Fine-tune with provided solver leads to loss=87.3365 #75

joechen24 · 2018-12-02T19:59:33Z

I am using the solver provided here @#9 with base learning rate reduced to 0.01 to fine-tune mobilenet v1 on ImageNet, and the loss goes up to 87.3365 in the first 20 iterations. I am wondering if you have any intuition on why this happens?
Thanks!

OceanWong1991 · 2018-12-18T12:23:42Z

reduce lr to 0.001 or 0.0001, then have a try

feitiandemiaomi · 2019-04-26T08:13:32Z

@zhuochen24 How do you solve it?

feitiandemiaomi · 2019-04-28T02:55:13Z

@shicai @OceanWong1991 @zhuochen24 Hi, I meet the same problem , I have try to reduce lr , but nothing changed. I find the debug log abnormal ,the log as following:

I0428 10:34:09.415983 2335 parallel.cpp:391] I0428 10:34:09.542487 2335 data_layer.cpp:41] I0428 10:34:10.378835 2335 parallel.cpp:419] I0428 10:34:10.378890 2335 solver.cpp:280] I0428 10:34:10.378895 2335 solver.cpp:281] I0428 10:34:10.380884 2335 net.cpp:663] I0428 10:34:10.380929 2335 net.cpp:663] I0428 10:34:10.381597 2335 net.cpp:663] I0428 10:34:10.381629 2335 net.cpp:675] I0428 10:34:10.383767 2335 net.cpp:663] I0428 10:34:10.383802 2335 net.cpp:675] I0428 10:34:10.383827 2335 net.cpp:675] I0428 10:34:10.383852 2335 net.cpp:675] I0428 10:34:10.384518 2335 net.cpp:663] I0428 10:34:10.384551 2335 net.cpp:675] I0428 10:34:10.384575 2335 net.cpp:675] I0428 10:34:10.384696 2335 net.cpp:663] I0428 10:34:10.385437 2335 net.cpp:663] I0428 10:34:10.385470 2335 net.cpp:675] I0428 10:34:10.387404 2335 net.cpp:663] I0428 10:34:10.387449 2335 net.cpp:675] I0428 10:34:10.387475 2335 net.cpp:675] I0428 10:34:10.387509 2335 net.cpp:675] I0428 10:34:10.388053 2335 net.cpp:663] I0428 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10:34:11.034617 2335 net.cpp:691] I0428 10:34:11.035408 2335 net.cpp:691] I0428 10:34:11.035436 2335 net.cpp:702] I0428 10:34:11.035459 2335 net.cpp:702] I0428 10:34:11.035964 2335 net.cpp:691] I0428 10:34:11.048224 2335 net.cpp:691] I0428 10:34:11.048259 2335 net.cpp:702] I0428 10:34:11.048385 2335 net.cpp:691] I0428 10:34:11.049482 2335 net.cpp:691] I0428 10:34:11.049515 2335 net.cpp:702] I0428 10:34:11.049538 2335 net.cpp:702] I0428 10:34:11.050045 2335 net.cpp:691] I0428 10:34:11.050585 2335 net.cpp:691] I0428 10:34:11.050616 2335 net.cpp:702] I0428 10:34:11.050748 2335 net.cpp:691] I0428 10:34:11.051499 2335 net.cpp:691] I0428 10:34:11.051527 2335 net.cpp:702] I0428 10:34:11.051550 2335 net.cpp:702] I0428 10:34:11.052047 2335 net.cpp:691] I0428 10:34:11.052227 2335 net.cpp:702] E0428 10:34:11.071842 2335 net.cpp:791] I0428 10:34:11.071864 2335 solver.cpp:229] I0428 10:34:11.071874 2335 solver.cpp:245] I0428 10:34:11.071904 2335 sgd_solver.cpp:106] GPUs pairs 0:1
output data size: 4,3,256,256
Starting Optimization
Solving MOBILENET_V2
Learning Rate Policy: multistep
[Forward] Layer data, top blob data data: 1.07593
[Forward] Layer data, top blob label data: 3.5
[Forward] Layer conv1, top blob conv1 data: 0.643082
[Forward] Layer conv1, param blob 0 data: 0.107986
[Forward] Layer conv1/bn, top blob conv1/bn data: 183.373
[Forward] Layer conv1/bn, param blob 0 data: 0.020351
[Forward] Layer conv1/bn, param blob 1 data: 1.12833
[Forward] Layer conv1/bn, param blob 2 data: 1
[Forward] Layer conv1/scale, top blob conv1/bn data: 34.517
[Forward] Layer conv1/scale, param blob 0 data: 0.119979
[Forward] Layer conv1/scale, param blob 1 data: 0.28847
[Forward] Layer relu1, top blob conv1/bn data: 17.3937
[Forward] Layer conv2_1/expand, top blob conv2_1/expand data: 40.8691
[Forward] Layer conv2_1/expand, param blob 0 data: 0.198103
[Forward] Layer conv2_1/expand/bn, top blob conv2_1/expand/bn data: 11362.3
[Forward] Layer conv2_1/expand/bn, param blob 0 data: 0
[Forward] Layer conv2_1/expand/bn, param blob 1 data: 0
[Forward] Layer conv2_1/expand/bn, param blob 2 data: 0
[Forward] Layer conv2_1/expand/scale, top blob conv2_1/expand/bn data: 11362.3
[Forward] Layer conv2_1/expand/scale, param blob 0 data: 1
[Forward] Layer conv2_1/expand/scale, param blob 1 data: 0
[Forward] Layer relu2_1/expand, top blob conv2_1/expand/bn data: 5681.15
[Forward] Layer conv2_1/dwise, top blob conv2_1/dwise data: 7438.49
[Forward] Layer conv2_1/dwise, param blob 0 data: 0.377459
[Forward] Layer conv2_1/dwise/bn, top blob conv2_1/dwise/bn data: 2.45398e+06
[Forward] Layer conv2_1/dwise/bn, param blob 0 data: 0
[Forward] Layer conv2_1/dwise/bn, param blob 1 data: 0
[Forward] Layer conv2_1/dwise/bn, param blob 2 data: 0
[Forward] Layer conv2_1/dwise/scale, top blob conv2_1/dwise/bn data: 2.45398e+06
[Forward] Layer conv2_1/dwise/scale, param blob 0 data: 1
[Forward] Layer conv2_1/dwise/scale, param blob 1 data: 0
[Forward] Layer relu2_1/dwise, top blob conv2_1/dwise/bn data: 1.22699e+06
[Forward] Layer conv2_1/linear, top blob conv2_1/linear data: 2.61126e+06
[Forward] Layer conv2_1/linear, param blob 0 data: 0.201915
[Forward] Layer conv2_1/linear/bn, top blob conv2_1/linear/bn data: 6.75441e+08
[Forward] Layer conv2_1/linear/bn, param blob 0 data: 0
[Forward] Layer conv2_1/linear/bn, param blob 1 data: 0
[Forward] Layer conv2_1/linear/bn, param blob 2 data: 0
[Forward] Layer conv2_1/linear/scale, top blob conv2_1/linear/bn data: 6.75441e+08
[Forward] Layer conv2_1/linear/scale, param blob 0 data: 1
[Forward] Layer conv2_1/linear/scale, param blob 1 data: 0
[Forward] Layer conv2_2/expand, top blob conv2_2/expand data: 9.46761e+08
[Forward] Layer conv2_2/expand, param blob 0 data: 0.284014
[Forward] Layer conv2_2/expand/bn, top blob conv2_2/expand/bn data: 2.99392e+11
[Forward] Layer conv2_2/expand/bn, param blob 0 data: 0
[Forward] Layer conv2_2/expand/bn, param blob 1 data: 0
[Forward] Layer conv2_2/expand/bn, param blob 2 data: 0
[Forward] Layer conv2_2/expand/scale, top blob conv2_2/expand/bn data: 2.99392e+11
[Forward] Layer conv2_2/expand/scale, param blob 0 data: 1
[Forward] Layer conv2_2/expand/scale, param blob 1 data: 0
[Forward] Layer relu2_2/expand, top blob conv2_2/expand/bn data: 1.49696e+11
[Forward] Layer conv2_2/dwise, top blob conv2_2/dwise data: 2.17566e+11
[Forward] Layer conv2_2/dwise, param blob 0 data: 0.367978
[Forward] Layer conv2_2/dwise/bn, top blob conv2_2/dwise/bn data: 7.21901e+13
[Forward] Layer conv2_2/dwise/bn, param blob 0 data: 0
[Forward] Layer conv2_2/dwise/bn, param blob 1 data: 0
[Forward] Layer conv2_2/dwise/bn, param blob 2 data: 0
[Forward] Layer conv2_2/dwise/scale, top blob conv2_2/dwise/bn data: 7.21901e+13
[Forward] Layer conv2_2/dwise/scale, param blob 0 data: 1
[Forward] Layer conv2_2/dwise/scale, param blob 1 data: 0
[Forward] Layer relu2_2/dwise, top blob conv2_2/dwise/bn data: 3.60951e+13
[Forward] Layer conv2_2/linear, top blob conv2_2/linear data: 8.05961e+13
[Forward] Layer conv2_2/linear, param blob 0 data: 0.114562
[Forward] Layer conv2_2/linear/bn, top blob conv2_2/linear/bn data: 1.93021e+16
[Forward] Layer conv2_2/linear/bn, param blob 0 data: 0
[Forward] Layer conv2_2/linear/bn, param blob 1 data: 0
[Forward] Layer conv2_2/linear/bn, param blob 2 data: 0
[Forward] Layer conv2_2/linear/scale, top blob conv2_2/linear/bn data: 1.93021e+16
[Forward] Layer conv2_2/linear/scale, param blob 0 data: 1
[Forward] Layer conv2_2/linear/scale, param blob 1 data: 0
[Forward] Layer conv2_2/linear/bn_conv2_2/linear/scale_0_split, top blob conv2_2/linear/bn_conv2_2/linear/scale_0_split_0 data: 1.93021e+16
[Forward] Layer conv2_2/linear/bn_conv2_2/linear/scale_0_split, top blob conv2_2/linear/bn_conv2_2/linear/scale_0_split_1 data: 1.93021e+16
[Forward] Layer conv3_1/expand, top blob conv3_1/expand data: 2.78487e+16
[Forward] Layer conv3_1/expand, param blob 0 data: 0.234945
[Forward] Layer conv3_1/expand/bn, top blob conv3_1/expand/bn data: 8.80653e+18
[Forward] Layer conv3_1/expand/bn, param blob 0 data: 0
[Forward] Layer conv3_1/expand/bn, param blob 1 data: 0
[Forward] Layer conv3_1/expand/bn, param blob 2 data: 0
[Forward] Layer conv3_1/expand/scale, top blob conv3_1/expand/bn data: 8.80653e+18
[Forward] Layer conv3_1/expand/scale, param blob 0 data: 1
[Forward] Layer conv3_1/expand/scale, param blob 1 data: 0
[Forward] Layer relu3_1/expand, top blob conv3_1/expand/bn data: 4.40326e+18
[Forward] Layer conv3_1/dwise, top blob conv3_1/dwise data: 6.39441e+18
[Forward] Layer conv3_1/dwise, param blob 0 data: 0.370995
[Forward] Layer conv3_1/dwise/bn, top blob conv3_1/dwise/bn data: 2.01064e+21
[Forward] Layer conv3_1/dwise/bn, param blob 0 data: 0
[Forward] Layer conv3_1/dwise/bn, param blob 1 data: 0
[Forward] Layer conv3_1/dwise/bn, param blob 2 data: 0
[Forward] Layer conv3_1/dwise/scale, top blob conv3_1/dwise/bn data: 2.01064e+21
[Forward] Layer conv3_1/dwise/scale, param blob 0 data: 1
[Forward] Layer conv3_1/dwise/scale, param blob 1 data: 0
[Forward] Layer relu3_1/dwise, top blob conv3_1/dwise/bn data: 1.00532e+21
[Forward] Layer conv3_1/linear, top blob conv3_1/linear data: 2.22766e+21
[Forward] Layer conv3_1/linear, param blob 0 data: 0.0929037
[Forward] Layer conv3_1/linear/bn, top blob conv3_1/linear/bn data: 5.55235e+23
[Forward] Layer conv3_1/linear/bn, param blob 0 data: 0
[Forward] Layer conv3_1/linear/bn, param blob 1 data: 0
[Forward] Layer conv3_1/linear/bn, param blob 2 data: 0
