Caffe+vs2013+cuda8.0+4卡gtx1080

I1024 11:21:44.117571  3304 caffe.cpp:218] Using GPUs 0, 1, 2, 3
I1024 11:21:44.225577 3304 caffe.cpp:223] GPU 0: GeForce GTX 1080
I1024 11:21:44.226578 3304 caffe.cpp:223] GPU 1: GeForce GTX 1080
I1024 11:21:44.227578 3304 caffe.cpp:223] GPU 2: GeForce GTX 1080
I1024 11:21:44.228579 3304 caffe.cpp:223] GPU 3: GeForce GTX 1080
I1024 11:21:44.932618 3304 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.

I1024 11:21:45.949676 3304 layer_factory.hpp:77] Creating layer data
I1024 11:21:45.949676 3304 net.cpp:100] Creating Layer data
I1024 11:21:45.949676 3304 net.cpp:418] data -> data
I1024 11:21:45.949676 3304 net.cpp:418] data -> label
I1024 11:21:45.949676 3304 data_transformer.cpp:25] Loading mean file from: D:/caffe/caffe-master/data/model91/make_data/imagenet_gray_mean.binaryproto
I1024 11:21:45.951676 9900 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:45.954676 9900 db_leveldb.cpp:18] Opened leveldb D:/caffe/caffe-master/data/model91/make_data/car_val_gray_leveldb
I1024 11:21:45.954676 3304 data_layer.cpp:41] output data size: 10,1,112,112
I1024 11:21:45.957677 3304 net.cpp:150] Setting up data
I1024 11:21:45.957677 3304 net.cpp:157] Top shape: 10 1 112 112 (125440)
I1024 11:21:45.957677 3304 net.cpp:157] Top shape: 10 (10)
I1024 11:21:45.957677 3304 net.cpp:165] Memory required for data: 501800
I1024 11:21:45.957677 3304 layer_factory.hpp:77] Creating layer label_data_1_split
I1024 11:21:45.957677 3304 net.cpp:100] Creating Layer label_data_1_split
I1024 11:21:45.957677 3304 net.cpp:444] label_data_1_split <- label
I1024 11:21:45.957677 3304 net.cpp:418] label_data_1_split -> label_data_1_split_0
I1024 11:21:45.957677 3304 net.cpp:418] label_data_1_split -> label_data_1_split_1
I1024 11:21:45.957677 3304 net.cpp:150] Setting up label_data_1_split
I1024 11:21:45.957677 3304 net.cpp:157] Top shape: 10 (10)
I1024 11:21:45.957677 3304 net.cpp:157] Top shape: 10 (10)
I1024 11:21:45.957677 3304 net.cpp:165] Memory required for data: 501880
I1024 11:21:45.957677 3304 layer_factory.hpp:77] Creating layer conv1
I1024 11:21:45.957677 3304 net.cpp:100] Creating Layer conv1
I1024 11:21:45.957677 3304 net.cpp:444] conv1 <- data
I1024 11:21:45.957677 3304 net.cpp:418] conv1 -> conv1
I1024 11:21:45.959677 5476 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:45.959677 3304 net.cpp:150] Setting up conv1
I1024 11:21:45.959677 3304 net.cpp:157] Top shape: 10 96 26 26 (648960)
I1024 11:21:45.959677 3304 net.cpp:165] Memory required for data: 3097720
I1024 11:21:45.959677 3304 layer_factory.hpp:77] Creating layer relu1
I1024 11:21:45.959677 3304 net.cpp:100] Creating Layer relu1
I1024 11:21:45.959677 3304 net.cpp:444] relu1 <- conv1
I1024 11:21:45.959677 3304 net.cpp:405] relu1 -> conv1 (in-place)
I1024 11:21:45.959677 3304 net.cpp:150] Setting up relu1
I1024 11:21:45.959677 3304 net.cpp:157] Top shape: 10 96 26 26 (648960)
I1024 11:21:45.959677 3304 net.cpp:165] Memory required for data: 5693560
I1024 11:21:45.959677 3304 layer_factory.hpp:77] Creating layer pool1
I1024 11:21:45.959677 3304 net.cpp:100] Creating Layer pool1
I1024 11:21:45.959677 3304 net.cpp:444] pool1 <- conv1
I1024 11:21:45.959677 3304 net.cpp:418] pool1 -> pool1
I1024 11:21:45.960677 3304 net.cpp:150] Setting up pool1
I1024 11:21:45.960677 3304 net.cpp:157] Top shape: 10 96 13 13 (162240)
I1024 11:21:45.960677 3304 net.cpp:165] Memory required for data: 6342520
I1024 11:21:45.960677 3304 layer_factory.hpp:77] Creating layer norm1
I1024 11:21:45.960677 3304 net.cpp:100] Creating Layer norm1
I1024 11:21:45.960677 3304 net.cpp:444] norm1 <- pool1
