Files
insightface/recognition/oneflow_face/tools/model_convert/resnet100/mxnet_params
2021-01-20 17:25:35 +08:00

775 lines
29 KiB
Plaintext

arg_params
('stage3_unit2_bn3_beta', (256,))
('stage2_unit11_bn1_gamma', (128,))
('stage2_unit1_bn3_gamma', (128,))
('stage3_unit26_conv1_weight', (256, 256, 3, 3))
('conv0_weight', (64, 3, 3, 3))
('stage3_unit1_conv1sc_weight', (256, 128, 1, 1))
('stage3_unit2_conv2_weight', (256, 256, 3, 3))
('stage1_unit2_conv1_weight', (64, 64, 3, 3))
('stage2_unit3_bn1_beta', (128,))
('stage2_unit13_bn1_beta', (128,))
('stage3_unit3_bn3_gamma', (256,))
('stage2_unit1_bn2_beta', (128,))
('stage3_unit8_bn1_beta', (256,))
('stage3_unit11_conv1_weight', (256, 256, 3, 3))
('stage4_unit2_bn1_gamma', (512,))
('stage3_unit21_bn2_gamma', (256,))
('stage3_unit22_bn3_gamma', (256,))
('stage3_unit20_bn2_gamma', (256,))
('stage1_unit2_bn2_beta', (64,))
('stage3_unit2_bn1_beta', (256,))
('fc1_gamma', (512,))
('stage3_unit19_relu1_gamma', (256,))
('stage2_unit3_bn3_beta', (128,))
('stage2_unit13_bn1_gamma', (128,))
('stage3_unit7_bn1_beta', (256,))
('stage3_unit29_bn2_beta', (256,))
('stage2_unit5_bn3_beta', (128,))
('stage2_unit11_bn2_gamma', (128,))
('stage2_unit12_bn1_beta', (128,))
('stage2_unit6_bn3_beta', (128,))
('stage3_unit24_relu1_gamma', (256,))
('stage3_unit14_conv2_weight', (256, 256, 3, 3))
('stage2_unit1_bn1_gamma', (64,))
('stage3_unit4_conv2_weight', (256, 256, 3, 3))
('stage3_unit8_bn2_beta', (256,))
('stage3_unit26_bn2_beta', (256,))
('stage2_unit4_bn1_beta', (128,))
('fc1_beta', (512,))
('stage3_unit4_bn2_gamma', (256,))
('stage3_unit8_bn2_gamma', (256,))
('stage3_unit30_bn3_beta', (256,))
('stage3_unit17_conv2_weight', (256, 256, 3, 3))
('stage2_unit2_conv1_weight', (128, 128, 3, 3))
('stage2_unit13_conv1_weight', (128, 128, 3, 3))
('stage3_unit9_bn3_beta', (256,))
('stage3_unit5_bn2_gamma', (256,))
('stage3_unit26_bn2_gamma', (256,))
('stage3_unit24_bn3_beta', (256,))
('stage3_unit13_bn2_gamma', (256,))
('stage3_unit22_conv1_weight', (256, 256, 3, 3))
('stage2_unit13_bn2_beta', (128,))
('stage3_unit16_bn1_beta', (256,))
('stage3_unit18_conv1_weight', (256, 256, 3, 3))
('stage4_unit1_relu1_gamma', (512,))
('stage3_unit18_bn3_beta', (256,))
('stage3_unit1_bn3_beta', (256,))
('stage3_unit14_bn1_gamma', (256,))
('stage4_unit2_bn3_beta', (512,))
('stage2_unit12_bn1_gamma', (128,))
('stage2_unit3_bn2_gamma', (128,))
('stage3_unit6_relu1_gamma', (256,))
('stage1_unit2_bn1_beta', (64,))
('stage3_unit28_bn1_beta', (256,))
('stage2_unit10_bn3_gamma', (128,))
('stage3_unit11_bn2_beta', (256,))
('stage3_unit4_relu1_gamma', (256,))
('stage1_unit3_conv1_weight', (64, 64, 3, 3))
('stage3_unit8_relu1_gamma', (256,))
('stage3_unit1_conv1_weight', (256, 128, 3, 3))
('stage3_unit10_bn1_gamma', (256,))
('stage3_unit9_bn2_gamma', (256,))
('stage3_unit20_bn1_gamma', (256,))
('stage2_unit8_bn3_beta', (128,))
('stage3_unit13_relu1_gamma', (256,))
('stage2_unit8_bn2_gamma', (128,))
('stage3_unit24_conv2_weight', (256, 256, 3, 3))
('stage3_unit2_bn1_gamma', (256,))
('stage3_unit16_bn2_beta', (256,))
('stage2_unit7_bn2_beta', (128,))
('stage3_unit24_bn1_beta', (256,))
('stage2_unit9_bn3_beta', (128,))
('stage2_unit5_bn3_gamma', (128,))
('pre_fc1_bias', (512,))
('stage4_unit2_bn3_gamma', (512,))
('stage3_unit22_conv2_weight', (256, 256, 3, 3))
('stage3_unit17_bn3_gamma', (256,))
('stage3_unit13_conv2_weight', (256, 256, 3, 3))
('stage3_unit10_bn3_beta', (256,))
('stage3_unit26_bn3_gamma', (256,))
('stage1_unit1_bn3_beta', (64,))
('stage2_unit12_bn3_gamma', (128,))
('stage2_unit1_bn1_beta', (64,))
('stage3_unit30_bn3_gamma', (256,))
('stage3_unit20_conv1_weight', (256, 256, 3, 3))
('stage3_unit15_conv2_weight', (256, 256, 3, 3))
('stage2_unit5_conv2_weight', (128, 128, 3, 3))
('stage1_unit1_relu1_gamma', (64,))