[Forward] Layer conv3_1/linear/scale, top blob conv3_1/linear/bn data: 5.55235e+23
[Forward] Layer conv3_1/linear/scale, param blob 0 data: 1
[Forward] Layer conv3_1/linear/scale, param blob 1 data: 0
[Forward] Layer block_3_1, top blob block_3_1 data: 5.55235e+23
[Forward] Layer conv3_2/expand, top blob conv3_2/expand data: 7.53585e+23
[Forward] Layer conv3_2/expand, param blob 0 data: 0.227229
[Forward] Layer conv3_2/expand/bn, top blob conv3_2/expand/bn data: 2.38305e+26
[Forward] Layer conv3_2/expand/bn, param blob 0 data: 0
[Forward] Layer conv3_2/expand/bn, param blob 1 data: 0
[Forward] Layer conv3_2/expand/bn, param blob 2 data: 0
[Forward] Layer conv3_2/expand/scale, top blob conv3_2/expand/bn data: 2.38305e+26
[Forward] Layer conv3_2/expand/scale, param blob 0 data: 1
[Forward] Layer conv3_2/expand/scale, param blob 1 data: 0
[Forward] Layer relu3_2/expand, top blob conv3_2/expand/bn data: 1.19152e+26
[Forward] Layer conv3_2/dwise, top blob conv3_2/dwise data: 1.76416e+26
[Forward] Layer conv3_2/dwise, param blob 0 data: 0.369451
[Forward] Layer conv3_2/dwise/bn, top blob conv3_2/dwise/bn data: 5.42622e+28
[Forward] Layer conv3_2/dwise/bn, param blob 0 data: 0
[Forward] Layer conv3_2/dwise/bn, param blob 1 data: 0
[Forward] Layer conv3_2/dwise/bn, param blob 2 data: 0
[Forward] Layer conv3_2/dwise/scale, top blob conv3_2/dwise/bn data: 5.42622e+28
[Forward] Layer conv3_2/dwise/scale, param blob 0 data: 1
[Forward] Layer conv3_2/dwise/scale, param blob 1 data: 0
[Forward] Layer relu3_2/dwise, top blob conv3_2/dwise/bn data: 2.71311e+28
[Forward] Layer conv3_2/linear, top blob conv3_2/linear data: 6.2216e+28
[Forward] Layer conv3_2/linear, param blob 0 data: 0.0937692
[Forward] Layer conv3_2/linear/bn, top blob conv3_2/linear/bn data: 1.6788e+31
[Forward] Layer conv3_2/linear/bn, param blob 0 data: 0
[Forward] Layer conv3_2/linear/bn, param blob 1 data: 0
[Forward] Layer conv3_2/linear/bn, param blob 2 data: 0
[Forward] Layer conv3_2/linear/scale, top blob conv3_2/linear/bn data: 1.6788e+31
[Forward] Layer conv3_2/linear/scale, param blob 0 data: 1
[Forward] Layer conv3_2/linear/scale, param blob 1 data: 0
[Forward] Layer conv3_2/linear/bn_conv3_2/linear/scale_0_split, top blob conv3_2/linear/bn_conv3_2/linear/scale_0_split_0 data: 1.6788e+31
[Forward] Layer conv3_2/linear/bn_conv3_2/linear/scale_0_split, top blob conv3_2/linear/bn_conv3_2/linear/scale_0_split_1 data: 1.6788e+31
[Forward] Layer conv4_1/expand, top blob conv4_1/expand data: 2.3657e+31
[Forward] Layer conv4_1/expand, param blob 0 data: 0.200071
[Forward] Layer conv4_1/expand/bn, top blob conv4_1/expand/bn data: inf
[Forward] Layer conv4_1/expand/bn, param blob 0 data: 0
[Forward] Layer conv4_1/expand/bn, param blob 1 data: 0
[Forward] Layer conv4_1/expand/bn, param blob 2 data: 0
[Forward] Layer conv4_1/expand/scale, top blob conv4_1/expand/bn data: inf
[Forward] Layer conv4_1/expand/scale, param blob 0 data: 1
[Forward] Layer conv4_1/expand/scale, param blob 1 data: 0
[Forward] Layer relu4_1/expand, top blob conv4_1/expand/bn data: inf
[Forward] Layer conv4_1/dwise, top blob conv4_1/dwise data: inf
[Forward] Layer conv4_1/dwise, param blob 0 data: 0.373901
[Forward] Layer conv4_1/dwise/bn, top blob conv4_1/dwise/bn data: inf
[Forward] Layer conv4_1/dwise/bn, param blob 0 data: 0
[Forward] Layer conv4_1/dwise/bn, param blob 1 data: 0
[Forward] Layer conv4_1/dwise/bn, param blob 2 data: 0
[Forward] Layer conv4_1/dwise/scale, top blob conv4_1/dwise/bn data: inf
[Forward] Layer conv4_1/dwise/scale, param blob 0 data: 1
[Forward] Layer conv4_1/dwise/scale, param blob 1 data: 0
[Forward] Layer relu4_1/dwise, top blob conv4_1/dwise/bn data: inf
[Forward] Layer conv4_1/linear, top blob conv4_1/linear data: inf
[Forward] Layer conv4_1/linear, param blob 0 data: 0.0808769
[Forward] Layer conv4_1/linear/bn, top blob conv4_1/linear/bn data: inf
[Forward] Layer conv4_1/linear/bn, param blob 0 data: 0
[Forward] Layer conv4_1/linear/bn, param blob 1 data: 0
[Forward] Layer conv4_1/linear/bn, param blob 2 data: 0
[Forward] Layer conv4_1/linear/scale, top blob conv4_1/linear/bn data: inf
[Forward] Layer conv4_1/linear/scale, param blob 0 data: 1
[Forward] Layer conv4_1/linear/scale, param blob 1 data: 0
[Forward] Layer block_4_1, top blob block_4_1 data: inf
[Forward] Layer block_4_1_block_4_1_0_split, top blob block_4_1_block_4_1_0_split_0 data: inf
[Forward] Layer block_4_1_block_4_1_0_split, top blob block_4_1_block_4_1_0_split_1 data: inf
[Forward] Layer conv4_2/expand, top blob conv4_2/expand data: inf
[Forward] Layer conv4_2/expand, param blob 0 data: 0.20249
[Forward] Layer conv4_2/expand/bn, top blob conv4_2/expand/bn data: nan
[Forward] Layer conv4_2/expand/bn, param blob 0 data: 0
[Forward] Layer conv4_2/expand/bn, param blob 1 data: 0
[Forward] Layer conv4_2/expand/bn, param blob 2 data: 0
[Forward] Layer conv4_2/expand/scale, top blob conv4_2/expand/bn data: nan
[Forward] Layer conv4_2/expand/scale, param blob 0 data: 1
[Forward] Layer conv4_2/expand/scale, param blob 1 data: 0
[Forward] Layer relu4_2/expand, top blob conv4_2/expand/bn data: nan
[Forward] Layer conv4_2/dwise, top blob conv4_2/dwise data: nan
[Forward] Layer conv4_2/dwise, param blob 0 data: 0.363551
[Forward] Layer conv4_2/dwise/bn, top blob conv4_2/dwise/bn data: nan
[Forward] Layer conv4_2/dwise/bn, param blob 0 data: 0
[Forward] Layer conv4_2/dwise/bn, param blob 1 data: 0
[Forward] Layer conv4_2/dwise/bn, param blob 2 data: 0
[Forward] Layer conv4_2/dwise/scale, top blob conv4_2/dwise/bn data: nan
[Forward] Layer conv4_2/dwise/scale, param blob 0 data: 1
[Forward] Layer conv4_2/dwise/scale, param blob 1 data: 0
[Forward] Layer relu4_2/dwise, top blob conv4_2/dwise/bn data: nan
[Forward] Layer conv4_2/linear, top blob conv4_2/linear data: inf
[Forward] Layer conv4_2/linear, param blob 0 data: 0.0806781
[Forward] Layer conv4_2/linear/bn, top blob conv4_2/linear/bn data: nan
[Forward] Layer conv4_2/linear/bn, param blob 0 data: 0
[Forward] Layer conv4_2/linear/bn, param blob 1 data: 0
[Forward] Layer conv4_2/linear/bn, param blob 2 data: 0
[Forward] Layer conv4_2/linear/scale, top blob conv4_2/linear/bn data: nan
[Forward] Layer conv4_2/linear/scale, param blob 0 data: 1
[Forward] Layer conv4_2/linear/scale, param blob 1 data: 0
[Forward] Layer block_4_2, top blob block_4_2 data: nan
[Forward] Layer conv4_3/expand, top blob conv4_3/expand data: inf
[Forward] Layer conv4_3/expand, param blob 0 data: 0.198101
[Forward] Layer conv4_3/expand/bn, top blob conv4_3/expand/bn data: nan
[Forward] Layer conv4_3/expand/bn, param blob 0 data: 0
[Forward] Layer conv4_3/expand/bn, param blob 1 data: 0
[Forward] Layer conv4_3/expand/bn, param blob 2 data: 0
[Forward] Layer conv4_3/expand/scale, top blob conv4_3/expand/bn data: nan
[Forward] Layer conv4_3/expand/scale, param blob 0 data: 1
[Forward] Layer conv4_3/expand/scale, param blob 1 data: 0
[Forward] Layer relu4_3/expand, top blob conv4_3/expand/bn data: nan
[Forward] Layer conv4_3/dwise, top blob conv4_3/dwise data: nan
[Forward] Layer conv4_3/dwise, param blob 0 data: 0.371353
[Forward] Layer conv4_3/dwise/bn, top blob conv4_3/dwise/bn data: nan
[Forward] Layer conv4_3/dwise/bn, param blob 0 data: 0
[Forward] Layer conv4_3/dwise/bn, param blob 1 data: 0
[Forward] Layer conv4_3/dwise/bn, param blob 2 data: 0
[Forward] Layer conv4_3/dwise/scale, top blob conv4_3/dwise/bn data: nan
[Forward] Layer conv4_3/dwise/scale, param blob 0 data: 1
[Forward] Layer conv4_3/dwise/scale, param blob 1 data: 0
[Forward] Layer relu4_3/dwise, top blob conv4_3/dwise/bn data: nan
[Forward] Layer conv4_3/linear, top blob conv4_3/linear data: inf
[Forward] Layer conv4_3/linear, param blob 0 data: 0.0810277
[Forward] Layer conv4_3/linear/bn, top blob conv4_3/linear/bn data: nan
[Forward] Layer conv4_3/linear/bn, param blob 0 data: 0
[Forward] Layer conv4_3/linear/bn, param blob 1 data: 0
[Forward] Layer conv4_3/linear/bn, param blob 2 data: 0
[Forward] Layer conv4_3/linear/scale, top blob conv4_3/linear/bn data: nan
[Forward] Layer conv4_3/linear/scale, param blob 0 data: 1
[Forward] Layer conv4_3/linear/scale, param blob 1 data: 0
[Forward] Layer conv4_3/linear/bn_conv4_3/linear/scale_0_split, top blob conv4_3/linear/bn_conv4_3/linear/scale_0_split_0 data: nan
[Forward] Layer conv4_3/linear/bn_conv4_3/linear/scale_0_split, top blob conv4_3/linear/bn_conv4_3/linear/scale_0_split_1 data: nan
[Forward] Layer conv4_4/expand, top blob conv4_4/expand data: inf
[Forward] Layer conv4_4/expand, param blob 0 data: 0.141276
[Forward] Layer conv4_4/expand/bn, top blob conv4_4/expand/bn data: nan
[Forward] Layer conv4_4/expand/bn, param blob 0 data: 0
[Forward] Layer conv4_4/expand/bn, param blob 1 data: 0
[Forward] Layer conv4_4/expand/bn, param blob 2 data: 0
[Forward] Layer conv4_4/expand/scale, top blob conv4_4/expand/bn data: nan
[Forward] Layer conv4_4/expand/scale, param blob 0 data: 1
[Forward] Layer conv4_4/expand/scale, param blob 1 data: 0
[Forward] Layer relu4_4/expand, top blob conv4_4/expand/bn data: nan
[Forward] Layer conv4_4/dwise, top blob conv4_4/dwise data: nan
[Forward] Layer conv4_4/dwise, param blob 0 data: 0.382082