I1024 11:21:45.960677 3304 net.cpp:418] norm1 -> norm1
I1024 11:21:45.960677 3304 net.cpp:150] Setting up norm1
I1024 11:21:45.960677 3304 net.cpp:157] Top shape: 10 96 13 13 (162240)
I1024 11:21:45.960677 3304 net.cpp:165] Memory required for data: 6991480
I1024 11:21:45.960677 3304 layer_factory.hpp:77] Creating layer conv2
I1024 11:21:45.960677 3304 net.cpp:100] Creating Layer conv2
I1024 11:21:45.960677 3304 net.cpp:444] conv2 <- norm1
I1024 11:21:45.960677 3304 net.cpp:418] conv2 -> conv2
I1024 11:21:45.967677 3304 net.cpp:150] Setting up conv2
I1024 11:21:45.967677 3304 net.cpp:157] Top shape: 10 256 13 13 (432640)
I1024 11:21:45.967677 3304 net.cpp:165] Memory required for data: 8722040
I1024 11:21:45.967677 3304 layer_factory.hpp:77] Creating layer relu2
I1024 11:21:45.967677 3304 net.cpp:100] Creating Layer relu2
I1024 11:21:45.967677 3304 net.cpp:444] relu2 <- conv2
I1024 11:21:45.967677 3304 net.cpp:405] relu2 -> conv2 (in-place)
I1024 11:21:45.967677 3304 net.cpp:150] Setting up relu2
I1024 11:21:45.967677 3304 net.cpp:157] Top shape: 10 256 13 13 (432640)
I1024 11:21:45.967677 3304 net.cpp:165] Memory required for data: 10452600
I1024 11:21:45.967677 3304 layer_factory.hpp:77] Creating layer pool2
I1024 11:21:45.967677 3304 net.cpp:100] Creating Layer pool2
I1024 11:21:45.967677 3304 net.cpp:444] pool2 <- conv2
I1024 11:21:45.967677 3304 net.cpp:418] pool2 -> pool2
I1024 11:21:45.967677 3304 net.cpp:150] Setting up pool2
I1024 11:21:45.967677 3304 net.cpp:157] Top shape: 10 256 6 6 (92160)
I1024 11:21:45.967677 3304 net.cpp:165] Memory required for data: 10821240
I1024 11:21:45.967677 3304 layer_factory.hpp:77] Creating layer norm2
I1024 11:21:45.967677 3304 net.cpp:100] Creating Layer norm2
I1024 11:21:45.967677 3304 net.cpp:444] norm2 <- pool2
I1024 11:21:45.967677 3304 net.cpp:418] norm2 -> norm2
I1024 11:21:45.968677 3304 net.cpp:150] Setting up norm2
I1024 11:21:45.968677 3304 net.cpp:157] Top shape: 10 256 6 6 (92160)
I1024 11:21:45.968677 3304 net.cpp:165] Memory required for data: 11189880
I1024 11:21:45.968677 3304 layer_factory.hpp:77] Creating layer conv3
I1024 11:21:45.968677 3304 net.cpp:100] Creating Layer conv3
I1024 11:21:45.968677 3304 net.cpp:444] conv3 <- norm2
I1024 11:21:45.968677 3304 net.cpp:418] conv3 -> conv3
I1024 11:21:45.981678 3304 net.cpp:150] Setting up conv3
I1024 11:21:45.981678 3304 net.cpp:157] Top shape: 10 384 6 6 (138240)
I1024 11:21:45.981678 3304 net.cpp:165] Memory required for data: 11742840
I1024 11:21:45.981678 3304 layer_factory.hpp:77] Creating layer relu3
I1024 11:21:45.981678 3304 net.cpp:100] Creating Layer relu3
I1024 11:21:45.981678 3304 net.cpp:444] relu3 <- conv3
I1024 11:21:45.981678 3304 net.cpp:405] relu3 -> conv3 (in-place)
I1024 11:21:45.982678 3304 net.cpp:150] Setting up relu3
I1024 11:21:45.982678 3304 net.cpp:157] Top shape: 10 384 6 6 (138240)
I1024 11:21:45.982678 3304 net.cpp:165] Memory required for data: 12295800
I1024 11:21:45.982678 3304 layer_factory.hpp:77] Creating layer conv4
I1024 11:21:45.982678 3304 net.cpp:100] Creating Layer conv4
I1024 11:21:45.982678 3304 net.cpp:444] conv4 <- conv3
I1024 11:21:45.982678 3304 net.cpp:418] conv4 -> conv4
I1024 11:21:45.994679 3304 net.cpp:150] Setting up conv4
I1024 11:21:45.994679 3304 net.cpp:157] Top shape: 10 384 6 6 (138240)
I1024 11:21:45.994679 3304 net.cpp:165] Memory required for data: 12848760
I1024 11:21:45.994679 3304 layer_factory.hpp:77] Creating layer relu4
I1024 11:21:45.994679 3304 net.cpp:100] Creating Layer relu4
I1024 11:21:45.994679 3304 net.cpp:444] relu4 <- conv4
I1024 11:21:45.994679 3304 net.cpp:405] relu4 -> conv4 (in-place)