('stage3_unit28_bn3_beta', (256,))
('stage4_unit1_sc_beta', (512,))
('stage3_unit30_conv1_weight', (256, 256, 3, 3))
('stage3_unit22_bn1_gamma', (256,))
('stage3_unit10_bn1_beta', (256,))
('stage2_unit6_bn2_beta', (128,))
('stage3_unit16_conv2_weight', (256, 256, 3, 3))
('stage3_unit30_bn1_beta', (256,))
('stage2_unit2_bn1_gamma', (128,))
('stage3_unit12_relu1_gamma', (256,))
('stage3_unit19_bn3_beta', (256,))
('stage3_unit29_bn1_beta', (256,))
('stage3_unit8_conv1_weight', (256, 256, 3, 3))
('stage3_unit14_bn3_beta', (256,))
('stage3_unit26_conv2_weight', (256, 256, 3, 3))
('stage3_unit11_bn2_gamma', (256,))
('stage2_unit5_bn2_beta', (128,))
('stage3_unit10_relu1_gamma', (256,))
('stage3_unit12_bn2_gamma', (256,))
('stage2_unit13_bn3_gamma', (128,))
('stage3_unit11_relu1_gamma', (256,))
('stage3_unit3_conv1_weight', (256, 256, 3, 3))
('stage2_unit10_bn2_beta', (128,))
('stage3_unit12_bn3_beta', (256,))
('stage4_unit2_relu1_gamma', (512,))
('stage3_unit25_conv2_weight', (256, 256, 3, 3))
('stage3_unit27_bn2_gamma', (256,))
('stage2_unit9_bn3_gamma', (128,))
('stage3_unit29_relu1_gamma', (256,))
('stage3_unit23_bn1_gamma', (256,))
('stage3_unit22_bn2_gamma', (256,))
('stage3_unit2_relu1_gamma', (256,))
('stage2_unit6_conv2_weight', (128, 128, 3, 3))
('stage2_unit12_conv1_weight', (128, 128, 3, 3))
('stage3_unit12_conv1_weight', (256, 256, 3, 3))
('stage3_unit8_bn3_beta', (256,))
('stage3_unit16_bn2_gamma', (256,))
('stage3_unit13_bn1_beta', (256,))
('stage3_unit18_relu1_gamma', (256,))
('stage3_unit16_conv1_weight', (256, 256, 3, 3))
('stage3_unit26_bn1_beta', (256,))
('stage2_unit1_conv1sc_weight', (128, 64, 1, 1))
('stage3_unit20_bn1_beta', (256,))
('stage2_unit13_conv2_weight', (128, 128, 3, 3))
('stage3_unit12_bn1_gamma', (256,))
('stage2_unit5_bn1_beta', (128,))
('bn0_gamma', (64,))
('stage3_unit17_bn1_beta', (256,))
('stage1_unit1_sc_beta', (64,))
('stage4_unit2_conv2_weight', (512, 512, 3, 3))
('stage2_unit13_bn3_beta', (128,))
('stage3_unit28_bn2_beta', (256,))
('stage3_unit21_bn2_beta', (256,))
('stage3_unit15_relu1_gamma', (256,))
('stage2_unit1_conv2_weight', (128, 128, 3, 3))
('stage1_unit2_bn3_beta', (64,))
('stage2_unit4_relu1_gamma', (128,))
('stage3_unit11_conv2_weight', (256, 256, 3, 3))
('stage3_unit6_bn2_gamma', (256,))
('stage3_unit3_relu1_gamma', (256,))
('stage3_unit29_conv1_weight', (256, 256, 3, 3))
('stage2_unit2_bn3_gamma', (128,))
('stage1_unit3_bn2_beta', (64,))
('stage3_unit10_bn2_gamma', (256,))
('stage4_unit1_bn2_gamma', (512,))
('stage3_unit1_bn1_gamma', (128,))
('stage3_unit27_relu1_gamma', (256,))
('stage3_unit23_conv2_weight', (256, 256, 3, 3))
('stage3_unit24_bn2_gamma', (256,))
('stage3_unit10_conv1_weight', (256, 256, 3, 3))
('stage3_unit5_relu1_gamma', (256,))
('stage4_unit1_bn3_gamma', (512,))
('stage3_unit6_bn1_gamma', (256,))
('stage3_unit25_bn3_beta', (256,))
('stage3_unit25_bn2_beta', (256,))
('stage4_unit1_bn2_beta', (512,))
('stage3_unit4_bn2_beta', (256,))
('stage3_unit18_bn2_beta', (256,))
('stage3_unit1_bn2_beta', (256,))
('stage3_unit6_bn3_beta', (256,))
('stage2_unit13_bn2_gamma', (128,))
('stage2_unit4_conv1_weight', (128, 128, 3, 3))
('stage1_unit1_bn3_gamma', (64,))
('stage2_unit8_bn1_beta', (128,))
('stage3_unit25_bn1_gamma', (256,))
('stage3_unit1_conv2_weight', (256, 256, 3, 3))
('stage1_unit2_bn3_gamma', (64,))
('stage3_unit27_conv2_weight', (256, 256, 3, 3))
('stage3_unit6_bn2_beta', (256,))
('stage3_unit21_bn3_gamma', (256,))
('stage3_unit17_relu1_gamma', (256,))
('stage3_unit24_bn3_gamma', (256,))
('stage3_unit5_bn2_beta', (256,))
('stage3_unit5_bn1_beta', (256,))
('stage3_unit12_conv2_weight', (256, 256, 3, 3))
('stage2_unit8_bn3_gamma', (128,))
('stage3_unit7_bn1_gamma', (256,))
('stage2_unit6_bn3_gamma', (128,))
('stage3_unit18_bn1_beta', (256,))
