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ilia-cher/gist:bd13a3ab0c4905ce58b0079df66711fa

Created September 16, 2020 08:22
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gistfile1.txt
--------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- -----------------------------------------------------------------------------
Name Self CPU total % Self CPU total CPU total % CPU total CPU time avg Number of Calls Source Location
--------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- -----------------------------------------------------------------------------
aten::mkldnn_convolution 62.18% 33.268ms 62.45% 33.409ms 33.409ms 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::mkldnn_convolution_backward_input 15.58% 8.337ms 15.74% 8.422ms 8.422ms 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::mkldnn_convolution_backward_weights 15.50% 8.290ms 15.70% 8.399ms 8.399ms 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::mm 0.56% 297.706us 1.12% 600.428us 200.143us 3 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::empty 0.45% 242.305us 0.45% 242.305us 48.461us 5 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::mul 0.27% 145.491us 0.64% 341.915us 170.957us 2 test/test_profiler.py(81): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::as_strided_ 0.24% 129.645us 0.24% 129.645us 43.215us 3 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::add 0.23% 123.586us 0.33% 179.166us 59.722us 3 test/test_profiler.py(82): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::sum 0.22% 115.143us 0.39% 208.283us 208.283us 1 test/test_profiler.py(85): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::empty 0.19% 101.796us 0.19% 101.796us 20.359us 5 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::detach 0.18% 97.209us 0.36% 193.467us 48.367us 4 test/test_profiler.py(77): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
detach 0.18% 96.258us 0.18% 96.258us 24.064us 4 test/test_profiler.py(77): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::mkldnn_convolution_backward 0.18% 95.259us 31.92% 17.078ms 17.078ms 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
ts_method_1 0.18% 94.619us 0.78% 418.907us 418.907us 1 test/test_profiler.py(80): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::t 0.16% 84.432us 0.30% 159.135us 79.568us 2 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::contiguous 0.16% 83.458us 0.39% 207.258us 69.086us 3 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::expand 0.15% 79.729us 0.21% 112.870us 112.870us 1 test/test_profiler.py(85): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::add 0.14% 74.248us 0.17% 92.151us 92.151us 1 test/test_profiler.py(79): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::normal_ 0.14% 74.097us 0.14% 74.097us 74.097us 1 test/test_profiler.py(77): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::copy_ 0.11% 61.479us 0.11% 61.479us 30.739us 2 test/test_profiler.py(81): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::as_strided 0.11% 60.128us 0.11% 60.128us 30.064us 2 test/test_profiler.py(85): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::_convolution 0.11% 58.813us 62.64% 33.513ms 33.513ms 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::sum 0.11% 58.757us 0.13% 70.048us 70.048us 1 test/test_profiler.py(64): ts_method_1
aten::copy_ 0.11% 58.596us 0.21% 109.942us 54.971us 2 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::empty 0.10% 55.580us 0.10% 55.580us 18.527us 3 test/test_profiler.py(82): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::to 0.10% 54.616us 0.30% 159.299us 79.649us 2 test/test_profiler.py(81): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::stride 0.10% 51.346us 0.10% 51.346us 25.673us 2 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::empty_like 0.10% 51.161us 0.21% 111.244us 55.622us 2 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::copy_ 0.09% 50.679us 0.09% 50.679us 50.679us 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::ones_like 0.09% 49.207us 0.33% 174.428us 174.428us 1 test/test_profiler.py(86): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::expand 0.09% 48.773us 0.13% 67.933us 67.933us 1 test/test_profiler.py(64): ts_method_1
aten::empty_like 0.08% 44.470us 0.16% 86.654us 86.654us 1 test/test_profiler.py(86): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::empty_strided 0.08% 43.204us 0.08% 43.204us 21.602us 2 test/test_profiler.py(81): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::empty_strided 0.08% 42.184us 0.08% 42.184us 42.184us 1 test/test_profiler.py(86): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::clone 0.07% 39.823us 0.49% 261.009us 130.504us 2 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::conv2d 0.07% 39.016us 62.77% 33.581ms 33.581ms 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::fill_ 0.07% 38.567us 0.07% 38.567us 38.567us 1 test/test_profiler.py(86): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::transpose 0.07% 37.958us 0.14% 74.703us 37.351us 2 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