[Forward] Layer conv4_4/dwise/bn, top blob conv4_4/dwise/bn data: nan
[Forward] Layer conv4_4/dwise/bn, param blob 0 data: 0
[Forward] Layer conv4_4/dwise/bn, param blob 1 data: 0
[Forward] Layer conv4_4/dwise/bn, param blob 2 data: 0
[Forward] Layer conv4_4/dwise/scale, top blob conv4_4/dwise/bn data: nan
[Forward] Layer conv4_4/dwise/scale, param blob 0 data: 1
[Forward] Layer conv4_4/dwise/scale, param blob 1 data: 0
[Forward] Layer relu4_4/dwise, top blob conv4_4/dwise/bn data: nan
[Forward] Layer conv4_4/linear, top blob conv4_4/linear data: inf
[Forward] Layer conv4_4/linear, param blob 0 data: 0.0576639
[Forward] Layer conv4_4/linear/bn, top blob conv4_4/linear/bn data: nan
[Forward] Layer conv4_4/linear/bn, param blob 0 data: 0
[Forward] Layer conv4_4/linear/bn, param blob 1 data: 0
[Forward] Layer conv4_4/linear/bn, param blob 2 data: 0
[Forward] Layer conv4_4/linear/scale, top blob conv4_4/linear/bn data: nan
[Forward] Layer conv4_4/linear/scale, param blob 0 data: 1
[Forward] Layer conv4_4/linear/scale, param blob 1 data: 0
[Forward] Layer block_4_4, top blob block_4_4 data: nan
[Forward] Layer block_4_4_block_4_4_0_split, top blob block_4_4_block_4_4_0_split_0 data: nan
[Forward] Layer block_4_4_block_4_4_0_split, top blob block_4_4_block_4_4_0_split_1 data: nan
[Forward] Layer conv4_5/expand, top blob conv4_5/expand data: inf
[Forward] Layer conv4_5/expand, param blob 0 data: 0.139495
[Forward] Layer conv4_5/expand/bn, top blob conv4_5/expand/bn data: nan
[Forward] Layer conv4_5/expand/bn, param blob 0 data: 0
[Forward] Layer conv4_5/expand/bn, param blob 1 data: 0
[Forward] Layer conv4_5/expand/bn, param blob 2 data: 0
[Forward] Layer conv4_5/expand/scale, top blob conv4_5/expand/bn data: nan
[Forward] Layer conv4_5/expand/scale, param blob 0 data: 1
[Forward] Layer conv4_5/expand/scale, param blob 1 data: 0
[Forward] Layer relu4_5/expand, top blob conv4_5/expand/bn data: nan
[Forward] Layer conv4_5/dwise, top blob conv4_5/dwise data: nan
[Forward] Layer conv4_5/dwise, param blob 0 data: 0.38507
[Forward] Layer conv4_5/dwise/bn, top blob conv4_5/dwise/bn data: nan
[Forward] Layer conv4_5/dwise/bn, param blob 0 data: 0
[Forward] Layer conv4_5/dwise/bn, param blob 1 data: 0
[Forward] Layer conv4_5/dwise/bn, param blob 2 data: 0
[Forward] Layer conv4_5/dwise/scale, top blob conv4_5/dwise/bn data: nan
[Forward] Layer conv4_5/dwise/scale, param blob 0 data: 1
[Forward] Layer conv4_5/dwise/scale, param blob 1 data: 0
[Forward] Layer relu4_5/dwise, top blob conv4_5/dwise/bn data: nan
[Forward] Layer conv4_5/linear, top blob conv4_5/linear data: inf
[Forward] Layer conv4_5/linear, param blob 0 data: 0.0573757
[Forward] Layer conv4_5/linear/bn, top blob conv4_5/linear/bn data: nan
[Forward] Layer conv4_5/linear/bn, param blob 0 data: 0
[Forward] Layer conv4_5/linear/bn, param blob 1 data: 0
[Forward] Layer conv4_5/linear/bn, param blob 2 data: 0
[Forward] Layer conv4_5/linear/scale, top blob conv4_5/linear/bn data: nan
[Forward] Layer conv4_5/linear/scale, param blob 0 data: 1
[Forward] Layer conv4_5/linear/scale, param blob 1 data: 0
[Forward] Layer block_4_5, top blob block_4_5 data: nan
[Forward] Layer block_4_5_block_4_5_0_split, top blob block_4_5_block_4_5_0_split_0 data: nan
[Forward] Layer block_4_5_block_4_5_0_split, top blob block_4_5_block_4_5_0_split_1 data: nan
[Forward] Layer conv4_6/expand, top blob conv4_6/expand data: inf
[Forward] Layer conv4_6/expand, param blob 0 data: 0.141363
[Forward] Layer conv4_6/expand/bn, top blob conv4_6/expand/bn data: nan
[Forward] Layer conv4_6/expand/bn, param blob 0 data: 0
[Forward] Layer conv4_6/expand/bn, param blob 1 data: 0
[Forward] Layer conv4_6/expand/bn, param blob 2 data: 0
[Forward] Layer conv4_6/expand/scale, top blob conv4_6/expand/bn data: nan
[Forward] Layer conv4_6/expand/scale, param blob 0 data: 1
[Forward] Layer conv4_6/expand/scale, param blob 1 data: 0
[Forward] Layer relu4_6/expand, top blob conv4_6/expand/bn data: nan
[Forward] Layer conv4_6/dwise, top blob conv4_6/dwise data: nan
[Forward] Layer conv4_6/dwise, param blob 0 data: 0.366422
[Forward] Layer conv4_6/dwise/bn, top blob conv4_6/dwise/bn data: nan
[Forward] Layer conv4_6/dwise/bn, param blob 0 data: 0
[Forward] Layer conv4_6/dwise/bn, param blob 1 data: 0
[Forward] Layer conv4_6/dwise/bn, param blob 2 data: 0
[Forward] Layer conv4_6/dwise/scale, top blob conv4_6/dwise/bn data: nan
[Forward] Layer conv4_6/dwise/scale, param blob 0 data: 1
[Forward] Layer conv4_6/dwise/scale, param blob 1 data: 0
[Forward] Layer relu4_6/dwise, top blob conv4_6/dwise/bn data: nan
[Forward] Layer conv4_6/linear, top blob conv4_6/linear data: inf
[Forward] Layer conv4_6/linear, param blob 0 data: 0.0576454
[Forward] Layer conv4_6/linear/bn, top blob conv4_6/linear/bn data: nan
[Forward] Layer conv4_6/linear/bn, param blob 0 data: 0
[Forward] Layer conv4_6/linear/bn, param blob 1 data: 0
[Forward] Layer conv4_6/linear/bn, param blob 2 data: 0
[Forward] Layer conv4_6/linear/scale, top blob conv4_6/linear/bn data: nan
[Forward] Layer conv4_6/linear/scale, param blob 0 data: 1
[Forward] Layer conv4_6/linear/scale, param blob 1 data: 0
[Forward] Layer block_4_6, top blob block_4_6 data: nan
[Forward] Layer conv4_7/expand, top blob conv4_7/expand data: inf
[Forward] Layer conv4_7/expand, param blob 0 data: 0.141969
[Forward] Layer conv4_7/expand/bn, top blob conv4_7/expand/bn data: nan
[Forward] Layer conv4_7/expand/bn, param blob 0 data: 0
[Forward] Layer conv4_7/expand/bn, param blob 1 data: 0
[Forward] Layer conv4_7/expand/bn, param blob 2 data: 0
[Forward] Layer conv4_7/expand/scale, top blob conv4_7/expand/bn data: nan
[Forward] Layer conv4_7/expand/scale, param blob 0 data: 1
[Forward] Layer conv4_7/expand/scale, param blob 1 data: 0
[Forward] Layer relu4_7/expand, top blob conv4_7/expand/bn data: nan
[Forward] Layer conv4_7/dwise, top blob conv4_7/dwise data: nan
[Forward] Layer conv4_7/dwise, param blob 0 data: 0.37668
[Forward] Layer conv4_7/dwise/bn, top blob conv4_7/dwise/bn data: nan
[Forward] Layer conv4_7/dwise/bn, param blob 0 data: 0
[Forward] Layer conv4_7/dwise/bn, param blob 1 data: 0
[Forward] Layer conv4_7/dwise/bn, param blob 2 data: 0
[Forward] Layer conv4_7/dwise/scale, top blob conv4_7/dwise/bn data: nan
[Forward] Layer conv4_7/dwise/scale, param blob 0 data: 1
[Forward] Layer conv4_7/dwise/scale, param blob 1 data: 0
[Forward] Layer relu4_7/dwise, top blob conv4_7/dwise/bn data: nan
[Forward] Layer conv4_7/linear, top blob conv4_7/linear data: inf
[Forward] Layer conv4_7/linear, param blob 0 data: 0.0577305
[Forward] Layer conv4_7/linear/bn, top blob conv4_7/linear/bn data: nan
[Forward] Layer conv4_7/linear/bn, param blob 0 data: 0
[Forward] Layer conv4_7/linear/bn, param blob 1 data: 0
[Forward] Layer conv4_7/linear/bn, param blob 2 data: 0
[Forward] Layer conv4_7/linear/scale, top blob conv4_7/linear/bn data: nan
[Forward] Layer conv4_7/linear/scale, param blob 0 data: 1
[Forward] Layer conv4_7/linear/scale, param blob 1 data: 0
[Forward] Layer conv4_7/linear/bn_conv4_7/linear/scale_0_split, top blob conv4_7/linear/bn_conv4_7/linear/scale_0_split_0 data: nan
[Forward] Layer conv4_7/linear/bn_conv4_7/linear/scale_0_split, top blob conv4_7/linear/bn_conv4_7/linear/scale_0_split_1 data: nan
[Forward] Layer conv5_1/expand, top blob conv5_1/expand data: inf
[Forward] Layer conv5_1/expand, param blob 0 data: 0.115161
[Forward] Layer conv5_1/expand/bn, top blob conv5_1/expand/bn data: nan
[Forward] Layer conv5_1/expand/bn, param blob 0 data: 0
[Forward] Layer conv5_1/expand/bn, param blob 1 data: 0
[Forward] Layer conv5_1/expand/bn, param blob 2 data: 0
[Forward] Layer conv5_1/expand/scale, top blob conv5_1/expand/bn data: nan
[Forward] Layer conv5_1/expand/scale, param blob 0 data: 1
[Forward] Layer conv5_1/expand/scale, param blob 1 data: 0
[Forward] Layer relu5_1/expand, top blob conv5_1/expand/bn data: nan
[Forward] Layer conv5_1/dwise, top blob conv5_1/dwise data: nan
[Forward] Layer conv5_1/dwise, param blob 0 data: 0.374357
[Forward] Layer conv5_1/dwise/bn, top blob conv5_1/dwise/bn data: nan
[Forward] Layer conv5_1/dwise/bn, param blob 0 data: 0
[Forward] Layer conv5_1/dwise/bn, param blob 1 data: 0
[Forward] Layer conv5_1/dwise/bn, param blob 2 data: 0
[Forward] Layer conv5_1/dwise/scale, top blob conv5_1/dwise/bn data: nan
[Forward] Layer conv5_1/dwise/scale, param blob 0 data: 1
[Forward] Layer conv5_1/dwise/scale, param blob 1 data: 0
[Forward] Layer relu5_1/dwise, top blob conv5_1/dwise/bn data: nan
[Forward] Layer conv5_1/linear, top blob conv5_1/linear data: inf
[Forward] Layer conv5_1/linear, param blob 0 data: 0.0469557
[Forward] Layer conv5_1/linear/bn, top blob conv5_1/linear/bn data: nan
[Forward] Layer conv5_1/linear/bn, param blob 0 data: 0
[Forward] Layer conv5_1/linear/bn, param blob 1 data: 0
[Forward] Layer conv5_1/linear/bn, param blob 2 data: 0
[Forward] Layer conv5_1/linear/scale, top blob conv5_1/linear/bn data: nan
[Forward] Layer conv5_1/linear/scale, param blob 0 data: 1
[Forward] Layer conv5_1/linear/scale, param blob 1 data: 0
[Forward] Layer block_5_1, top blob block_5_1 data: nan
[Forward] Layer block_5_1_block_5_1_0_split, top blob block_5_1_block_5_1_0_split_0 data: nan