('stage3_unit4_bn1_gamma', (256,))
('stage2_unit4_bn1_gamma', (128,))
('stage3_unit19_bn1_beta', (256,))
('stage4_unit2_bn2_beta', (512,))
('stage2_unit6_bn2_gamma', (128,))
('stage2_unit5_bn2_gamma', (128,))
('stage3_unit5_bn3_beta', (256,))
('stage3_unit7_bn3_beta', (256,))
('stage3_unit11_bn3_gamma', (256,))
('stage3_unit19_bn3_gamma', (256,))
('stage2_unit11_bn3_gamma', (128,))
('stage3_unit5_conv1_weight', (256, 256, 3, 3))
('stage3_unit29_bn3_beta', (256,))
('pre_fc1_weight', (512, 25088))
('stage4_unit3_bn1_beta', (512,))
('stage2_unit2_bn1_beta', (128,))
('stage2_unit8_conv2_weight', (128, 128, 3, 3))
('stage2_unit7_bn3_gamma', (128,))
('stage2_unit1_conv1_weight', (128, 64, 3, 3))
('stage3_unit21_bn1_gamma', (256,))
('stage3_unit13_bn3_gamma', (256,))
('stage3_unit12_bn3_gamma', (256,))
('stage3_unit23_bn2_gamma', (256,))
('stage1_unit1_conv1sc_weight', (64, 64, 1, 1))
('stage3_unit19_conv1_weight', (256, 256, 3, 3))
('stage2_unit1_relu1_gamma', (128,))
('stage3_unit9_bn2_beta', (256,))
('stage3_unit7_conv1_weight', (256, 256, 3, 3))
('stage1_unit1_bn1_gamma', (64,))
('stage2_unit11_bn2_beta', (128,))
('stage3_unit23_bn3_beta', (256,))
('stage3_unit29_conv2_weight', (256, 256, 3, 3))
('stage4_unit1_conv1_weight', (512, 256, 3, 3))
('stage2_unit9_bn1_gamma', (128,))
('stage3_unit21_relu1_gamma', (256,))
('stage3_unit27_bn1_beta', (256,))
('stage3_unit28_conv2_weight', (256, 256, 3, 3))
('stage2_unit2_bn3_beta', (128,))
('stage3_unit15_bn1_beta', (256,))
('stage2_unit7_relu1_gamma', (128,))
('stage3_unit29_bn2_gamma', (256,))
('stage4_unit1_conv1sc_weight', (512, 256, 1, 1))
('stage3_unit11_bn3_beta', (256,))
('stage2_unit8_bn1_gamma', (128,))
('stage3_unit18_conv2_weight', (256, 256, 3, 3))
('stage3_unit18_bn3_gamma', (256,))
('stage3_unit15_bn3_beta', (256,))
('stage3_unit9_conv2_weight', (256, 256, 3, 3))
('stage4_unit1_bn3_beta', (512,))
('stage3_unit17_bn2_gamma', (256,))
('stage2_unit2_conv2_weight', (128, 128, 3, 3))
('stage1_unit3_bn3_beta', (64,))
('stage1_unit3_bn3_gamma', (64,))
('stage3_unit30_relu1_gamma', (256,))
('stage2_unit3_bn3_gamma', (128,))
('stage3_unit22_relu1_gamma', (256,))
('stage3_unit21_bn1_beta', (256,))
('stage3_unit14_relu1_gamma', (256,))
('relu0_gamma', (64,))
('stage2_unit2_bn2_gamma', (128,))
('stage2_unit10_bn2_gamma', (128,))
('stage2_unit4_bn3_beta', (128,))
('stage3_unit27_bn3_beta', (256,))
('stage3_unit28_relu1_gamma', (256,))
('stage2_unit12_bn3_beta', (128,))
('stage2_unit6_conv1_weight', (128, 128, 3, 3))
('stage3_unit1_relu1_gamma', (256,))
('stage2_unit3_relu1_gamma', (128,))
('stage3_unit1_bn1_beta', (128,))
('stage3_unit26_relu1_gamma', (256,))
('stage3_unit21_conv2_weight', (256, 256, 3, 3))
('stage4_unit3_conv1_weight', (512, 512, 3, 3))
('stage2_unit13_relu1_gamma', (128,))
('stage3_unit24_conv1_weight', (256, 256, 3, 3))
('stage2_unit4_bn2_beta', (128,))
('stage2_unit6_bn1_gamma', (128,))
('stage3_unit20_bn3_gamma', (256,))
('stage2_unit1_sc_beta', (128,))
('stage3_unit29_bn1_gamma', (256,))
('stage3_unit22_bn3_beta', (256,))
('stage3_unit15_bn3_gamma', (256,))
('stage3_unit28_bn2_gamma', (256,))
('stage3_unit21_bn3_beta', (256,))
('stage3_unit2_bn3_gamma', (256,))
('stage2_unit9_conv2_weight', (128, 128, 3, 3))
('stage2_unit1_bn2_gamma', (128,))
('stage3_unit6_conv1_weight', (256, 256, 3, 3))
('stage2_unit5_conv1_weight', (128, 128, 3, 3))
('stage3_unit26_bn1_gamma', (256,))
('stage3_unit22_bn1_beta', (256,))
('stage3_unit27_conv1_weight', (256, 256, 3, 3))
('stage3_unit14_bn2_beta', (256,))
('stage1_unit2_bn1_gamma', (64,))
('stage3_unit20_relu1_gamma', (256,))
('stage3_unit21_conv1_weight', (256, 256, 3, 3))
('stage1_unit1_conv2_weight', (64, 64, 3, 3))
('stage4_unit3_conv2_weight', (512, 512, 3, 3))
('stage3_unit17_bn3_beta', (256,))
