| 12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485 |
- weights: https://paddledet.bj.bcebos.com/models/pretrained/ESNet_x1_0_pretrained.pdparams
- slim: OFA
- OFA:
- ofa_config:
- task: expand_ratio
- expand_ratio: [0.5, 1]
- skip_neck: True
- skip_head: True
- RunConfig:
- # Skip the output layer of each block by layer name
- skip_layers: ['backbone._conv1._conv','backbone.2_1._conv_linear_1._conv',
- 'backbone.2_1._conv_linear_2._conv', 'backbone.2_1._conv_dw_mv1._conv',
- 'backbone.2_1._conv_pw_mv1._conv', 'backbone.2_2._conv_linear._conv',
- 'backbone.2_3._conv_linear._conv', 'backbone.3_1._conv_linear_1._conv',
- 'backbone.3_1._conv_linear_2._conv', 'backbone.3_1._conv_dw_mv1._conv',
- 'backbone.3_1._conv_pw_mv1._conv', 'backbone.3_2._conv_linear._conv',
- 'backbone.3_3._conv_linear._conv', 'backbone.3_4._conv_linear._conv',
- 'backbone.3_5._conv_linear._conv', 'backbone.3_6._conv_linear._conv',
- 'backbone.3_7._conv_linear._conv', 'backbone.4_1._conv_linear_1._conv',
- 'backbone.4_1._conv_linear_2._conv', 'backbone.4_1._conv_dw_mv1._conv',
- 'backbone.4_1._conv_pw_mv1._conv', 'backbone.4_2._conv_linear._conv',
- 'backbone.4_3._conv_linear._conv']
- # For block-wise search, make layers in each block in the same search sapce
- same_search_space: [
- ['backbone.2_1._conv_dw_1._conv', 'backbone.2_1._conv_pw_2._conv',
- 'backbone.2_1._conv_dw_2._conv', 'backbone.2_1._se.conv1', 'backbone.2_1._se.conv2'],
- ['backbone.2_2._conv_pw._conv', 'backbone.2_2._conv_dw._conv',
- 'backbone.2_2._se.conv1', 'backbone.2_2._se.conv2'],
- ['backbone.2_3._conv_pw._conv', 'backbone.2_3._conv_dw._conv',
- 'backbone.2_3._se.conv1', 'backbone.2_3._se.conv2'],
- ['backbone.3_1._conv_dw_1._conv', 'backbone.3_1._conv_pw_2._conv',
- 'backbone.3_1._conv_dw_2._conv', 'backbone.3_1._se.conv1', 'backbone.3_1._se.conv2'],
- ['backbone.3_2._conv_pw._conv', 'backbone.3_2._conv_dw._conv',
- 'backbone.3_2._se.conv1', 'backbone.3_2._se.conv2'],
- ['backbone.3_3._conv_pw._conv', 'backbone.3_3._conv_dw._conv',
- 'backbone.3_3._se.conv1', 'backbone.3_3._se.conv2'],
- ['backbone.3_4._conv_pw._conv', 'backbone.3_4._conv_dw._conv',
- 'backbone.3_4._se.conv1', 'backbone.3_4._se.conv2'],
- ['backbone.3_5._conv_pw._conv', 'backbone.3_5._conv_dw._conv',
- 'backbone.3_5._se.conv1', 'backbone.3_5._se.conv2'],
- ['backbone.3_6._conv_pw._conv', 'backbone.3_6._conv_dw._conv',
- 'backbone.3_6._se.conv1', 'backbone.3_6._se.conv2'],
- ['backbone.3_7._conv_pw._conv', 'backbone.3_7._conv_dw._conv',
- 'backbone.3_7._se.conv1', 'backbone.3_7._se.conv2'],
- ['backbone.4_1._conv_dw_1._conv', 'backbone.4_1._conv_pw_2._conv',
- 'backbone.4_1._conv_dw_2._conv', 'backbone.4_1._se.conv1', 'backbone.4_1._se.conv2'],
- ['backbone.4_2._conv_pw._conv', 'backbone.4_2._conv_dw._conv',
- 'backbone.4_2._se.conv1', 'backbone.4_2._se.conv2'],
- ['backbone.4_3._conv_pw._conv', 'backbone.4_3._conv_dw._conv',
- 'backbone.4_3._se.conv1', 'backbone.4_3._se.conv2']]
- # demo expand ratio
- # Generally, for expand ratio, float in (0, 1] is available.
- # But please be careful if the model is complicated.
- # For picodet, there are many split and concat, the choice of channel number is important.
- ofa_layers:
- 'backbone.2_1._conv_dw_1._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.2_2._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.2_3._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.3_1._conv_dw_1._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.3_2._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.3_3._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.3_4._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.3_5._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.3_6._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.3_7._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.4_1._conv_dw_1._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.4_2._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
- 'backbone.4_3._conv_pw._conv':
- 'expand_ratio': [0.5, 1]
|