[Forward] Layer block_5_1_block_5_1_0_split, top blob block_5_1_block_5_1_0_split_1 data: nan
[Forward] Layer conv5_2/expand, top blob conv5_2/expand data: inf
[Forward] Layer conv5_2/expand, param blob 0 data: 0.114816
[Forward] Layer conv5_2/expand/bn, top blob conv5_2/expand/bn data: nan
[Forward] Layer conv5_2/expand/bn, param blob 0 data: 0
[Forward] Layer conv5_2/expand/bn, param blob 1 data: 0
[Forward] Layer conv5_2/expand/bn, param blob 2 data: 0
[Forward] Layer conv5_2/expand/scale, top blob conv5_2/expand/bn data: nan
[Forward] Layer conv5_2/expand/scale, param blob 0 data: 1
[Forward] Layer conv5_2/expand/scale, param blob 1 data: 0
[Forward] Layer relu5_2/expand, top blob conv5_2/expand/bn data: nan
[Forward] Layer conv5_2/dwise, top blob conv5_2/dwise data: nan
[Forward] Layer conv5_2/dwise, param blob 0 data: 0.380491
[Forward] Layer conv5_2/dwise/bn, top blob conv5_2/dwise/bn data: nan
[Forward] Layer conv5_2/dwise/bn, param blob 0 data: 0
[Forward] Layer conv5_2/dwise/bn, param blob 1 data: 0
[Forward] Layer conv5_2/dwise/bn, param blob 2 data: 0
[Forward] Layer conv5_2/dwise/scale, top blob conv5_2/dwise/bn data: nan
[Forward] Layer conv5_2/dwise/scale, param blob 0 data: 1
[Forward] Layer conv5_2/dwise/scale, param blob 1 data: 0
[Forward] Layer relu5_2/dwise, top blob conv5_2/dwise/bn data: nan
[Forward] Layer conv5_2/linear, top blob conv5_2/linear data: inf
[Forward] Layer conv5_2/linear, param blob 0 data: 0.0471873
[Forward] Layer conv5_2/linear/bn, top blob conv5_2/linear/bn data: nan
[Forward] Layer conv5_2/linear/bn, param blob 0 data: 0
[Forward] Layer conv5_2/linear/bn, param blob 1 data: 0
[Forward] Layer conv5_2/linear/bn, param blob 2 data: 0
[Forward] Layer conv5_2/linear/scale, top blob conv5_2/linear/bn data: nan
[Forward] Layer conv5_2/linear/scale, param blob 0 data: 1
[Forward] Layer conv5_2/linear/scale, param blob 1 data: 0
[Forward] Layer block_5_2, top blob block_5_2 data: nan
[Forward] Layer conv5_3/expand, top blob conv5_3/expand data: inf
[Forward] Layer conv5_3/expand, param blob 0 data: 0.115595
[Forward] Layer conv5_3/expand/bn, top blob conv5_3/expand/bn data: nan
[Forward] Layer conv5_3/expand/bn, param blob 0 data: 0
[Forward] Layer conv5_3/expand/bn, param blob 1 data: 0
[Forward] Layer conv5_3/expand/bn, param blob 2 data: 0
[Forward] Layer conv5_3/expand/scale, top blob conv5_3/expand/bn data: nan
[Forward] Layer conv5_3/expand/scale, param blob 0 data: 1
[Forward] Layer conv5_3/expand/scale, param blob 1 data: 0
[Forward] Layer relu5_3/expand, top blob conv5_3/expand/bn data: nan
[Forward] Layer conv5_3/dwise, top blob conv5_3/dwise data: nan
[Forward] Layer conv5_3/dwise, param blob 0 data: 0.373349
[Forward] Layer conv5_3/dwise/bn, top blob conv5_3/dwise/bn data: nan
[Forward] Layer conv5_3/dwise/bn, param blob 0 data: 0
[Forward] Layer conv5_3/dwise/bn, param blob 1 data: 0
[Forward] Layer conv5_3/dwise/bn, param blob 2 data: 0
[Forward] Layer conv5_3/dwise/scale, top blob conv5_3/dwise/bn data: nan
[Forward] Layer conv5_3/dwise/scale, param blob 0 data: 1
[Forward] Layer conv5_3/dwise/scale, param blob 1 data: 0
[Forward] Layer relu5_3/dwise, top blob conv5_3/dwise/bn data: nan
[Forward] Layer conv5_3/linear, top blob conv5_3/linear data: inf
[Forward] Layer conv5_3/linear, param blob 0 data: 0.0471594
[Forward] Layer conv5_3/linear/bn, top blob conv5_3/linear/bn data: nan
[Forward] Layer conv5_3/linear/bn, param blob 0 data: 0
[Forward] Layer conv5_3/linear/bn, param blob 1 data: 0
[Forward] Layer conv5_3/linear/bn, param blob 2 data: 0
[Forward] Layer conv5_3/linear/scale, top blob conv5_3/linear/bn data: nan
[Forward] Layer conv5_3/linear/scale, param blob 0 data: 1
[Forward] Layer conv5_3/linear/scale, param blob 1 data: 0
[Forward] Layer conv5_3/linear/bn_conv5_3/linear/scale_0_split, top blob conv5_3/linear/bn_conv5_3/linear/scale_0_split_0 data: nan
[Forward] Layer conv5_3/linear/bn_conv5_3/linear/scale_0_split, top blob conv5_3/linear/bn_conv5_3/linear/scale_0_split_1 data: nan
[Forward] Layer conv6_1/expand, top blob conv6_1/expand data: inf
[Forward] Layer conv6_1/expand, param blob 0 data: 0.0892029
[Forward] Layer conv6_1/expand/bn, top blob conv6_1/expand/bn data: nan
[Forward] Layer conv6_1/expand/bn, param blob 0 data: 0
[Forward] Layer conv6_1/expand/bn, param blob 1 data: 0
[Forward] Layer conv6_1/expand/bn, param blob 2 data: 0
[Forward] Layer conv6_1/expand/scale, top blob conv6_1/expand/bn data: nan
[Forward] Layer conv6_1/expand/scale, param blob 0 data: 1
[Forward] Layer conv6_1/expand/scale, param blob 1 data: 0
[Forward] Layer relu6_1/expand, top blob conv6_1/expand/bn data: nan
[Forward] Layer conv6_1/dwise, top blob conv6_1/dwise data: nan
[Forward] Layer conv6_1/dwise, param blob 0 data: 0.373701
[Forward] Layer conv6_1/dwise/bn, top blob conv6_1/dwise/bn data: nan
[Forward] Layer conv6_1/dwise/bn, param blob 0 data: 0
[Forward] Layer conv6_1/dwise/bn, param blob 1 data: 0
[Forward] Layer conv6_1/dwise/bn, param blob 2 data: 0
[Forward] Layer conv6_1/dwise/scale, top blob conv6_1/dwise/bn data: nan
[Forward] Layer conv6_1/dwise/scale, param blob 0 data: 1
[Forward] Layer conv6_1/dwise/scale, param blob 1 data: 0
[Forward] Layer relu6_1/dwise, top blob conv6_1/dwise/bn data: nan
[Forward] Layer conv6_1/linear, top blob conv6_1/linear data: inf
[Forward] Layer conv6_1/linear, param blob 0 data: 0.0364152
[Forward] Layer conv6_1/linear/bn, top blob conv6_1/linear/bn data: nan
[Forward] Layer conv6_1/linear/bn, param blob 0 data: 0
[Forward] Layer conv6_1/linear/bn, param blob 1 data: 0
[Forward] Layer conv6_1/linear/bn, param blob 2 data: 0
[Forward] Layer conv6_1/linear/scale, top blob conv6_1/linear/bn data: nan
[Forward] Layer conv6_1/linear/scale, param blob 0 data: 1
[Forward] Layer conv6_1/linear/scale, param blob 1 data: 0
[Forward] Layer block_6_1, top blob block_6_1 data: nan
[Forward] Layer block_6_1_block_6_1_0_split, top blob block_6_1_block_6_1_0_split_0 data: nan
[Forward] Layer block_6_1_block_6_1_0_split, top blob block_6_1_block_6_1_0_split_1 data: nan
[Forward] Layer conv6_2/expand, top blob conv6_2/expand data: inf
[Forward] Layer conv6_2/expand, param blob 0 data: 0.0890245
[Forward] Layer conv6_2/expand/bn, top blob conv6_2/expand/bn data: nan
[Forward] Layer conv6_2/expand/bn, param blob 0 data: 0
[Forward] Layer conv6_2/expand/bn, param blob 1 data: 0
[Forward] Layer conv6_2/expand/bn, param blob 2 data: 0
[Forward] Layer conv6_2/expand/scale, top blob conv6_2/expand/bn data: nan
[Forward] Layer conv6_2/expand/scale, param blob 0 data: 1
[Forward] Layer conv6_2/expand/scale, param blob 1 data: 0
[Forward] Layer relu6_2/expand, top blob conv6_2/expand/bn data: nan
[Forward] Layer conv6_2/dwise, top blob conv6_2/dwise data: nan
[Forward] Layer conv6_2/dwise, param blob 0 data: 0.37983
[Forward] Layer conv6_2/dwise/bn, top blob conv6_2/dwise/bn data: nan
[Forward] Layer conv6_2/dwise/bn, param blob 0 data: 0
[Forward] Layer conv6_2/dwise/bn, param blob 1 data: 0
[Forward] Layer conv6_2/dwise/bn, param blob 2 data: 0
[Forward] Layer conv6_2/dwise/scale, top blob conv6_2/dwise/bn data: nan
[Forward] Layer conv6_2/dwise/scale, param blob 0 data: 1
[Forward] Layer conv6_2/dwise/scale, param blob 1 data: 0
[Forward] Layer relu6_2/dwise, top blob conv6_2/dwise/bn data: nan
[Forward] Layer conv6_2/linear, top blob conv6_2/linear data: inf
[Forward] Layer conv6_2/linear, param blob 0 data: 0.0362493
[Forward] Layer conv6_2/linear/bn, top blob conv6_2/linear/bn data: nan
[Forward] Layer conv6_2/linear/bn, param blob 0 data: 0
[Forward] Layer conv6_2/linear/bn, param blob 1 data: 0
[Forward] Layer conv6_2/linear/bn, param blob 2 data: 0
[Forward] Layer conv6_2/linear/scale, top blob conv6_2/linear/bn data: nan
[Forward] Layer conv6_2/linear/scale, param blob 0 data: 1
[Forward] Layer conv6_2/linear/scale, param blob 1 data: 0
[Forward] Layer block_6_2, top blob block_6_2 data: nan
[Forward] Layer conv6_3/expand, top blob conv6_3/expand data: inf
[Forward] Layer conv6_3/expand, param blob 0 data: 0.0893479
[Forward] Layer conv6_3/expand/bn, top blob conv6_3/expand/bn data: nan
[Forward] Layer conv6_3/expand/bn, param blob 0 data: 0
[Forward] Layer conv6_3/expand/bn, param blob 1 data: 0
[Forward] Layer conv6_3/expand/bn, param blob 2 data: 0
[Forward] Layer conv6_3/expand/scale, top blob conv6_3/expand/bn data: nan
[Forward] Layer conv6_3/expand/scale, param blob 0 data: 1
[Forward] Layer conv6_3/expand/scale, param blob 1 data: 0
[Forward] Layer relu6_3/expand, top blob conv6_3/expand/bn data: nan
[Forward] Layer conv6_3/dwise, top blob conv6_3/dwise data: nan
[Forward] Layer conv6_3/dwise, param blob 0 data: 0.373546
[Forward] Layer conv6_3/dwise/bn, top blob conv6_3/dwise/bn data: nan
[Forward] Layer conv6_3/dwise/bn, param blob 0 data: 0
[Forward] Layer conv6_3/dwise/bn, param blob 1 data: 0
[Forward] Layer conv6_3/dwise/bn, param blob 2 data: 0
[Forward] Layer conv6_3/dwise/scale, top blob conv6_3/dwise/bn data: nan
[Forward] Layer conv6_3/dwise/scale, param blob 0 data: 1
[Forward] Layer conv6_3/dwise/scale, param blob 1 data: 0
[Forward] Layer relu6_3/dwise, top blob conv6_3/dwise/bn data: nan