('stage2_unit5_relu1_gamma', (128,))
('stage1_unit1_sc_gamma', (64,))
('stage3_unit13_bn2_beta', (256,))
('stage3_unit1_bn3_gamma', (256,))
('stage3_unit5_bn1_gamma', (256,))
('stage2_unit12_bn2_gamma', (128,))
('stage3_unit14_bn2_gamma', (256,))
('stage4_unit2_conv1_weight', (512, 512, 3, 3))
('stage2_unit9_conv1_weight', (128, 128, 3, 3))
('stage1_unit3_bn1_gamma', (64,))
('stage3_unit3_bn2_gamma', (256,))
('stage3_unit17_conv1_weight', (256, 256, 3, 3))
('stage3_unit26_bn3_beta', (256,))
('stage4_unit1_bn1_beta', (256,))
('stage1_unit1_bn1_beta', (64,))
('stage2_unit10_conv2_weight', (128, 128, 3, 3))
('stage3_unit3_bn2_beta', (256,))
('stage3_unit1_bn2_gamma', (256,))
('stage3_unit7_relu1_gamma', (256,))
('stage2_unit9_bn2_beta', (128,))
('stage2_unit12_conv2_weight', (128, 128, 3, 3))
('stage3_unit18_bn1_gamma', (256,))
('stage3_unit8_bn3_gamma', (256,))
('stage1_unit1_bn2_gamma', (64,))
('stage2_unit3_bn2_beta', (128,))
('stage2_unit7_bn3_beta', (128,))
('stage2_unit1_bn3_beta', (128,))
('stage4_unit3_bn2_gamma', (512,))
('stage2_unit4_conv2_weight', (128, 128, 3, 3))
('stage4_unit1_conv2_weight', (512, 512, 3, 3))
('stage3_unit14_bn1_beta', (256,))
('stage3_unit27_bn2_beta', (256,))
('stage3_unit9_bn1_gamma', (256,))
('stage3_unit5_conv2_weight', (256, 256, 3, 3))
('stage3_unit23_relu1_gamma', (256,))
('stage3_unit3_bn1_beta', (256,))
('stage4_unit2_bn2_gamma', (512,))
('stage3_unit2_conv1_weight', (256, 256, 3, 3))
('stage3_unit29_bn3_gamma', (256,))
('stage3_unit16_bn3_gamma', (256,))
('stage3_unit30_conv2_weight', (256, 256, 3, 3))
('stage4_unit1_sc_gamma', (512,))
('stage3_unit9_relu1_gamma', (256,))
('stage4_unit2_bn1_beta', (512,))
('stage2_unit12_relu1_gamma', (128,))
('stage3_unit6_bn1_beta', (256,))
('stage3_unit24_bn2_beta', (256,))
('stage3_unit23_bn3_gamma', (256,))
('stage3_unit23_conv1_weight', (256, 256, 3, 3))
('stage3_unit27_bn1_gamma', (256,))
('stage2_unit3_conv1_weight', (128, 128, 3, 3))
('stage3_unit25_bn2_gamma', (256,))
('stage3_unit30_bn2_beta', (256,))
('stage2_unit9_relu1_gamma', (128,))
('stage2_unit9_bn2_gamma', (128,))
('stage3_unit25_conv1_weight', (256, 256, 3, 3))
('stage2_unit4_bn3_gamma', (128,))
('stage2_unit11_conv2_weight', (128, 128, 3, 3))
('stage3_unit11_bn1_gamma', (256,))
('stage3_unit5_bn3_gamma', (256,))
('stage3_unit30_bn1_gamma', (256,))
('stage1_unit3_bn2_gamma', (64,))
('stage2_unit9_bn1_beta', (128,))
('stage3_unit4_conv1_weight', (256, 256, 3, 3))
('stage3_unit28_bn3_gamma', (256,))
('stage1_unit3_bn1_beta', (64,))
('bn1_beta', (512,))
('stage2_unit8_conv1_weight', (128, 128, 3, 3))
('stage3_unit8_bn1_gamma', (256,))
('stage3_unit23_bn2_beta', (256,))
('stage3_unit2_bn2_gamma', (256,))
('stage3_unit16_bn1_gamma', (256,))
('stage1_unit1_conv1_weight', (64, 64, 3, 3))
('stage3_unit13_conv1_weight', (256, 256, 3, 3))
('stage2_unit8_relu1_gamma', (128,))
('stage3_unit14_conv1_weight', (256, 256, 3, 3))
('stage3_unit22_bn2_beta', (256,))
('stage3_unit19_conv2_weight', (256, 256, 3, 3))
('stage3_unit25_relu1_gamma', (256,))
('stage2_unit11_relu1_gamma', (128,))
('stage3_unit10_conv2_weight', (256, 256, 3, 3))
('stage3_unit10_bn2_beta', (256,))
('stage3_unit9_bn1_beta', (256,))
('stage3_unit14_bn3_gamma', (256,))
('stage3_unit9_bn3_gamma', (256,))
('stage3_unit1_sc_gamma', (256,))
('stage2_unit7_bn2_gamma', (128,))
('stage3_unit30_bn2_gamma', (256,))
('stage3_unit7_bn2_gamma', (256,))
('fc7_weight', (85742, 512))
('stage3_unit18_bn2_gamma', (256,))
('stage3_unit25_bn1_beta', (256,))
('stage3_unit19_bn2_gamma', (256,))
('stage2_unit6_bn1_beta', (128,))
('stage3_unit16_relu1_gamma', (256,))
('stage3_unit15_conv1_weight', (256, 256, 3, 3))
('stage3_unit15_bn1_gamma', (256,))
('stage1_unit1_bn2_beta', (64,))
('stage1_unit3_conv2_weight', (64, 64, 3, 3))
('stage2_unit11_bn3_beta', (128,))