MulBackward0 0.07% 37.699us 0.36% 190.623us 190.623us 1 test/test_profiler.py(81): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::empty 0.07% 37.125us 0.07% 37.125us 18.563us 2 test/test_profiler.py(81): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::fill_ 0.07% 36.823us 0.07% 36.823us 36.823us 1 test/test_profiler.py(85): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::as_strided 0.07% 36.745us 0.07% 36.745us 18.373us 2 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::empty_like 0.07% 36.339us 0.14% 73.121us 73.121us 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::randn 0.06% 34.011us 0.24% 125.954us 125.954us 1 test/test_profiler.py(77): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
MkldnnConvolutionBackward 0.06% 31.043us 31.98% 17.109ms 17.109ms 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::empty 0.05% 29.330us 0.05% 29.330us 29.330us 1 test/test_profiler.py(85): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::convolution 0.05% 28.973us 62.70% 33.542ms 33.542ms 1 /data/users/iliacher/pytorch/torch/nn/modules/conv.py(416): _conv_forward
/data/users/iliacher/pytorch/torch/nn/modules/conv.py(419): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
test/test_profiler.py(72): forward
/data/users/iliacher/pytorch/torch/nn/modules/module.py(727): _call_impl
aten::ones_like 0.05% 28.147us 0.17% 92.570us 92.570us 1 test/test_profiler.py(82): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
SumBackward0 0.05% 25.506us 0.17% 93.439us 93.439us 1 test/test_profiler.py(64): ts_method_1
MmBackward 0.05% 24.525us 1.13% 603.137us 603.137us 1 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::empty_like 0.04% 22.795us 0.08% 44.336us 44.336us 1 test/test_profiler.py(82): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::as_strided 0.04% 21.935us 0.04% 21.935us 10.968us 2 test/test_profiler.py(64): ts_method_1
aten::empty_strided 0.04% 21.541us 0.04% 21.541us 21.541us 1 test/test_profiler.py(82): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::matmul 0.04% 21.174us 0.38% 202.125us 202.125us 1 test/test_profiler.py(58): ts_method_2
test/test_profiler.py(63): ts_method_1
aten::randn 0.04% 20.449us 0.11% 56.197us 56.197us 1 test/test_profiler.py(83): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::fill_ 0.04% 20.087us 0.04% 20.087us 20.087us 1 test/test_profiler.py(82): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::normal_ 0.03% 18.283us 0.03% 18.283us 18.283us 1 test/test_profiler.py(83): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::add 0.03% 18.274us 0.04% 21.970us 21.970us 1 test/test_profiler.py(63): ts_method_1
aten::empty 0.03% 17.903us 0.03% 17.903us 17.903us 1 test/test_profiler.py(79): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::empty 0.03% 17.846us 0.03% 17.846us 17.846us 1 test/test_profiler.py(77): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
torch::autograd::AccumulateGrad 0.03% 17.644us 0.39% 211.111us 52.778us 4 test/test_profiler.py(77): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::empty 0.03% 17.465us 0.03% 17.465us 17.465us 1 test/test_profiler.py(83): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::randn 0.03% 17.429us 0.09% 49.423us 49.423us 1 test/test_profiler.py(78): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::add 0.03% 16.790us 0.04% 21.196us 21.196us 1 test/test_profiler.py(62): ts_method_1
aten::normal_ 0.03% 16.583us 0.03% 16.583us 16.583us 1 test/test_profiler.py(78): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::empty 0.03% 15.411us 0.03% 15.411us 15.411us 1 test/test_profiler.py(78): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
ts_method_2 0.02% 8.949us 0.39% 211.074us 211.074us 1 test/test_profiler.py(63): ts_method_1
aten::fill_ 0.01% 5.336us 0.01% 5.336us 5.336us 1 test/test_profiler.py(64): ts_method_1
SumBackward0 0.01% 4.961us 0.22% 117.831us 117.831us 1 test/test_profiler.py(85): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
aten::empty 0.01% 4.406us 0.01% 4.406us 4.406us 1 test/test_profiler.py(62): ts_method_1
aten::empty 0.01% 3.696us 0.01% 3.696us 3.696us 1 test/test_profiler.py(63): ts_method_1
torch::autograd::GraphRoot 0.01% 3.336us 0.01% 3.336us 1.668us 2
aten::empty 0.01% 3.180us 0.01% 3.180us 3.180us 1 test/test_profiler.py(64): ts_method_1
AddBackward0 0.00% 1.645us 0.00% 1.645us 1.645us 1 test/test_profiler.py(63): ts_method_1
AddBackward0 0.00% 0.997us 0.00% 0.997us 0.997us 1 test/test_profiler.py(62): ts_method_1
AddBackward0 0.00% 0.877us 0.00% 0.877us 0.877us 1 test/test_profiler.py(79): test_source
/usr/lib64/python3.6/unittest/case.py(622): run
/usr/lib64/python3.6/unittest/case.py(670): __call__
/usr/lib64/python3.6/unittest/suite.py(122): run
/usr/lib64/python3.6/unittest/suite.py(84): __call__
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