[Forward] Layer conv6_3/linear, top blob conv6_3/linear data: inf
[Forward] Layer conv6_3/linear, param blob 0 data: 0.0364191
[Forward] Layer conv6_3/linear/bn, top blob conv6_3/linear/bn data: nan
[Forward] Layer conv6_3/linear/bn, param blob 0 data: 0
[Forward] Layer conv6_3/linear/bn, param blob 1 data: 0
[Forward] Layer conv6_3/linear/bn, param blob 2 data: 0
[Forward] Layer conv6_3/linear/scale, top blob conv6_3/linear/bn data: nan
[Forward] Layer conv6_3/linear/scale, param blob 0 data: 1
[Forward] Layer conv6_3/linear/scale, param blob 1 data: 0
[Forward] Layer conv6_4, top blob conv6_4 data: inf
[Forward] Layer conv6_4, param blob 0 data: 0.0630619
[Forward] Layer conv6_4/bn, top blob conv6_4/bn data: nan
[Forward] Layer conv6_4/bn, param blob 0 data: 0
[Forward] Layer conv6_4/bn, param blob 1 data: 0
[Forward] Layer conv6_4/bn, param blob 2 data: 0
[Forward] Layer conv6_4/scale, top blob conv6_4/bn data: nan
[Forward] Layer conv6_4/scale, param blob 0 data: 1
[Forward] Layer conv6_4/scale, param blob 1 data: 0
[Forward] Layer relu6_4, top blob conv6_4/bn data: nan
[Forward] Layer pool6, top blob pool6 data: nan
[Forward] Layer fc7_self, top blob fc7_self data: nan
[Forward] Layer fc7_self, param blob 0 data: 0.0314069
[Forward] Layer fc7_self, param blob 1 data: 0
[Forward] Layer loss, top blob loss data: 87.3365
[Backward] Layer loss, bottom blob fc7_self diff: nan
[Backward] Layer fc7_self, bottom blob pool6 diff: nan
[Backward] Layer fc7_self, param blob 0 diff: nan
[Backward] Layer fc7_self, param blob 1 diff: nan
[Backward] Layer pool6, bottom blob conv6_4/bn diff: nan
[Backward] Layer relu6_4, bottom blob conv6_4/bn diff: 0
[Backward] Layer conv6_4/scale, bottom blob conv6_4/bn diff: 0
[Backward] Layer conv6_4/scale, param blob 0 diff: nan
[Backward] Layer conv6_4/scale, param blob 1 diff: 0
[Backward] Layer conv6_4/bn, bottom blob conv6_4 diff: 0
[Backward] Layer conv6_4, bottom blob conv6_3/linear/bn diff: 0
[Backward] Layer conv6_4, param blob 0 diff: nan
[Backward] Layer conv6_3/linear/scale, bottom blob conv6_3/linear/bn diff: 0
[Backward] Layer conv6_3/linear/scale, param blob 0 diff: nan
[Backward] Layer conv6_3/linear/scale, param blob 1 diff: 0
[Backward] Layer conv6_3/linear/bn, bottom blob conv6_3/linear diff: 0
[Backward] Layer conv6_3/linear, bottom blob conv6_3/dwise/bn diff: 0
[Backward] Layer conv6_3/linear, param blob 0 diff: nan
[Backward] Layer relu6_3/dwise, bottom blob conv6_3/dwise/bn diff: 0
[Backward] Layer conv6_3/dwise/scale, bottom blob conv6_3/dwise/bn diff: 0
[Backward] Layer conv6_3/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv6_3/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv6_3/dwise/bn, bottom blob conv6_3/dwise diff: 0
[Backward] Layer conv6_3/dwise, bottom blob conv6_3/expand/bn diff: 0
[Backward] Layer conv6_3/dwise, param blob 0 diff: nan
[Backward] Layer relu6_3/expand, bottom blob conv6_3/expand/bn diff: 0
[Backward] Layer conv6_3/expand/scale, bottom blob conv6_3/expand/bn diff: 0
[Backward] Layer conv6_3/expand/scale, param blob 0 diff: nan
[Backward] Layer conv6_3/expand/scale, param blob 1 diff: 0
[Backward] Layer conv6_3/expand/bn, bottom blob conv6_3/expand diff: 0
[Backward] Layer conv6_3/expand, bottom blob block_6_2 diff: 0
[Backward] Layer conv6_3/expand, param blob 0 diff: nan
[Backward] Layer block_6_2, bottom blob block_6_1_block_6_1_0_split_1 diff: 0
[Backward] Layer block_6_2, bottom blob conv6_2/linear/bn diff: 0
[Backward] Layer conv6_2/linear/scale, bottom blob conv6_2/linear/bn diff: 0
[Backward] Layer conv6_2/linear/scale, param blob 0 diff: nan
[Backward] Layer conv6_2/linear/scale, param blob 1 diff: 0
[Backward] Layer conv6_2/linear/bn, bottom blob conv6_2/linear diff: 0
[Backward] Layer conv6_2/linear, bottom blob conv6_2/dwise/bn diff: 0
[Backward] Layer conv6_2/linear, param blob 0 diff: nan
[Backward] Layer relu6_2/dwise, bottom blob conv6_2/dwise/bn diff: 0
[Backward] Layer conv6_2/dwise/scale, bottom blob conv6_2/dwise/bn diff: 0
[Backward] Layer conv6_2/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv6_2/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv6_2/dwise/bn, bottom blob conv6_2/dwise diff: 0
[Backward] Layer conv6_2/dwise, bottom blob conv6_2/expand/bn diff: 0
[Backward] Layer conv6_2/dwise, param blob 0 diff: nan
[Backward] Layer relu6_2/expand, bottom blob conv6_2/expand/bn diff: 0
[Backward] Layer conv6_2/expand/scale, bottom blob conv6_2/expand/bn diff: 0
[Backward] Layer conv6_2/expand/scale, param blob 0 diff: nan
[Backward] Layer conv6_2/expand/scale, param blob 1 diff: 0
[Backward] Layer conv6_2/expand/bn, bottom blob conv6_2/expand diff: 0
[Backward] Layer conv6_2/expand, bottom blob block_6_1_block_6_1_0_split_0 diff: 0
[Backward] Layer conv6_2/expand, param blob 0 diff: nan
[Backward] Layer block_6_1_block_6_1_0_split, bottom blob block_6_1 diff: 0
[Backward] Layer block_6_1, bottom blob conv5_3/linear/bn_conv5_3/linear/scale_0_split_1 diff: 0
[Backward] Layer block_6_1, bottom blob conv6_1/linear/bn diff: 0
[Backward] Layer conv6_1/linear/scale, bottom blob conv6_1/linear/bn diff: 0
[Backward] Layer conv6_1/linear/scale, param blob 0 diff: nan
[Backward] Layer conv6_1/linear/scale, param blob 1 diff: 0
[Backward] Layer conv6_1/linear/bn, bottom blob conv6_1/linear diff: 0
[Backward] Layer conv6_1/linear, bottom blob conv6_1/dwise/bn diff: 0
[Backward] Layer conv6_1/linear, param blob 0 diff: nan
[Backward] Layer relu6_1/dwise, bottom blob conv6_1/dwise/bn diff: 0
[Backward] Layer conv6_1/dwise/scale, bottom blob conv6_1/dwise/bn diff: 0
[Backward] Layer conv6_1/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv6_1/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv6_1/dwise/bn, bottom blob conv6_1/dwise diff: 0
[Backward] Layer conv6_1/dwise, bottom blob conv6_1/expand/bn diff: 0
[Backward] Layer conv6_1/dwise, param blob 0 diff: nan
[Backward] Layer relu6_1/expand, bottom blob conv6_1/expand/bn diff: 0
[Backward] Layer conv6_1/expand/scale, bottom blob conv6_1/expand/bn diff: 0
[Backward] Layer conv6_1/expand/scale, param blob 0 diff: nan
[Backward] Layer conv6_1/expand/scale, param blob 1 diff: 0
[Backward] Layer conv6_1/expand/bn, bottom blob conv6_1/expand diff: 0
[Backward] Layer conv6_1/expand, bottom blob conv5_3/linear/bn_conv5_3/linear/scale_0_split_0 diff: 0
[Backward] Layer conv6_1/expand, param blob 0 diff: nan
[Backward] Layer conv5_3/linear/bn_conv5_3/linear/scale_0_split, bottom blob conv5_3/linear/bn diff: 0
[Backward] Layer conv5_3/linear/scale, bottom blob conv5_3/linear/bn diff: 0
[Backward] Layer conv5_3/linear/scale, param blob 0 diff: nan
[Backward] Layer conv5_3/linear/scale, param blob 1 diff: 0
[Backward] Layer conv5_3/linear/bn, bottom blob conv5_3/linear diff: 0
[Backward] Layer conv5_3/linear, bottom blob conv5_3/dwise/bn diff: 0
[Backward] Layer conv5_3/linear, param blob 0 diff: nan
[Backward] Layer relu5_3/dwise, bottom blob conv5_3/dwise/bn diff: 0
[Backward] Layer conv5_3/dwise/scale, bottom blob conv5_3/dwise/bn diff: 0
[Backward] Layer conv5_3/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv5_3/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv5_3/dwise/bn, bottom blob conv5_3/dwise diff: 0
[Backward] Layer conv5_3/dwise, bottom blob conv5_3/expand/bn diff: 0
[Backward] Layer conv5_3/dwise, param blob 0 diff: nan
[Backward] Layer relu5_3/expand, bottom blob conv5_3/expand/bn diff: 0
[Backward] Layer conv5_3/expand/scale, bottom blob conv5_3/expand/bn diff: 0
[Backward] Layer conv5_3/expand/scale, param blob 0 diff: nan
[Backward] Layer conv5_3/expand/scale, param blob 1 diff: 0
[Backward] Layer conv5_3/expand/bn, bottom blob conv5_3/expand diff: 0
[Backward] Layer conv5_3/expand, bottom blob block_5_2 diff: 0
[Backward] Layer conv5_3/expand, param blob 0 diff: nan
[Backward] Layer block_5_2, bottom blob block_5_1_block_5_1_0_split_1 diff: 0
[Backward] Layer block_5_2, bottom blob conv5_2/linear/bn diff: 0
[Backward] Layer conv5_2/linear/scale, bottom blob conv5_2/linear/bn diff: 0
[Backward] Layer conv5_2/linear/scale, param blob 0 diff: nan
[Backward] Layer conv5_2/linear/scale, param blob 1 diff: 0
[Backward] Layer conv5_2/linear/bn, bottom blob conv5_2/linear diff: 0
[Backward] Layer conv5_2/linear, bottom blob conv5_2/dwise/bn diff: 0
[Backward] Layer conv5_2/linear, param blob 0 diff: nan
[Backward] Layer relu5_2/dwise, bottom blob conv5_2/dwise/bn diff: 0
[Backward] Layer conv5_2/dwise/scale, bottom blob conv5_2/dwise/bn diff: 0
[Backward] Layer conv5_2/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv5_2/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv5_2/dwise/bn, bottom blob conv5_2/dwise diff: 0
[Backward] Layer conv5_2/dwise, bottom blob conv5_2/expand/bn diff: 0
[Backward] Layer conv5_2/dwise, param blob 0 diff: nan
[Backward] Layer relu5_2/expand, bottom blob conv5_2/expand/bn diff: 0
[Backward] Layer conv5_2/expand/scale, bottom blob conv5_2/expand/bn diff: 0
[Backward] Layer conv5_2/expand/scale, param blob 0 diff: nan
[Backward] Layer conv5_2/expand/scale, param blob 1 diff: 0
[Backward] Layer conv5_2/expand/bn, bottom blob conv5_2/expand diff: 0
[Backward] Layer conv5_2/expand, bottom blob block_5_1_block_5_1_0_split_0 diff: 0