I1024 11:21:45.994679 3304 net.cpp:150] Setting up relu4
I1024 11:21:45.994679 3304 net.cpp:157] Top shape: 10 384 6 6 (138240)
I1024 11:21:45.994679 3304 net.cpp:165] Memory required for data: 13401720
I1024 11:21:45.994679 3304 layer_factory.hpp:77] Creating layer conv5
I1024 11:21:45.994679 3304 net.cpp:100] Creating Layer conv5
I1024 11:21:45.994679 3304 net.cpp:444] conv5 <- conv4
I1024 11:21:45.994679 3304 net.cpp:418] conv5 -> conv5
I1024 11:21:46.003679 3304 net.cpp:150] Setting up conv5
I1024 11:21:46.003679 3304 net.cpp:157] Top shape: 10 256 6 6 (92160)
I1024 11:21:46.003679 3304 net.cpp:165] Memory required for data: 13770360
I1024 11:21:46.003679 3304 layer_factory.hpp:77] Creating layer relu5
I1024 11:21:46.003679 3304 net.cpp:100] Creating Layer relu5
I1024 11:21:46.003679 3304 net.cpp:444] relu5 <- conv5
I1024 11:21:46.003679 3304 net.cpp:405] relu5 -> conv5 (in-place)
I1024 11:21:46.003679 3304 net.cpp:150] Setting up relu5
I1024 11:21:46.003679 3304 net.cpp:157] Top shape: 10 256 6 6 (92160)
I1024 11:21:46.003679 3304 net.cpp:165] Memory required for data: 14139000
I1024 11:21:46.003679 3304 layer_factory.hpp:77] Creating layer pool5
I1024 11:21:46.003679 3304 net.cpp:100] Creating Layer pool5
I1024 11:21:46.003679 3304 net.cpp:444] pool5 <- conv5
I1024 11:21:46.003679 3304 net.cpp:418] pool5 -> pool5
I1024 11:21:46.003679 3304 net.cpp:150] Setting up pool5
I1024 11:21:46.003679 3304 net.cpp:157] Top shape: 10 256 3 3 (23040)
I1024 11:21:46.003679 3304 net.cpp:165] Memory required for data: 14231160
I1024 11:21:46.003679 3304 layer_factory.hpp:77] Creating layer fc6
I1024 11:21:46.003679 3304 net.cpp:100] Creating Layer fc6
I1024 11:21:46.003679 3304 net.cpp:444] fc6 <- pool5
I1024 11:21:46.003679 3304 net.cpp:418] fc6 -> fc6
I1024 11:21:46.128686 3304 net.cpp:150] Setting up fc6
I1024 11:21:46.129686 3304 net.cpp:157] Top shape: 10 4096 (40960)
I1024 11:21:46.129686 3304 net.cpp:165] Memory required for data: 14395000
I1024 11:21:46.129686 3304 layer_factory.hpp:77] Creating layer relu6
I1024 11:21:46.129686 3304 net.cpp:100] Creating Layer relu6
I1024 11:21:46.129686 3304 net.cpp:444] relu6 <- fc6
I1024 11:21:46.129686 3304 net.cpp:405] relu6 -> fc6 (in-place)
I1024 11:21:46.129686 3304 net.cpp:150] Setting up relu6
I1024 11:21:46.129686 3304 net.cpp:157] Top shape: 10 4096 (40960)
I1024 11:21:46.129686 3304 net.cpp:165] Memory required for data: 14558840
I1024 11:21:46.129686 3304 layer_factory.hpp:77] Creating layer drop6
I1024 11:21:46.129686 3304 net.cpp:100] Creating Layer drop6
I1024 11:21:46.129686 3304 net.cpp:444] drop6 <- fc6
I1024 11:21:46.129686 3304 net.cpp:405] drop6 -> fc6 (in-place)
I1024 11:21:46.129686 3304 net.cpp:150] Setting up drop6
I1024 11:21:46.129686 3304 net.cpp:157] Top shape: 10 4096 (40960)
I1024 11:21:46.129686 3304 net.cpp:165] Memory required for data: 14722680
I1024 11:21:46.129686 3304 layer_factory.hpp:77] Creating layer fc7
I1024 11:21:46.129686 3304 net.cpp:100] Creating Layer fc7
I1024 11:21:46.129686 3304 net.cpp:444] fc7 <- fc6
I1024 11:21:46.129686 3304 net.cpp:418] fc7 -> fc7
I1024 11:21:46.355700 3304 net.cpp:150] Setting up fc7
I1024 11:21:46.355700 3304 net.cpp:157] Top shape: 10 4096 (40960)
I1024 11:21:46.355700 3304 net.cpp:165] Memory required for data: 14886520
I1024 11:21:46.355700 3304 layer_factory.hpp:77] Creating layer relu7
I1024 11:21:46.355700 3304 net.cpp:100] Creating Layer relu7
I1024 11:21:46.355700 3304 net.cpp:444] relu7 <- fc7
I1024 11:21:46.355700 3304 net.cpp:405] relu7 -> fc7 (in-place)
I1024 11:21:46.355700 3304 net.cpp:150] Setting up relu7