('stage3_unit13_bn3_beta', (256,))
('stage3_unit9_conv1_weight', (256, 256, 3, 3))
('stage3_unit12_bn1_beta', (256,))
('stage3_unit20_bn2_beta', (256,))
('bn1_gamma', (512,))
('stage3_unit8_conv2_weight', (256, 256, 3, 3))
('stage3_unit20_bn3_beta', (256,))
('stage4_unit3_relu1_gamma', (512,))
('stage3_unit3_bn3_beta', (256,))
('stage1_unit2_relu1_gamma', (64,))
('stage1_unit2_bn2_gamma', (64,))
('stage3_unit19_bn1_gamma', (256,))
('stage3_unit6_conv2_weight', (256, 256, 3, 3))
('stage3_unit23_bn1_beta', (256,))
('stage3_unit7_bn2_beta', (256,))
('stage3_unit17_bn1_gamma', (256,))
('stage4_unit3_bn2_beta', (512,))
('bn0_beta', (64,))
('stage2_unit2_bn2_beta', (128,))
('stage2_unit6_relu1_gamma', (128,))
('stage3_unit17_bn2_beta', (256,))
('stage2_unit4_bn2_gamma', (128,))
('stage3_unit11_bn1_beta', (256,))
('stage2_unit10_relu1_gamma', (128,))
('stage4_unit1_bn1_gamma', (256,))
('stage3_unit25_bn3_gamma', (256,))
('stage3_unit12_bn2_beta', (256,))
('stage2_unit7_conv1_weight', (128, 128, 3, 3))
('stage2_unit7_conv2_weight', (128, 128, 3, 3))
('stage3_unit24_bn1_gamma', (256,))
('stage3_unit19_bn2_beta', (256,))
('stage1_unit3_relu1_gamma', (64,))
('stage4_unit3_bn3_beta', (512,))
('stage3_unit27_bn3_gamma', (256,))
('stage3_unit28_bn1_gamma', (256,))
('stage3_unit10_bn3_gamma', (256,))
('stage3_unit28_conv1_weight', (256, 256, 3, 3))
('stage3_unit4_bn3_beta', (256,))
('stage4_unit3_bn3_gamma', (512,))
('stage3_unit1_sc_beta', (256,))
('stage3_unit15_bn2_beta', (256,))
('stage2_unit10_bn1_gamma', (128,))
('stage2_unit3_bn1_gamma', (128,))
('stage3_unit15_bn2_gamma', (256,))
('stage3_unit6_bn3_gamma', (256,))
('stage3_unit13_bn1_gamma', (256,))
('stage3_unit4_bn1_beta', (256,))
('stage2_unit1_sc_gamma', (128,))
('stage2_unit10_conv1_weight', (128, 128, 3, 3))
('stage2_unit12_bn2_beta', (128,))
('stage2_unit10_bn3_beta', (128,))
('stage3_unit16_bn3_beta', (256,))
('stage3_unit20_conv2_weight', (256, 256, 3, 3))
('stage3_unit3_bn1_gamma', (256,))
('stage2_unit10_bn1_beta', (128,))
('stage2_unit11_conv1_weight', (128, 128, 3, 3))
('stage2_unit5_bn1_gamma', (128,))
('stage2_unit11_bn1_beta', (128,))
('stage3_unit3_conv2_weight', (256, 256, 3, 3))
('stage3_unit7_bn3_gamma', (256,))
('stage4_unit3_bn1_gamma', (512,))
('stage3_unit2_bn2_beta', (256,))
('stage2_unit8_bn2_beta', (128,))
('stage2_unit7_bn1_beta', (128,))
('stage3_unit4_bn3_gamma', (256,))
('stage1_unit2_conv2_weight', (64, 64, 3, 3))
('stage2_unit7_bn1_gamma', (128,))
('stage2_unit2_relu1_gamma', (128,))
('stage3_unit7_conv2_weight', (256, 256, 3, 3))
('stage2_unit3_conv2_weight', (128, 128, 3, 3))
aux_params:
('stage2_unit13_bn3_moving_mean', (128,))
('stage2_unit2_bn1_moving_var', (128,))
('stage3_unit24_bn3_moving_var', (256,))
('stage4_unit2_bn1_moving_var', (512,))
('stage2_unit5_bn1_moving_var', (128,))
('stage3_unit7_bn1_moving_var', (256,))
('stage3_unit15_bn1_moving_var', (256,))
('stage3_unit16_bn3_moving_var', (256,))
('stage3_unit3_bn2_moving_mean', (256,))
('stage4_unit1_bn3_moving_var', (512,))
('stage4_unit3_bn3_moving_mean', (512,))
('stage3_unit10_bn2_moving_mean', (256,))
('stage3_unit13_bn3_moving_mean', (256,))
('stage3_unit3_bn1_moving_var', (256,))
('stage2_unit12_bn3_moving_mean', (128,))
('stage1_unit1_bn2_moving_mean', (64,))
('stage3_unit29_bn1_moving_mean', (256,))
('stage3_unit7_bn3_moving_mean', (256,))
('stage2_unit5_bn3_moving_mean', (128,))
('stage3_unit6_bn1_moving_mean', (256,))
('stage2_unit10_bn2_moving_mean', (128,))
('stage3_unit2_bn2_moving_mean', (256,))
('stage3_unit4_bn1_moving_var', (256,))
('stage3_unit24_bn1_moving_var', (256,))
('stage2_unit9_bn1_moving_var', (128,))
('stage3_unit15_bn2_moving_mean', (256,))
('stage3_unit3_bn1_moving_mean', (256,))
('stage3_unit16_bn3_moving_mean', (256,))
