TrainReader:
  batch_size: 4
  worker_num: 2
  inputs_def:
    fields: ['image', 'im_id', 'gt_segm']
  dataset:
    !COCODataSet
    dataset_dir: dataset/coco
    anno_path: annotations/instances_train2017.json
    image_dir: train2017
  sample_transforms:
  - !DecodeImage
    to_rgb: true
  - !Poly2Mask {}
  - !ColorDistort {}
  - !RandomCrop
    is_mask_crop: True
  - !ResizeImage
    target_size: [352, 384, 416, 448, 480, 512]
    max_size: 768
    interp: 1
    use_cv2: true
    resize_box: true
  - !RandomFlipImage
    prob: 0.5
  - !NormalizeImage
    is_channel_first: false
    is_scale: true
    mean: [0.485,0.456,0.406]
    std: [0.229, 0.224,0.225]
  - !Permute
    to_bgr: false
    channel_first: true
  batch_transforms:
  - !PadBatch
    pad_to_stride: 32
  - !Gt2Solov2Target
    num_grids: [40, 36, 24, 16, 12]
    scale_ranges: [[1, 56], [28, 112], [56, 224], [112, 448], [224, 896]]
    coord_sigma: 0.2
  shuffle: True

EvalReader:
  inputs_def:
    fields: ['image', 'im_info', 'im_id']
  dataset:
    !COCODataSet
    image_dir: val2017
    anno_path: annotations/instances_val2017.json
    dataset_dir: dataset/coco
  sample_transforms:
  - !DecodeImage
    to_rgb: true
  - !ResizeImage
    interp: 1
    max_size: 768
    target_size: 448
    use_cv2: true
  - !NormalizeImage
    is_channel_first: false
    is_scale: true
    mean: [0.485,0.456,0.406]
    std: [0.229, 0.224,0.225]
  - !Permute
    channel_first: true
    to_bgr: false
  batch_transforms:
  - !PadBatch
    pad_to_stride: 32
    use_padded_im_info: false
  # only support batch_size=1 when evaluation
  batch_size: 1
  shuffle: false
  drop_last: false
  drop_empty: false
  worker_num: 2

TestReader:
  inputs_def:
    fields: ['image', 'im_info', 'im_id', 'im_shape']
  dataset:
    !ImageFolder
    anno_path: dataset/coco/annotations/instances_val2017.json
  sample_transforms:
  - !DecodeImage
    to_rgb: true
  - !ResizeImage
    interp: 1
    max_size: 768
    target_size: 448
    use_cv2: true
  - !NormalizeImage
    is_channel_first: false
    is_scale: true
    mean: [0.485,0.456,0.406]
    std: [0.229, 0.224,0.225]
  - !Permute
    channel_first: true
    to_bgr: false
  batch_transforms:
  - !PadBatch
    pad_to_stride: 32
    use_padded_im_info: false