I1024 11:21:46.355700 3304 net.cpp:157] Top shape: 10 4096 (40960)
I1024 11:21:46.355700 3304 net.cpp:165] Memory required for data: 15050360
I1024 11:21:46.355700 3304 layer_factory.hpp:77] Creating layer drop7
I1024 11:21:46.355700 3304 net.cpp:100] Creating Layer drop7
I1024 11:21:46.355700 3304 net.cpp:444] drop7 <- fc7
I1024 11:21:46.355700 3304 net.cpp:405] drop7 -> fc7 (in-place)
I1024 11:21:46.355700 3304 net.cpp:150] Setting up drop7
I1024 11:21:46.355700 3304 net.cpp:157] Top shape: 10 4096 (40960)
I1024 11:21:46.355700 3304 net.cpp:165] Memory required for data: 15214200
I1024 11:21:46.355700 3304 layer_factory.hpp:77] Creating layer fc8
I1024 11:21:46.355700 3304 net.cpp:100] Creating Layer fc8
I1024 11:21:46.355700 3304 net.cpp:444] fc8 <- fc7
I1024 11:21:46.355700 3304 net.cpp:418] fc8 -> fc8
I1024 11:21:46.361701 3304 net.cpp:150] Setting up fc8
I1024 11:21:46.361701 3304 net.cpp:157] Top shape: 10 91 (910)
I1024 11:21:46.361701 3304 net.cpp:165] Memory required for data: 15217840
I1024 11:21:46.361701 3304 layer_factory.hpp:77] Creating layer fc8_fc8_0_split
I1024 11:21:46.361701 3304 net.cpp:100] Creating Layer fc8_fc8_0_split
I1024 11:21:46.361701 3304 net.cpp:444] fc8_fc8_0_split <- fc8
I1024 11:21:46.361701 3304 net.cpp:418] fc8_fc8_0_split -> fc8_fc8_0_split_0
I1024 11:21:46.361701 3304 net.cpp:418] fc8_fc8_0_split -> fc8_fc8_0_split_1
I1024 11:21:46.361701 3304 net.cpp:150] Setting up fc8_fc8_0_split
I1024 11:21:46.361701 3304 net.cpp:157] Top shape: 10 91 (910)
I1024 11:21:46.361701 3304 net.cpp:157] Top shape: 10 91 (910)
I1024 11:21:46.361701 3304 net.cpp:165] Memory required for data: 15225120
I1024 11:21:46.361701 3304 layer_factory.hpp:77] Creating layer accuracy
I1024 11:21:46.361701 3304 net.cpp:100] Creating Layer accuracy
I1024 11:21:46.361701 3304 net.cpp:444] accuracy <- fc8_fc8_0_split_0
I1024 11:21:46.361701 3304 net.cpp:444] accuracy <- label_data_1_split_0
I1024 11:21:46.361701 3304 net.cpp:418] accuracy -> accuracy
I1024 11:21:46.361701 3304 net.cpp:150] Setting up accuracy
I1024 11:21:46.361701 3304 net.cpp:157] Top shape: (1)
I1024 11:21:46.361701 3304 net.cpp:165] Memory required for data: 15225124
I1024 11:21:46.361701 3304 layer_factory.hpp:77] Creating layer loss
I1024 11:21:46.361701 3304 net.cpp:100] Creating Layer loss
I1024 11:21:46.361701 3304 net.cpp:444] loss <- fc8_fc8_0_split_1
I1024 11:21:46.361701 3304 net.cpp:444] loss <- label_data_1_split_1
I1024 11:21:46.361701 3304 net.cpp:418] loss -> loss
I1024 11:21:46.361701 3304 layer_factory.hpp:77] Creating layer loss
I1024 11:21:46.362700 3304 net.cpp:150] Setting up loss
I1024 11:21:46.362700 3304 net.cpp:157] Top shape: (1)
I1024 11:21:46.362700 3304 net.cpp:160] with loss weight 1
I1024 11:21:46.362700 3304 net.cpp:165] Memory required for data: 15225128
I1024 11:21:46.362700 3304 net.cpp:226] loss needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:228] accuracy does not need backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] fc8_fc8_0_split needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] fc8 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] drop7 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] relu7 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] fc7 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] drop6 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] relu6 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] fc6 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] pool5 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] relu5 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] conv5 