('stage3_unit23_bn2_moving_mean', (256,))
('stage3_unit15_bn2_moving_var', (256,))
('stage2_unit11_bn1_moving_mean', (128,))
('stage3_unit28_bn3_moving_var', (256,))
('stage3_unit11_bn1_moving_var', (256,))
('stage3_unit9_bn1_moving_mean', (256,))
('stage2_unit7_bn3_moving_mean', (128,))
('stage3_unit30_bn1_moving_var', (256,))
('stage2_unit1_bn2_moving_var', (128,))
('stage2_unit13_bn2_moving_mean', (128,))
('stage3_unit28_bn1_moving_mean', (256,))
('stage3_unit27_bn2_moving_mean', (256,))
('stage2_unit8_bn2_moving_mean', (128,))
('stage3_unit18_bn1_moving_mean', (256,))
('stage3_unit28_bn3_moving_mean', (256,))
('stage3_unit1_bn2_moving_mean', (256,))
('stage3_unit17_bn2_moving_mean', (256,))
('stage3_unit27_bn1_moving_var', (256,))
('stage2_unit5_bn2_moving_var', (128,))
('stage3_unit6_bn2_moving_mean', (256,))
('stage3_unit12_bn3_moving_mean', (256,))
('stage3_unit9_bn2_moving_var', (256,))
('stage4_unit2_bn3_moving_mean', (512,))
('stage1_unit1_bn1_moving_mean', (64,))
('stage3_unit8_bn3_moving_mean', (256,))
('stage4_unit2_bn1_moving_mean', (512,))
('stage2_unit13_bn1_moving_mean', (128,))
('stage3_unit12_bn3_moving_var', (256,))
('stage2_unit4_bn1_moving_var', (128,))
('stage3_unit1_bn3_moving_mean', (256,))
('stage3_unit21_bn2_moving_mean', (256,))
('stage3_unit14_bn3_moving_var', (256,))
('stage3_unit26_bn2_moving_var', (256,))
('stage3_unit17_bn3_moving_mean', (256,))
('stage3_unit11_bn3_moving_mean', (256,))
('stage2_unit3_bn3_moving_var', (128,))
('stage2_unit11_bn3_moving_mean', (128,))
('stage2_unit10_bn1_moving_mean', (128,))
('stage3_unit24_bn2_moving_var', (256,))
('stage3_unit4_bn2_moving_mean', (256,))
('stage3_unit14_bn2_moving_mean', (256,))
('stage3_unit29_bn3_moving_mean', (256,))
('stage3_unit12_bn2_moving_mean', (256,))
('stage4_unit3_bn2_moving_var', (512,))
('stage1_unit1_bn3_moving_mean', (64,))
('stage2_unit10_bn1_moving_var', (128,))
('stage3_unit29_bn3_moving_var', (256,))
('stage3_unit27_bn3_moving_var', (256,))
('stage2_unit6_bn1_moving_mean', (128,))
('stage3_unit1_bn3_moving_var', (256,))
('stage3_unit27_bn2_moving_var', (256,))
('stage2_unit2_bn3_moving_mean', (128,))
('stage3_unit10_bn2_moving_var', (256,))
('stage3_unit15_bn1_moving_mean', (256,))
('stage3_unit16_bn2_moving_var', (256,))
('stage2_unit9_bn1_moving_mean', (128,))
('stage3_unit9_bn2_moving_mean', (256,))
('stage2_unit4_bn2_moving_mean', (128,))
('stage3_unit11_bn2_moving_mean', (256,))
('stage2_unit2_bn2_moving_var', (128,))
('fc1_moving_var', (512,))
('stage3_unit19_bn3_moving_var', (256,))
('stage3_unit6_bn3_moving_var', (256,))
('stage3_unit10_bn1_moving_mean', (256,))
('stage2_unit12_bn2_moving_mean', (128,))
('stage3_unit11_bn2_moving_var', (256,))
('stage1_unit2_bn2_moving_var', (64,))
('stage2_unit4_bn3_moving_mean', (128,))
('stage3_unit30_bn2_moving_mean', (256,))
('stage3_unit5_bn2_moving_var', (256,))
('stage2_unit8_bn3_moving_mean', (128,))
('stage3_unit23_bn2_moving_var', (256,))
('stage3_unit23_bn1_moving_mean', (256,))
('stage2_unit7_bn3_moving_var', (128,))
('stage3_unit29_bn2_moving_mean', (256,))
('stage4_unit1_bn2_moving_mean', (512,))
('stage3_unit24_bn3_moving_mean', (256,))
('stage3_unit28_bn1_moving_var', (256,))
('stage3_unit1_bn2_moving_var', (256,))
('stage3_unit2_bn3_moving_var', (256,))
('stage3_unit18_bn3_moving_mean', (256,))
('stage2_unit9_bn3_moving_mean', (128,))
('stage3_unit22_bn1_moving_var', (256,))
('stage4_unit3_bn1_moving_var', (512,))
('stage3_unit18_bn3_moving_var', (256,))
('stage3_unit25_bn2_moving_mean', (256,))
('stage3_unit25_bn3_moving_var', (256,))
('stage3_unit13_bn2_moving_mean', (256,))
('stage3_unit21_bn2_moving_var', (256,))
('stage3_unit3_bn2_moving_var', (256,))
('stage3_unit9_bn3_moving_var', (256,))
('bn0_moving_mean', (64,))
('stage3_unit30_bn2_moving_var', (256,))
