque red color for visual confirmation.
#
# The example uses a basic inference Pipeline consisting of:
# - A URI Source
# - Primary GST Inference Engine (PGIE)
# - IOU Tracker
# - On-Screen Display
# - Window Sink
#
################################################################################
INCLUSION_AREA = 0
EXCLUSION_AREA = 1
AREA_TYPE = INCLUSION_AREA
#!/usr/bin/env python
import sys
from dsl import *
uri_h265 = "/opt/nvidia/deepstream/deepstream/samples/streams/sample_1080p_h265.mp4"
# Filespecs for the Primary GIE
primary_infer_config_file = \
'/opt/nvidia/deepstream/deepstream/samples/configs/deepstream-app/config_infer_primary.txt'
primary_model_engine_file = \
'/opt/nvidia/deepstream/deepstream/samples/models/Primary_Detector/resnet18_trafficcamnet.etlt_b8_gpu0_int8.engine'
# Filespec for the IOU Tracker config file
iou_tracker_config_file = \
'/opt/nvidia/deepstream/deepstream/samples/configs/deepstream-app/config_tracker_IOU.yml'
PGIE_CLASS_ID_VEHICLE = 0
PGIE_CLASS_ID_BICYCLE = 1
PGIE_CLASS_ID_PERSON = 2
PGIE_CLASS_ID_ROADSIGN = 3
MIN_OBJECTS = 3
MAX_OBJECTS = 8
WINDOW_WIDTH = 1280
WINDOW_HEIGHT = 720
##
# Function to be called on XWindow KeyRelease event
##
def xwindow_key_event_handler(key_string, client_data):
print('key released = ', key_string)
if key_string.upper() == 'P':
dsl_pipeline_pause('pipeline')
elif key_string.upper() == 'R':
dsl_pipeline_play('pipeline')
elif key_string.upper() == 'Q' or key_string == '' or key_string == '':
dsl_pipeline_stop('pipeline')
dsl_main_loop_quit()
##
# Function to be called on XWindow Delete event
##
def xwindow_delete_event_handler(client_data):
print('delete window event')
dsl_pipeline_stop('pipeline')
dsl_main_loop_quit()
##
# Function to be called on End-of-Stream (EOS) event
##
def eos_event_listener(client_data):
print('Pipeline EOS event')
dsl_pipeline_stop('pipeline')
dsl_main_loop_quit()
##
# Function to be called on every change of Pipeline state
##
def state_change_listener(old_state, new_state, client_data):
print('previous state = ', old_state, ', new state = ', new_state)
if new_state == DSL_STATE_PLAYING:
dsl_pipeline_dump_to_dot('pipeline', "state-playing")
def main(args):
# Since we're not using args, we can Let DSL initialize GST on first call
while True:
#```````````````````````````````````````````````````````````````````````````````````
# Create a Format Label Action to remove the Object Label from view
# Note: the label can be disabled with the OSD API as well.
retval = dsl_ode_action_label_format_new('remove-label',
font=None, has_bg_color=False, bg_color=None)
if retval != DSL_RETURN_SUCCESS:
break
# Create a Format Bounding Box Action to remove the box border from view
retval = dsl_ode_action_bbox_format_new('remove-border', border_width=0,
border_color=None, has_bg_color=False, bg_color=None)
if retval != DSL_RETURN_SUCCESS:
break
# Create an Any-Class Occurrence Trigger for our Hide Action
retval = dsl_ode_trigger_occurrence_new('every-occurrence-trigger',
source=DSL_ODE_ANY_SOURCE, class_id=DSL_ODE_ANY_CLASS,
limit=DSL_ODE_TRIGGER_LIMIT_NONE)
if retval != DSL_RETURN_SUCCESS:
break
retval = dsl_ode_trigger_action_add_many('every-occurrence-trigger',
actions=['remove-label', 'remove-border', None])
if retval != DSL_RETURN_SUCCESS:
break
retval = dsl_display_type_rgba_color_custom_new('opaque-red',
red=1.0, green=0.0, blue=0.0, alpha=0.3)
if retval != DSL_RETURN_SUCCESS:
break
# Create a Format Bounding Box Action to remove the box border from view
retval = dsl_ode_action_bbox_format_new('fill-action', border_width=0,
border_color=None, has_bg_color=True, bg_color='opaque-red')
if retval != DSL_RETURN_SUCCESS:
break
# create a list of X,Y coordinates defining the points of the Polygon.
# Polygon can have a minimum of 3, maximum of 16 points (sides)
coordinates = [dsl_coordinate(365,600), dsl_coordinate(580,620),
dsl_coordinate(600, 770), dsl_coordinate(180,750)]
# Create the Polygon display type
retval = dsl_display_type_rgba_polygon_new('polygon1',
coordinates=coordinates, num_coordinates=len(coordinates),
border_width=4, color='opaque-red')
if retval != DSL_RETURN_SUCCESS:
break
# create the ODE inclusion area to use as criteria for ODE occurrence
if AREA_TYPE == INCLUSION_AREA:
retval = dsl_ode_area_inclusion_new('polygon-area', polygon='polygon1',
show=True, bbox_test_point=DSL_BBOX_POINT_SOUTH)
if retval != DSL_RETURN_SUCCESS:
break
else:
retval = dsl_ode_area_exclusion_new('polygon-area', polygon='polygon1',
show=True, bbox_test_point=DSL_BBOX_POINT_SOUTH)
if retval != DSL_RETURN_SUCCESS:
break
# New Occurrence Trigger, filtering on PERSON class_id, and with no limit
# on the number of occurrences
retval = dsl_ode_trigger_occurrence_new('person-occurrence-trigger',
source=DSL_ODE_ANY_SOURCE, class_id=PGIE_CLASS_ID_PERSON,
limit=DSL_ODE_TRIGGER_LIMIT_NONE)
if retval != DSL_RETURN_SUCCESS:
break
retval = dsl_ode_trigger_area_add('person-occurrence-trigger', area='polygon-area')
if retval != DSL_RETURN_SUCCESS:
break
retval = dsl_ode_trigger_action_add('person-occurrence-trigger', action='fill-action')
if retval != DSL_RETURN_SUCCESS:
break
#`````````````````````````````````````````````````````````````````````````````
# New ODE Handler to handle all ODE Triggers with their Areas and Actions
retval = dsl_pph_ode_new('ode-handler')
if retval != DSL_RETURN_SUCCESS:
break
retval = dsl_pph_ode_trigger_add_many('ode-handler',
triggers=['every-occurrence-trigger', 'person-occurrence-trigger', None])
if retval != DSL_RETURN_SUCCESS:
break
###############################################################################
#
# Create the remaining Pipeline components
# New URI File Source using the filespec defined above
retval = dsl_source_uri_new('uri-source', uri_h265, False, False, 0)
if retval != DSL_RETURN_SUCCESS:
break
# New Primary GIE using the filespecs above with interval = 0
retval = dsl_infer_gie_primary_new('primary-gie',
primary_infer_config_file, primary_model_engine_file, 1)
if retval != DSL_RETURN_SUCCESS:
break
# New IOU Tracker, setting operational width and hieght
retval = dsl_tracker_new('iou-tracker', iou_tracker_config_file, 480, 272)
if retval != DSL_RETURN_SUCCESS:
break
# New OSD with text, clock and bbox display all enabled.
retval = dsl_osd_new('on-screen-display',
text_enabled=True, clock_enabled=True, bbox_enabled=True, mask_enabled=False)
if retval != DSL_RETURN_SUCCESS:
break
# Add our ODE Pad Probe Handler to the Sink pad of the OSD (input)
retval = dsl_osd_pph_add('on-screen-display', handler='ode-handler', pad=DSL_PAD_SINK)
if retval != DSL_RETURN_SUCCESS:
break
# New Window Sink, 0 x/y offsets and dimensions
retval = dsl_sink_window_egl_new('egl-sink', 0, 0, WINDOW_WIDTH, WINDOW_HEIGHT)
if retval != DSL_RETURN_SUCCESS:
break
# Add the XWindow event handler functions defined above to the Window Sink
retval = dsl_sink_window_key_event_handler_add('egl-sink',
xwindow_key_event_handler, None)
if retval != DSL_RETURN_SUCCESS:
break
retval = dsl_sink_window_delete_event_handler_add('egl-sink',
xwindow_delete_event_handler, None)
if retval != DSL_RETURN_SUCCESS:
break
# Add all the components to our pipeline
retval = dsl_pipeline_new_component_add_many('pipeline',
['uri-source', 'primary-gie', 'iou-tracker',
'on-screen-display', 'egl-sink', None])
if retval != DSL_RETURN_SUCCESS:
break
## Add the listener callback functions defined above
retval = dsl_pipeline_state_change_listener_add('pipeline',
state_change_listener, None)
if retval != DSL_RETURN_SUCCESS:
break
retval = dsl_pipeline_eos_listener_add('pipeline', eos_event_listener, None)
if retval != DSL_RETURN_SUCCESS:
break
# Play the pipeline
retval = dsl_pipeline_play('pipeline')
if retval != DSL_RETURN_SUCCESS:
break
dsl_main_loop_run()
retval = DSL_RETURN_SUCCESS
break
# Print out the final result
print(dsl_return_value_to_string(retval))
# Cleanup all DSL/GST resources
dsl_delete_all()
if __name__ == '__main__':
sys.exit(main(sys.argv))