[Backward] Layer conv5_2/expand, param blob 0 diff: nan
[Backward] Layer block_5_1_block_5_1_0_split, bottom blob block_5_1 diff: 0
[Backward] Layer block_5_1, bottom blob conv4_7/linear/bn_conv4_7/linear/scale_0_split_1 diff: 0
[Backward] Layer block_5_1, bottom blob conv5_1/linear/bn diff: 0
[Backward] Layer conv5_1/linear/scale, bottom blob conv5_1/linear/bn diff: 0
[Backward] Layer conv5_1/linear/scale, param blob 0 diff: nan
[Backward] Layer conv5_1/linear/scale, param blob 1 diff: 0
[Backward] Layer conv5_1/linear/bn, bottom blob conv5_1/linear diff: 0
[Backward] Layer conv5_1/linear, bottom blob conv5_1/dwise/bn diff: 0
[Backward] Layer conv5_1/linear, param blob 0 diff: nan
[Backward] Layer relu5_1/dwise, bottom blob conv5_1/dwise/bn diff: 0
[Backward] Layer conv5_1/dwise/scale, bottom blob conv5_1/dwise/bn diff: 0
[Backward] Layer conv5_1/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv5_1/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv5_1/dwise/bn, bottom blob conv5_1/dwise diff: 0
[Backward] Layer conv5_1/dwise, bottom blob conv5_1/expand/bn diff: 0
[Backward] Layer conv5_1/dwise, param blob 0 diff: nan
[Backward] Layer relu5_1/expand, bottom blob conv5_1/expand/bn diff: 0
[Backward] Layer conv5_1/expand/scale, bottom blob conv5_1/expand/bn diff: 0
[Backward] Layer conv5_1/expand/scale, param blob 0 diff: nan
[Backward] Layer conv5_1/expand/scale, param blob 1 diff: 0
[Backward] Layer conv5_1/expand/bn, bottom blob conv5_1/expand diff: 0
[Backward] Layer conv5_1/expand, bottom blob conv4_7/linear/bn_conv4_7/linear/scale_0_split_0 diff: 0
[Backward] Layer conv5_1/expand, param blob 0 diff: nan
[Backward] Layer conv4_7/linear/bn_conv4_7/linear/scale_0_split, bottom blob conv4_7/linear/bn diff: 0
[Backward] Layer conv4_7/linear/scale, bottom blob conv4_7/linear/bn diff: 0
[Backward] Layer conv4_7/linear/scale, param blob 0 diff: nan
[Backward] Layer conv4_7/linear/scale, param blob 1 diff: 0
[Backward] Layer conv4_7/linear/bn, bottom blob conv4_7/linear diff: 0
[Backward] Layer conv4_7/linear, bottom blob conv4_7/dwise/bn diff: 0
[Backward] Layer conv4_7/linear, param blob 0 diff: nan
[Backward] Layer relu4_7/dwise, bottom blob conv4_7/dwise/bn diff: 0
[Backward] Layer conv4_7/dwise/scale, bottom blob conv4_7/dwise/bn diff: 0
[Backward] Layer conv4_7/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv4_7/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv4_7/dwise/bn, bottom blob conv4_7/dwise diff: 0
[Backward] All net params (data, diff): L1 norm = (188720, nan); L2 norm = (226.461, nan)
[Backward] Layer conv4_7/dwise, bottom blob conv4_7/expand/bn diff: 0
[Backward] Layer conv4_7/dwise, param blob 0 diff: nan
[Backward] Layer relu4_7/expand, bottom blob conv4_7/expand/bn diff: 0
[Backward] Layer conv4_7/expand/scale, bottom blob conv4_7/expand/bn diff: 0
[Backward] Layer conv4_7/expand/scale, param blob 0 diff: nan
[Backward] Layer conv4_7/expand/scale, param blob 1 diff: 0
[Backward] Layer conv4_7/expand/bn, bottom blob conv4_7/expand diff: 0
[Backward] Layer conv4_7/expand, bottom blob block_4_6 diff: 0
[Backward] Layer conv4_7/expand, param blob 0 diff: nan
[Backward] Layer block_4_6, bottom blob block_4_5_block_4_5_0_split_1 diff: 0
[Backward] Layer block_4_6, bottom blob conv4_6/linear/bn diff: 0
[Backward] Layer conv4_6/linear/scale, bottom blob conv4_6/linear/bn diff: 0
[Backward] Layer conv4_6/linear/scale, param blob 0 diff: nan
[Backward] Layer conv4_6/linear/scale, param blob 1 diff: 0
[Backward] Layer conv4_6/linear/bn, bottom blob conv4_6/linear diff: 0
[Backward] Layer conv4_6/linear, bottom blob conv4_6/dwise/bn diff: 0
[Backward] Layer conv4_6/linear, param blob 0 diff: nan
[Backward] Layer relu4_6/dwise, bottom blob conv4_6/dwise/bn diff: 0
[Backward] Layer conv4_6/dwise/scale, bottom blob conv4_6/dwise/bn diff: 0
[Backward] Layer conv4_6/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv4_6/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv4_6/dwise/bn, bottom blob conv4_6/dwise diff: 0
[Backward] Layer conv4_6/dwise, bottom blob conv4_6/expand/bn diff: 0
[Backward] Layer conv4_6/dwise, param blob 0 diff: nan
[Backward] Layer relu4_6/expand, bottom blob conv4_6/expand/bn diff: 0
[Backward] Layer conv4_6/expand/scale, bottom blob conv4_6/expand/bn diff: 0
[Backward] Layer conv4_6/expand/scale, param blob 0 diff: nan
[Backward] Layer conv4_6/expand/scale, param blob 1 diff: 0
[Backward] Layer conv4_6/expand/bn, bottom blob conv4_6/expand diff: 0
[Backward] Layer conv4_6/expand, bottom blob block_4_5_block_4_5_0_split_0 diff: 0
[Backward] Layer conv4_6/expand, param blob 0 diff: nan
[Backward] Layer block_4_5_block_4_5_0_split, bottom blob block_4_5 diff: 0
[Backward] Layer block_4_5, bottom blob block_4_4_block_4_4_0_split_1 diff: 0
[Backward] Layer block_4_5, bottom blob conv4_5/linear/bn diff: 0
[Backward] Layer conv4_5/linear/scale, bottom blob conv4_5/linear/bn diff: 0
[Backward] Layer conv4_5/linear/scale, param blob 0 diff: nan
[Backward] Layer conv4_5/linear/scale, param blob 1 diff: 0
[Backward] Layer conv4_5/linear/bn, bottom blob conv4_5/linear diff: 0
[Backward] Layer conv4_5/linear, bottom blob conv4_5/dwise/bn diff: 0
[Backward] Layer conv4_5/linear, param blob 0 diff: nan
[Backward] Layer relu4_5/dwise, bottom blob conv4_5/dwise/bn diff: 0
[Backward] Layer conv4_5/dwise/scale, bottom blob conv4_5/dwise/bn diff: 0
[Backward] Layer conv4_5/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv4_5/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv4_5/dwise/bn, bottom blob conv4_5/dwise diff: 0
[Backward] Layer conv4_5/dwise, bottom blob conv4_5/expand/bn diff: 0
[Backward] Layer conv4_5/dwise, param blob 0 diff: nan
[Backward] Layer relu4_5/expand, bottom blob conv4_5/expand/bn diff: 0
[Backward] Layer conv4_5/expand/scale, bottom blob conv4_5/expand/bn diff: 0
[Backward] Layer conv4_5/expand/scale, param blob 0 diff: nan
[Backward] Layer conv4_5/expand/scale, param blob 1 diff: 0
[Backward] Layer conv4_5/expand/bn, bottom blob conv4_5/expand diff: 0
[Backward] Layer conv4_5/expand, bottom blob block_4_4_block_4_4_0_split_0 diff: 0
[Backward] Layer conv4_5/expand, param blob 0 diff: nan
[Backward] Layer block_4_4_block_4_4_0_split, bottom blob block_4_4 diff: 0
[Backward] Layer block_4_4, bottom blob conv4_3/linear/bn_conv4_3/linear/scale_0_split_1 diff: 0
[Backward] Layer block_4_4, bottom blob conv4_4/linear/bn diff: 0
[Backward] Layer conv4_4/linear/scale, bottom blob conv4_4/linear/bn diff: 0
[Backward] Layer conv4_4/linear/scale, param blob 0 diff: nan
[Backward] Layer conv4_4/linear/scale, param blob 1 diff: 0
[Backward] Layer conv4_4/linear/bn, bottom blob conv4_4/linear diff: 0
[Backward] Layer conv4_4/linear, bottom blob conv4_4/dwise/bn diff: 0
[Backward] Layer conv4_4/linear, param blob 0 diff: nan
[Backward] Layer relu4_4/dwise, bottom blob conv4_4/dwise/bn diff: 0
[Backward] Layer conv4_4/dwise/scale, bottom blob conv4_4/dwise/bn diff: 0
[Backward] Layer conv4_4/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv4_4/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv4_4/dwise/bn, bottom blob conv4_4/dwise diff: 0
[Backward] Layer conv4_4/dwise, bottom blob conv4_4/expand/bn diff: 0
[Backward] Layer conv4_4/dwise, param blob 0 diff: nan
[Backward] Layer relu4_4/expand, bottom blob conv4_4/expand/bn diff: 0
[Backward] Layer conv4_4/expand/scale, bottom blob conv4_4/expand/bn diff: 0
[Backward] Layer conv4_4/expand/scale, param blob 0 diff: nan
[Backward] Layer conv4_4/expand/scale, param blob 1 diff: 0
[Backward] Layer conv4_4/expand/bn, bottom blob conv4_4/expand diff: 0
[Backward] Layer conv4_4/expand, bottom blob conv4_3/linear/bn_conv4_3/linear/scale_0_split_0 diff: 0
[Backward] Layer conv4_4/expand, param blob 0 diff: nan
[Backward] Layer conv4_3/linear/bn_conv4_3/linear/scale_0_split, bottom blob conv4_3/linear/bn diff: 0
[Backward] Layer conv4_3/linear/scale, bottom blob conv4_3/linear/bn diff: 0
[Backward] Layer conv4_3/linear/scale, param blob 0 diff: nan
[Backward] Layer conv4_3/linear/scale, param blob 1 diff: 0
[Backward] Layer conv4_3/linear/bn, bottom blob conv4_3/linear diff: 0
[Backward] Layer conv4_3/linear, bottom blob conv4_3/dwise/bn diff: 0
[Backward] Layer conv4_3/linear, param blob 0 diff: nan
[Backward] Layer relu4_3/dwise, bottom blob conv4_3/dwise/bn diff: 0
[Backward] Layer conv4_3/dwise/scale, bottom blob conv4_3/dwise/bn diff: 0
[Backward] Layer conv4_3/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv4_3/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv4_3/dwise/bn, bottom blob conv4_3/dwise diff: 0
[Backward] Layer conv4_3/dwise, bottom blob conv4_3/expand/bn diff: 0
[Backward] Layer conv4_3/dwise, param blob 0 diff: nan
[Backward] Layer relu4_3/expand, bottom blob conv4_3/expand/bn diff: 0
[Backward] Layer conv4_3/expand/scale, bottom blob conv4_3/expand/bn diff: 0
[Backward] Layer conv4_3/expand/scale, param blob 0 diff: nan
[Backward] Layer conv4_3/expand/scale, param blob 1 diff: 0
[Backward] Layer conv4_3/expand/bn, bottom blob conv4_3/expand diff: 0
[Backward] Layer conv4_3/expand, bottom blob block_4_2 diff: 0
[Backward] Layer conv4_3/expand, param blob 0 diff: nan