('stage4_unit2_bn3_moving_var', (512,))
('stage3_unit22_bn3_moving_var', (256,))
('stage2_unit1_bn3_moving_mean', (128,))
('stage2_unit9_bn3_moving_var', (128,))
('stage2_unit8_bn2_moving_var', (128,))
('stage3_unit6_bn2_moving_var', (256,))
('stage2_unit12_bn1_moving_var', (128,))
('stage2_unit7_bn2_moving_var', (128,))
('fc1_moving_mean', (512,))
('stage2_unit6_bn1_moving_var', (128,))
('stage2_unit11_bn3_moving_var', (128,))
('stage3_unit9_bn1_moving_var', (256,))
('stage3_unit4_bn2_moving_var', (256,))
('stage3_unit1_bn1_moving_mean', (128,))
('stage3_unit28_bn2_moving_mean', (256,))
('stage1_unit2_bn1_moving_var', (64,))
('stage3_unit10_bn3_moving_mean', (256,))
('stage3_unit19_bn1_moving_var', (256,))
('stage3_unit23_bn1_moving_var', (256,))
('stage3_unit4_bn3_moving_var', (256,))
('stage2_unit8_bn3_moving_var', (128,))
('stage3_unit13_bn2_moving_var', (256,))
('stage1_unit3_bn1_moving_var', (64,))
('stage3_unit8_bn2_moving_var', (256,))
('stage3_unit26_bn3_moving_var', (256,))
('stage3_unit14_bn1_moving_var', (256,))
('stage3_unit15_bn3_moving_var', (256,))
('stage3_unit26_bn2_moving_mean', (256,))
('stage3_unit20_bn1_moving_var', (256,))
('stage3_unit27_bn3_moving_mean', (256,))
('bn1_moving_var', (512,))
('stage2_unit9_bn2_moving_mean', (128,))
('stage3_unit13_bn3_moving_var', (256,))
('stage3_unit3_bn3_moving_mean', (256,))
('stage3_unit16_bn1_moving_mean', (256,))
('stage1_unit1_sc_moving_var', (64,))
('stage2_unit4_bn1_moving_mean', (128,))
('stage3_unit8_bn2_moving_mean', (256,))
('stage2_unit10_bn3_moving_mean', (128,))
('stage4_unit1_sc_moving_mean', (512,))
('stage3_unit9_bn3_moving_mean', (256,))
('stage3_unit20_bn1_moving_mean', (256,))
('stage3_unit6_bn3_moving_mean', (256,))
('stage3_unit30_bn1_moving_mean', (256,))
('stage1_unit2_bn1_moving_mean', (64,))
('stage2_unit4_bn2_moving_var', (128,))
('stage3_unit29_bn2_moving_var', (256,))
('stage2_unit3_bn2_moving_mean', (128,))
('stage2_unit2_bn2_moving_mean', (128,))
('stage3_unit3_bn3_moving_var', (256,))
('stage2_unit1_bn1_moving_mean', (64,))
('stage4_unit3_bn2_moving_mean', (512,))
('stage2_unit6_bn3_moving_mean', (128,))
('stage3_unit25_bn3_moving_mean', (256,))
('stage3_unit4_bn1_moving_mean', (256,))
('stage2_unit5_bn3_moving_var', (128,))
('stage3_unit14_bn2_moving_var', (256,))
('stage2_unit12_bn2_moving_var', (128,))
('stage4_unit1_sc_moving_var', (512,))
('stage1_unit1_bn3_moving_var', (64,))
('stage2_unit6_bn2_moving_mean', (128,))
('stage2_unit6_bn3_moving_var', (128,))
('stage3_unit17_bn3_moving_var', (256,))
('stage2_unit1_sc_moving_mean', (128,))
('stage3_unit26_bn1_moving_mean', (256,))
('stage3_unit20_bn3_moving_var', (256,))
('stage1_unit1_bn1_moving_var', (64,))
('stage3_unit10_bn3_moving_var', (256,))
('stage1_unit3_bn2_moving_mean', (64,))
('stage4_unit2_bn2_moving_var', (512,))
('stage3_unit21_bn3_moving_mean', (256,))
('stage3_unit28_bn2_moving_var', (256,))
('stage3_unit17_bn1_moving_var', (256,))
('stage3_unit1_bn1_moving_var', (128,))
('stage2_unit3_bn1_moving_mean', (128,))
('stage2_unit13_bn1_moving_var', (128,))
('stage2_unit7_bn2_moving_mean', (128,))
('stage3_unit5_bn3_moving_mean', (256,))
('stage3_unit12_bn1_moving_mean', (256,))
('stage2_unit1_bn2_moving_mean', (128,))
('stage3_unit30_bn3_moving_mean', (256,))
('stage3_unit2_bn1_moving_var', (256,))
('stage2_unit11_bn1_moving_var', (128,))
('stage3_unit20_bn3_moving_mean', (256,))
('stage3_unit8_bn1_moving_mean', (256,))
('stage3_unit2_bn1_moving_mean', (256,))
('stage4_unit1_bn3_moving_mean', (512,))
('stage2_unit1_sc_moving_var', (128,))
('stage2_unit7_bn1_moving_mean', (128,))
('stage3_unit7_bn3_moving_var', (256,))
('stage3_unit20_bn2_moving_var', (256,))
('stage3_unit2_bn3_moving_mean', (256,))
('stage3_unit1_sc_moving_var', (256,))
('stage3_unit19_bn3_moving_mean', (256,))
