Savant/samples/area_object_counting/module.yml at develop · Bipolar-Factory/Savant · GitHub

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name: area-object-counting

parameters:
  sidebar_width: 296
  frame:
    width: 1280
    height: 720
    padding:
      keep: true
      left: 0
      right: ${parameters.sidebar_width}
      top: 0
      bottom: 0
    geometry_base: 4
  output_frame:
    codec: ${oc.env:CODEC, 'h264'}
  draw_func:
    module: samples.area_object_counting.overlay
    class_name: Overlay
    kwargs:
      config_path: ${oc.env:PROJECT_PATH}/samples/area_object_counting/area_config.yml
      sidebar_width: ${parameters.sidebar_width}
      target_obj_label: ${parameters.detected_object.label}

  detected_object:
    id: 0
    label: person

pipeline:

  elements:

    - element: pyfunc
      module: samples.area_object_counting.object_counting
      class_name: ConditionalDetectorSkip
      kwargs:
        config_path: ${oc.env:PROJECT_PATH}/samples/area_object_counting/area_config.yml

    - element: nvinfer@detector
      name: peoplenet
      model:
        format: etlt
        remote:
          url: s3://savant-data/models/peoplenet/peoplenet_pruned_v2.0.zip
          checksum_url: s3://savant-data/models/peoplenet/peoplenet_pruned_v2.0.md5
          parameters:
            endpoint: https://eu-central-1.linodeobjects.com
        model_file: resnet34_peoplenet_pruned.etlt
        input:
          layer_name: input_1
          shape: [3, 544, 960]
          scale_factor: 0.0039215697906911373
        output:
          layer_names: [output_bbox/BiasAdd, output_cov/Sigmoid]
          num_detected_classes: 3
          objects:
            - class_id: ${parameters.detected_object.id}
              label: ${parameters.detected_object.label}

    - element: pyfunc
      module: samples.area_object_counting.object_counting
      class_name: ObjectCounting
      kwargs:
        config_path: ${oc.env:PROJECT_PATH}/samples/area_object_counting/area_config.yml
        target_obj_label: ${parameters.detected_object.label}