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] relu4 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] conv4 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] relu3 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] conv3 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] norm2 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] pool2 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] relu2 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] conv2 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] norm1 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] pool*** Check failure stack trace: ***
1 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] relu1 needs backward computation.
I1024 11:21:46.362700 3304 net.cpp:226] conv1 needs backward computation.
I1024 11:21:46.363700 3304 net.cpp:228] label_data_1_split does not need backward computation.
I1024 11:21:46.363700 3304 net.cpp:228] data does not need backward computation.
I1024 11:21:46.363700 3304 net.cpp:270] This network produces output accuracy
I1024 11:21:46.363700 3304 net.cpp:270] This network produces output loss
I1024 11:21:46.363700 3304 net.cpp:283] Network initialization done.
I1024 11:21:46.363700 3304 solver.cpp:60] Solver scaffolding done.
I1024 11:21:46.416703 3304 parallel.cpp:392] GPUs pairs 0:1, 2:3, 0:2
I1024 11:21:46.957734 3304 data_layer.cpp:41] output data size: 32,1,112,112
I1024 11:21:48.000793 4624 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:48.401816 3304 parallel.cpp:234] GPU 1 does not have p2p access to GPU 0
I1024 11:21:48.957849 3304 data_layer.cpp:41] output data size: 32,1,112,112
I1024 11:21:49.991907 7108 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:50.409931 3304 parallel.cpp:234] GPU 2 does not have p2p access to GPU 0
I1024 11:21:50.962963 3304 data_layer.cpp:41] output data size: 32,1,112,112
I1024 11:21:51.720006 7752 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:52.387044 3304 parallel.cpp:234] GPU 3 does not have p2p access to GPU 2
I1024 11:21:52.397045 3304 parallel.cpp:425] Starting Optimization
I1024 11:21:52.397045 3304 solver.cpp:279] Solving CaffeNet
I1024 11:21:52.397045 3304 solver.cpp:280] Learning Rate Policy: step
I1024 11:21:52.398046 3304 solver.cpp:337] Iteration 0, Testing net (#0)
I1024 11:21:52.402045 6164 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:52.403045 5624 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:52.404045 8092 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:52.438047 6164 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:52.439048 5624 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:52.440047 8092 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead.
I1024 11:21:53.344099 3304 solver.cpp:404] Test net output #0: accuracy = 0.003
I1024 11:21:53.344099 3304 solver.cpp:404] Test net output #1: loss = 6.61677 (* 1 = 6.61677 loss)
F1024 11:21:53.429105 6164 math_functions.cu:375] Check failed: status == CURAND_STATUS_SUCCESS (201 vs. 0) CURAND_STATUS_LAUNCH_FAILURE
Press any key to continue.
训练的时候报错:
F0917 18:33:28.226620  6169 math_functions.cu:375] Check failed: status == CURAND_STATUS_SUCCESS (201 vs. 0)  CURAND_STATUS_LAUNCH_FAILURE
 
看到有人说是cuda版本的问题,之前用的7.5也是这个问题,后来换成了8.0这个问题还是存在
 
求解决方案
 
已邀请:

0xcc - boom shakalaka

赞同来自:

换linux吧,或者等黄老板出新补丁

HmyBmny - 深度学习 小学生

赞同来自:

会不会是你的 batch_size 太大了?

建议使用 Ubuntu 吧,如果实在想念 windows 的话就顺手装个 windows 虚拟机。。。

xmyqsh

赞同来自:

dpkg -l | egrep 'libcudnn|libnccl|cudart|nvidia'
看下输出什么信息
 
Makefile.config 贴出来看看

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