[Backward] Layer block_4_2, bottom blob block_4_1_block_4_1_0_split_1 diff: 0
[Backward] Layer block_4_2, bottom blob conv4_2/linear/bn diff: 0
[Backward] Layer conv4_2/linear/scale, bottom blob conv4_2/linear/bn diff: 0
[Backward] Layer conv4_2/linear/scale, param blob 0 diff: nan
[Backward] Layer conv4_2/linear/scale, param blob 1 diff: 0
[Backward] Layer conv4_2/linear/bn, bottom blob conv4_2/linear diff: 0
[Backward] Layer conv4_2/linear, bottom blob conv4_2/dwise/bn diff: 0
[Backward] Layer conv4_2/linear, param blob 0 diff: nan
[Backward] Layer relu4_2/dwise, bottom blob conv4_2/dwise/bn diff: 0
[Backward] Layer conv4_2/dwise/scale, bottom blob conv4_2/dwise/bn diff: 0
[Backward] Layer conv4_2/dwise/scale, param blob 0 diff: nan
[Backward] Layer conv4_2/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv4_2/dwise/bn, bottom blob conv4_2/dwise diff: 0
[Backward] Layer conv4_2/dwise, bottom blob conv4_2/expand/bn diff: 0
[Backward] Layer conv4_2/dwise, param blob 0 diff: nan
[Backward] Layer relu4_2/expand, bottom blob conv4_2/expand/bn diff: 0
[Backward] Layer conv4_2/expand/scale, bottom blob conv4_2/expand/bn diff: 0
[Backward] Layer conv4_2/expand/scale, param blob 0 diff: nan
[Backward] Layer conv4_2/expand/scale, param blob 1 diff: 0
[Backward] Layer conv4_2/expand/bn, bottom blob conv4_2/expand diff: 0
[Backward] Layer conv4_2/expand, bottom blob block_4_1_block_4_1_0_split_0 diff: 0
[Backward] Layer conv4_2/expand, param blob 0 diff: nan
[Backward] Layer block_4_1_block_4_1_0_split, bottom blob block_4_1 diff: 0
[Backward] Layer block_4_1, bottom blob conv3_2/linear/bn_conv3_2/linear/scale_0_split_1 diff: 0
[Backward] Layer block_4_1, bottom blob conv4_1/linear/bn diff: 0
[Backward] Layer conv4_1/linear/scale, bottom blob conv4_1/linear/bn diff: 0
[Backward] Layer conv4_1/linear/scale, param blob 0 diff: nan
[Backward] Layer conv4_1/linear/scale, param blob 1 diff: 0
[Backward] Layer conv4_1/linear/bn, bottom blob conv4_1/linear diff: 0
[Backward] Layer conv4_1/linear, bottom blob conv4_1/dwise/bn diff: 0
[Backward] Layer conv4_1/linear, param blob 0 diff: 0
[Backward] Layer relu4_1/dwise, bottom blob conv4_1/dwise/bn diff: 0
[Backward] Layer conv4_1/dwise/scale, bottom blob conv4_1/dwise/bn diff: 0
[Backward] Layer conv4_1/dwise/scale, param blob 0 diff: 0
[Backward] Layer conv4_1/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv4_1/dwise/bn, bottom blob conv4_1/dwise diff: 0
[Backward] Layer conv4_1/dwise, bottom blob conv4_1/expand/bn diff: 0
[Backward] Layer conv4_1/dwise, param blob 0 diff: 0
[Backward] Layer relu4_1/expand, bottom blob conv4_1/expand/bn diff: 0
[Backward] Layer conv4_1/expand/scale, bottom blob conv4_1/expand/bn diff: 0
[Backward] Layer conv4_1/expand/scale, param blob 0 diff: 0
[Backward] Layer conv4_1/expand/scale, param blob 1 diff: 0
[Backward] Layer conv4_1/expand/bn, bottom blob conv4_1/expand diff: 0
[Backward] Layer conv4_1/expand, bottom blob conv3_2/linear/bn_conv3_2/linear/scale_0_split_0 diff: 0
[Backward] Layer conv4_1/expand, param blob 0 diff: 0
[Backward] Layer conv3_2/linear/bn_conv3_2/linear/scale_0_split, bottom blob conv3_2/linear/bn diff: 0
[Backward] Layer conv3_2/linear/scale, bottom blob conv3_2/linear/bn diff: 0
[Backward] Layer conv3_2/linear/scale, param blob 0 diff: 0
[Backward] Layer conv3_2/linear/scale, param blob 1 diff: 0
[Backward] Layer conv3_2/linear/bn, bottom blob conv3_2/linear diff: 0
[Backward] Layer conv3_2/linear, bottom blob conv3_2/dwise/bn diff: 0
[Backward] Layer conv3_2/linear, param blob 0 diff: 0
[Backward] Layer relu3_2/dwise, bottom blob conv3_2/dwise/bn diff: 0
[Backward] Layer conv3_2/dwise/scale, bottom blob conv3_2/dwise/bn diff: 0
[Backward] Layer conv3_2/dwise/scale, param blob 0 diff: 0
[Backward] Layer conv3_2/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv3_2/dwise/bn, bottom blob conv3_2/dwise diff: 0
[Backward] Layer conv3_2/dwise, bottom blob conv3_2/expand/bn diff: 0
[Backward] Layer conv3_2/dwise, param blob 0 diff: 0
[Backward] Layer relu3_2/expand, bottom blob conv3_2/expand/bn diff: 0
[Backward] Layer conv3_2/expand/scale, bottom blob conv3_2/expand/bn diff: 0
[Backward] Layer conv3_2/expand/scale, param blob 0 diff: 0
[Backward] Layer conv3_2/expand/scale, param blob 1 diff: 0
[Backward] Layer conv3_2/expand/bn, bottom blob conv3_2/expand diff: 0
[Backward] Layer conv3_2/expand, bottom blob block_3_1 diff: 0
[Backward] Layer conv3_2/expand, param blob 0 diff: 0
[Backward] Layer block_3_1, bottom blob conv2_2/linear/bn_conv2_2/linear/scale_0_split_1 diff: 0
[Backward] Layer block_3_1, bottom blob conv3_1/linear/bn diff: 0
[Backward] Layer conv3_1/linear/scale, bottom blob conv3_1/linear/bn diff: 0
[Backward] Layer conv3_1/linear/scale, param blob 0 diff: 0
[Backward] Layer conv3_1/linear/scale, param blob 1 diff: 0
[Backward] Layer conv3_1/linear/bn, bottom blob conv3_1/linear diff: 0
[Backward] Layer conv3_1/linear, bottom blob conv3_1/dwise/bn diff: 0
[Backward] Layer conv3_1/linear, param blob 0 diff: 0
[Backward] Layer relu3_1/dwise, bottom blob conv3_1/dwise/bn diff: 0
[Backward] Layer conv3_1/dwise/scale, bottom blob conv3_1/dwise/bn diff: 0
[Backward] Layer conv3_1/dwise/scale, param blob 0 diff: 0
[Backward] Layer conv3_1/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv3_1/dwise/bn, bottom blob conv3_1/dwise diff: 0
[Backward] Layer conv3_1/dwise, bottom blob conv3_1/expand/bn diff: 0
[Backward] Layer conv3_1/dwise, param blob 0 diff: 0
[Backward] Layer relu3_1/expand, bottom blob conv3_1/expand/bn diff: 0
[Backward] Layer conv3_1/expand/scale, bottom blob conv3_1/expand/bn diff: 0
[Backward] Layer conv3_1/expand/scale, param blob 0 diff: 0
[Backward] Layer conv3_1/expand/scale, param blob 1 diff: 0
[Backward] Layer conv3_1/expand/bn, bottom blob conv3_1/expand diff: 0
[Backward] Layer conv3_1/expand, bottom blob conv2_2/linear/bn_conv2_2/linear/scale_0_split_0 diff: 0
[Backward] Layer conv3_1/expand, param blob 0 diff: 0
[Backward] Layer conv2_2/linear/bn_conv2_2/linear/scale_0_split, bottom blob conv2_2/linear/bn diff: 0
[Backward] Layer conv2_2/linear/scale, bottom blob conv2_2/linear/bn diff: 0
[Backward] Layer conv2_2/linear/scale, param blob 0 diff: 0
[Backward] Layer conv2_2/linear/scale, param blob 1 diff: 0
[Backward] Layer conv2_2/linear/bn, bottom blob conv2_2/linear diff: 0
[Backward] Layer conv2_2/linear, bottom blob conv2_2/dwise/bn diff: 0
[Backward] Layer conv2_2/linear, param blob 0 diff: 0
[Backward] Layer relu2_2/dwise, bottom blob conv2_2/dwise/bn diff: 0
[Backward] Layer conv2_2/dwise/scale, bottom blob conv2_2/dwise/bn diff: 0
[Backward] Layer conv2_2/dwise/scale, param blob 0 diff: 0
[Backward] Layer conv2_2/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv2_2/dwise/bn, bottom blob conv2_2/dwise diff: 0
[Backward] Layer conv2_2/dwise, bottom blob conv2_2/expand/bn diff: 0
[Backward] Layer conv2_2/dwise, param blob 0 diff: 0
[Backward] Layer relu2_2/expand, bottom blob conv2_2/expand/bn diff: 0
[Backward] Layer conv2_2/expand/scale, bottom blob conv2_2/expand/bn diff: 0
[Backward] Layer conv2_2/expand/scale, param blob 0 diff: 0
[Backward] Layer conv2_2/expand/scale, param blob 1 diff: 0
[Backward] Layer conv2_2/expand/bn, bottom blob conv2_2/expand diff: 0
[Backward] Layer conv2_2/expand, bottom blob conv2_1/linear/bn diff: 0
[Backward] Layer conv2_2/expand, param blob 0 diff: 0
[Backward] Layer conv2_1/linear/scale, bottom blob conv2_1/linear/bn diff: 0
[Backward] Layer conv2_1/linear/scale, param blob 0 diff: 0
[Backward] Layer conv2_1/linear/scale, param blob 1 diff: 0
[Backward] Layer conv2_1/linear/bn, bottom blob conv2_1/linear diff: 0
[Backward] Layer conv2_1/linear, bottom blob conv2_1/dwise/bn diff: 0
[Backward] Layer conv2_1/linear, param blob 0 diff: 0
[Backward] Layer relu2_1/dwise, bottom blob conv2_1/dwise/bn diff: 0
[Backward] Layer conv2_1/dwise/scale, bottom blob conv2_1/dwise/bn diff: 0
[Backward] Layer conv2_1/dwise/scale, param blob 0 diff: 0
[Backward] Layer conv2_1/dwise/scale, param blob 1 diff: 0
[Backward] Layer conv2_1/dwise/bn, bottom blob conv2_1/dwise diff: 0
[Backward] Layer conv2_1/dwise, bottom blob conv2_1/expand/bn diff: 0
[Backward] Layer conv2_1/dwise, param blob 0 diff: 0
[Backward] Layer relu2_1/expand, bottom blob conv2_1/expand/bn diff: 0
[Backward] Layer conv2_1/expand/scale, bottom blob conv2_1/expand/bn diff: 0
[Backward] Layer conv2_1/expand/scale, param blob 0 diff: 0
[Backward] Layer conv2_1/expand/scale, param blob 1 diff: 0
[Backward] Layer conv2_1/expand/bn, bottom blob conv2_1/expand diff: 0
[Backward] Layer conv2_1/expand, bottom blob conv1/bn diff: 0
[Backward] Layer conv2_1/expand, param blob 0 diff: 0
[Backward] Layer relu1, bottom blob conv1/bn diff: 0
[Backward] Layer conv1/scale, bottom blob conv1/bn diff: 0
[Backward] Layer conv1/scale, param blob 0 diff: 0
[Backward] Layer conv1/scale, param blob 1 diff: 0
[Backward] Layer conv1/bn, bottom blob conv1 diff: 0
[Backward] Layer conv1, param blob 0 diff: 0
[Backward] All net params (data, diff): L1 norm = (188720, nan); L2 norm = (226.461, nan)
Iteration 0, loss = 87.3365
Train net output #0: loss = 87.3365 (* 1 = 87.3365 loss)
Iteration 0, lr = 1e-05