('stage4_unit1_bn1_moving_var', (256,))
('stage2_unit8_bn1_moving_mean', (128,))
('stage2_unit11_bn2_moving_mean', (128,))
('stage3_unit21_bn1_moving_mean', (256,))
('stage2_unit13_bn2_moving_var', (128,))
('stage4_unit3_bn1_moving_mean', (512,))
('stage3_unit8_bn3_moving_var', (256,))
('stage2_unit5_bn2_moving_mean', (128,))
('stage4_unit3_bn3_moving_var', (512,))
('stage3_unit1_sc_moving_mean', (256,))
('stage3_unit13_bn1_moving_var', (256,))
('stage3_unit11_bn3_moving_var', (256,))
('stage3_unit12_bn2_moving_var', (256,))
('stage3_unit17_bn2_moving_var', (256,))
('stage2_unit5_bn1_moving_mean', (128,))
('stage4_unit2_bn2_moving_mean', (512,))
('stage3_unit21_bn1_moving_var', (256,))
('stage3_unit7_bn2_moving_mean', (256,))
('stage3_unit23_bn3_moving_var', (256,))
('stage2_unit10_bn3_moving_var', (128,))
('stage3_unit17_bn1_moving_mean', (256,))
('stage3_unit29_bn1_moving_var', (256,))
('stage2_unit6_bn2_moving_var', (128,))
('stage2_unit9_bn2_moving_var', (128,))
('stage2_unit2_bn3_moving_var', (128,))
('stage2_unit13_bn3_moving_var', (128,))
('stage4_unit1_bn1_moving_mean', (256,))
('stage3_unit26_bn1_moving_var', (256,))
('stage3_unit8_bn1_moving_var', (256,))
('stage3_unit22_bn2_moving_mean', (256,))
('stage1_unit3_bn3_moving_mean', (64,))
('stage1_unit1_sc_moving_mean', (64,))
('stage3_unit18_bn2_moving_var', (256,))
('stage2_unit10_bn2_moving_var', (128,))
('stage3_unit25_bn2_moving_var', (256,))
('stage3_unit12_bn1_moving_var', (256,))
('bn0_moving_var', (64,))
('stage3_unit25_bn1_moving_var', (256,))
('stage3_unit11_bn1_moving_mean', (256,))
('stage3_unit6_bn1_moving_var', (256,))
('stage3_unit22_bn3_moving_mean', (256,))
('stage1_unit2_bn3_moving_mean', (64,))
('stage3_unit18_bn2_moving_mean', (256,))
('stage3_unit20_bn2_moving_mean', (256,))
('stage3_unit25_bn1_moving_mean', (256,))
('stage4_unit1_bn2_moving_var', (512,))
('stage3_unit2_bn2_moving_var', (256,))
('stage3_unit5_bn3_moving_var', (256,))
('stage3_unit19_bn2_moving_var', (256,))
('stage3_unit14_bn1_moving_mean', (256,))
('stage2_unit3_bn1_moving_var', (128,))
('stage3_unit23_bn3_moving_mean', (256,))
('stage2_unit3_bn2_moving_var', (128,))
('stage2_unit12_bn1_moving_mean', (128,))
('stage1_unit2_bn3_moving_var', (64,))
('stage3_unit24_bn2_moving_mean', (256,))
('stage2_unit2_bn1_moving_mean', (128,))
('stage3_unit27_bn1_moving_mean', (256,))
('stage1_unit3_bn2_moving_var', (64,))
('stage3_unit30_bn3_moving_var', (256,))
('stage2_unit1_bn3_moving_var', (128,))
('stage3_unit7_bn2_moving_var', (256,))
('stage2_unit3_bn3_moving_mean', (128,))
('stage3_unit7_bn1_moving_mean', (256,))
('stage3_unit16_bn2_moving_mean', (256,))
('stage3_unit21_bn3_moving_var', (256,))
('stage2_unit12_bn3_moving_var', (128,))
('stage3_unit18_bn1_moving_var', (256,))
('stage3_unit22_bn1_moving_mean', (256,))
('stage3_unit5_bn1_moving_mean', (256,))
('stage3_unit4_bn3_moving_mean', (256,))
('stage3_unit13_bn1_moving_mean', (256,))
('stage3_unit19_bn2_moving_mean', (256,))
('stage3_unit16_bn1_moving_var', (256,))
('stage3_unit22_bn2_moving_var', (256,))
('stage3_unit15_bn3_moving_mean', (256,))
('stage3_unit26_bn3_moving_mean', (256,))
('stage3_unit24_bn1_moving_mean', (256,))
('stage1_unit3_bn3_moving_var', (64,))
('stage1_unit3_bn1_moving_mean', (64,))
('stage2_unit8_bn1_moving_var', (128,))
('stage2_unit4_bn3_moving_var', (128,))
('stage2_unit7_bn1_moving_var', (128,))
('stage3_unit5_bn2_moving_mean', (256,))
('stage3_unit10_bn1_moving_var', (256,))
('stage3_unit19_bn1_moving_mean', (256,))
('bn1_moving_mean', (512,))
('stage1_unit1_bn2_moving_var', (64,))
('stage1_unit2_bn2_moving_mean', (64,))
('stage3_unit5_bn1_moving_var', (256,))
('stage2_unit11_bn2_moving_var', (128,))
('stage3_unit14_bn3_moving_mean', (256,))
('stage2_unit1_bn1_moving_var', (64,))