__init__.py 4.1 KB

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  1. # ------------------ Dataset Config ------------------
  2. from .data_config.dataset_config import dataset_cfg
  3. def build_dataset_config(args):
  4. if args.dataset in ['coco', 'coco-val', 'coco-test']:
  5. cfg = dataset_cfg['coco']
  6. else:
  7. cfg = dataset_cfg[args.dataset]
  8. print('==============================')
  9. print('Dataset Config: {} \n'.format(cfg))
  10. return cfg
  11. # ------------------ Transform Config ------------------
  12. from .data_config.transform_config import (
  13. # YOLOv5-Style
  14. yolov5_p_trans_config,
  15. yolov5_n_trans_config,
  16. yolov5_s_trans_config,
  17. yolov5_m_trans_config,
  18. yolov5_l_trans_config,
  19. yolov5_x_trans_config,
  20. # YOLOX-Style
  21. yolox_p_trans_config,
  22. yolox_n_trans_config,
  23. yolox_s_trans_config,
  24. yolox_m_trans_config,
  25. yolox_l_trans_config,
  26. yolox_x_trans_config,
  27. # SSD-Style
  28. ssd_trans_config,
  29. # RT-DETR style
  30. rtdetr_base_trans_config,
  31. )
  32. def build_trans_config(trans_config='ssd'):
  33. print('==============================')
  34. print('Transform: {}-Style ...'.format(trans_config))
  35. # SSD-style transform
  36. if trans_config == 'ssd':
  37. cfg = ssd_trans_config
  38. # YOLOv5-style transform
  39. elif trans_config == 'yolov5_p':
  40. cfg = yolov5_p_trans_config
  41. elif trans_config == 'yolov5_n':
  42. cfg = yolov5_n_trans_config
  43. elif trans_config == 'yolov5_s':
  44. cfg = yolov5_s_trans_config
  45. elif trans_config == 'yolov5_m':
  46. cfg = yolov5_m_trans_config
  47. elif trans_config == 'yolov5_l':
  48. cfg = yolov5_l_trans_config
  49. elif trans_config == 'yolov5_x':
  50. cfg = yolov5_x_trans_config
  51. # YOLOX-style transform
  52. elif trans_config == 'yolox_p':
  53. cfg = yolox_p_trans_config
  54. elif trans_config == 'yolox_n':
  55. cfg = yolox_n_trans_config
  56. elif trans_config == 'yolox_s':
  57. cfg = yolox_s_trans_config
  58. elif trans_config == 'yolox_m':
  59. cfg = yolox_m_trans_config
  60. elif trans_config == 'yolox_l':
  61. cfg = yolox_l_trans_config
  62. elif trans_config == 'yolox_x':
  63. cfg = yolox_x_trans_config
  64. # RT-DETR style
  65. elif trans_config == 'rtdetr_base':
  66. cfg = rtdetr_base_trans_config
  67. print('Transform Config: {} \n'.format(cfg))
  68. return cfg
  69. # ------------------ Model Config ------------------
  70. ## YOLO series
  71. from .model_config.yolov1_config import yolov1_cfg
  72. from .model_config.yolov2_config import yolov2_cfg
  73. from .model_config.yolov3_config import yolov3_cfg
  74. from .model_config.yolov4_config import yolov4_cfg
  75. from .model_config.yolov5_config import yolov5_cfg, yolov5_adamw_cfg
  76. from .model_config.yolov7_config import yolov7_cfg
  77. from .model_config.yolov8_config import yolov8_cfg
  78. from .model_config.yolox_config import yolox_cfg
  79. ## Real-time DETR series
  80. from .model_config.rtdetr_config import rtdetr_cfg
  81. def build_model_config(args):
  82. print('==============================')
  83. print('Model: {} ...'.format(args.model.upper()))
  84. # YOLOv1
  85. if args.model == 'yolov1':
  86. cfg = yolov1_cfg
  87. # YOLOv2
  88. elif args.model == 'yolov2':
  89. cfg = yolov2_cfg
  90. # YOLOv3
  91. elif args.model in ['yolov3', 'yolov3_tiny']:
  92. cfg = yolov3_cfg[args.model]
  93. # YOLOv4
  94. elif args.model in ['yolov4', 'yolov4_tiny']:
  95. cfg = yolov4_cfg[args.model]
  96. # YOLOv5
  97. elif args.model in ['yolov5_n', 'yolov5_s', 'yolov5_m', 'yolov5_l', 'yolov5_x']:
  98. cfg = yolov5_cfg[args.model]
  99. # YOLOv5-AdamW
  100. elif args.model in ['yolov5_n_adamw', 'yolov5_s_adamw', 'yolov5_m_adamw', 'yolov5_l_adamw', 'yolov5_x_adamw']:
  101. cfg = yolov5_adamw_cfg[args.model]
  102. # YOLOv7
  103. elif args.model in ['yolov7_tiny', 'yolov7', 'yolov7_x']:
  104. cfg = yolov7_cfg[args.model]
  105. # YOLOv8
  106. elif args.model in ['yolov8_n', 'yolov8_s', 'yolov8_m', 'yolov8_l', 'yolov8_x']:
  107. cfg = yolov8_cfg[args.model]
  108. # YOLOX
  109. elif args.model in ['yolox_n', 'yolox_s', 'yolox_m', 'yolox_l', 'yolox_x']:
  110. cfg = yolox_cfg[args.model]
  111. # RT-DETR
  112. elif args.model in ['rtdetr_r18', 'rtdetr_r34', 'rtdetr_r50', 'rtdetr_r101']:
  113. cfg = rtdetr_cfg[args.model]
  114. return cfg