As you can see , the output in conv1 are unusual , nan or inf , so I try to use other the weight_filler's type , nothing changed.
At first , I suspect my data may be wrong , but I use other network like vgg, the training‘s result are normal .
I do not know how to solve it ,can you help me?

shaqing · 2019-08-30T09:59:05Z

＠zhuochen24 ,hi, have you solved it? I met the same problem.

joechen24 · 2019-09-09T04:17:51Z

@feitiandemiaomi @shaqing I solved it by setting batchnorm to false

zhaotun · 2019-09-17T00:51:40Z

I met the same problem.

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Fine-tune with provided solver leads to loss=87.3365 #75

Fine-tune with provided solver leads to loss=87.3365 #75

joechen24 commented Dec 2, 2018 •

edited

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OceanWong1991 commented Dec 18, 2018

feitiandemiaomi commented Apr 26, 2019

feitiandemiaomi commented Apr 28, 2019

shaqing commented Aug 30, 2019

joechen24 commented Sep 9, 2019

zhaotun commented Sep 17, 2019

Fine-tune with provided solver leads to loss=87.3365 #75

Fine-tune with provided solver leads to loss=87.3365 #75

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joechen24 commented Dec 2, 2018 • edited Loading

OceanWong1991 commented Dec 18, 2018

feitiandemiaomi commented Apr 26, 2019

feitiandemiaomi commented Apr 28, 2019

shaqing commented Aug 30, 2019

joechen24 commented Sep 9, 2019

zhaotun commented Sep 17, 2019

joechen24 commented Dec 2, 2018 •

edited

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