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docker build failed #28

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GoingMyWay opened this issue Jan 12, 2021 · 1 comment
Open

docker build failed #28

GoingMyWay opened this issue Jan 12, 2021 · 1 comment

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@GoingMyWay
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GoingMyWay commented Jan 12, 2021 •
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I run the docker to build the image with nvidia-docker build -t cule_release . but failed, it seems install NVDIA/apex failed.

OS: Ubuntu18
CUDA 11.0

Outputs

Sending build context to Docker daemon   2.56kB
Step 1/22 : FROM nvidia/cuda:10.0-cudnn7-devel-ubuntu18.04 as base
 ---> 2a1a442c2ae2
Step 2/22 : RUN apt-get update
 ---> Using cache
 ---> 103adb724f21
Step 3/22 : RUN apt-get install -y python3.6
 ---> Using cache
 ---> c1242d2fe083
Step 4/22 : RUN apt-get install -y python3-pip
 ---> Using cache
 ---> 2d3d0b191666
Step 5/22 : RUN ln -s /usr/bin/python3.6 /usr/bin/python
 ---> Using cache
 ---> da2145166faa
Step 6/22 : RUN ln -s /usr/bin/pip3 /usr/bin/pip
 ---> Using cache
 ---> d44504d4ab1c
Step 7/22 : RUN apt-get -y install git
 ---> Using cache
 ---> 96322baa223a
Step 8/22 : RUN pip install torch==1.2.0
 ---> Using cache
 ---> 354df9ca1439
Step 9/22 : RUN pip install torchvision==0.4.0
 ---> Using cache
 ---> eaa3cb97ba3f
Step 10/22 : RUN pip install psutil
 ---> Using cache
 ---> 73c0c8865430
Step 11/22 : RUN pip install pytz
 ---> Using cache
 ---> 1760f803ea59
Step 12/22 : RUN pip install tqdm
 ---> Using cache
 ---> 026cfa28955e
Step 13/22 : RUN pip install atari_py
 ---> Using cache
 ---> 54fd29e28b53
Step 14/22 : RUN git clone https://github.com/NVIDIA/apex
 ---> Using cache
 ---> 8ebfd4bfaaef
Step 15/22 : RUN pip install --upgrade pip
 ---> Using cache
 ---> 37df0e6df8b3
Step 16/22 : RUN cd apex && pip install -v --global-option="--cpp_ext" --global-option="--cuda_ext" ./
 ---> Running in 34fead53811d
Using pip 20.3.3 from /usr/local/lib/python3.6/dist-packages/pip (python 3.6)
Non-user install because site-packages writeable
Created temporary directory: /tmp/pip-ephem-wheel-cache-aoqdkktx
Created temporary directory: /tmp/pip-req-tracker-az13eqzz
Initialized build tracking at /tmp/pip-req-tracker-az13eqzz
Created build tracker: /tmp/pip-req-tracker-az13eqzz
Entered build tracker: /tmp/pip-req-tracker-az13eqzz
Created temporary directory: /tmp/pip-install-ew_cr2c0
Processing /apex
  Created temporary directory: /tmp/pip-req-build-go4pcnow
  Added file:///apex to build tracker '/tmp/pip-req-tracker-az13eqzz'
    Running setup.py (path:/tmp/pip-req-build-go4pcnow/setup.py) egg_info for package from file:///apex
    Created temporary directory: /tmp/pip-pip-egg-info-ul5kyrur
/usr/local/lib/python3.6/dist-packages/pip/_internal/commands/install.py:234: UserWarning: Disabling all use of wheels due to the use of --build-option / --global-option / --install-option.
  cmdoptions.check_install_build_global(options)
    Running command python setup.py egg_info
    No CUDA runtime is found, using CUDA_HOME='/usr/local/cuda'

    Warning: Torch did not find available GPUs on this system.
     If your intention is to cross-compile, this is not an error.
    By default, Apex will cross-compile for Pascal (compute capabilities 6.0, 6.1, 6.2),
    Volta (compute capability 7.0), Turing (compute capability 7.5),
    and, if the CUDA version is >= 11.0, Ampere (compute capability 8.0).
    If you wish to cross-compile for a single specific architecture,
    export TORCH_CUDA_ARCH_LIST="compute capability" before running setup.py.



    torch.__version__  = 1.2.0


    running egg_info
    creating /tmp/pip-pip-egg-info-ul5kyrur/apex.egg-info
    writing /tmp/pip-pip-egg-info-ul5kyrur/apex.egg-info/PKG-INFO
    writing dependency_links to /tmp/pip-pip-egg-info-ul5kyrur/apex.egg-info/dependency_links.txt
    writing top-level names to /tmp/pip-pip-egg-info-ul5kyrur/apex.egg-info/top_level.txt
    writing manifest file '/tmp/pip-pip-egg-info-ul5kyrur/apex.egg-info/SOURCES.txt'
    reading manifest file '/tmp/pip-pip-egg-info-ul5kyrur/apex.egg-info/SOURCES.txt'
    writing manifest file '/tmp/pip-pip-egg-info-ul5kyrur/apex.egg-info/SOURCES.txt'
    /tmp/pip-req-build-go4pcnow/setup.py:67: UserWarning: Option --pyprof not specified. Not installing PyProf dependencies!
      warnings.warn("Option --pyprof not specified. Not installing PyProf dependencies!")
  Source in /tmp/pip-req-build-go4pcnow has version 0.1, which satisfies requirement apex==0.1 from file:///apex
  Removed apex==0.1 from file:///apex from build tracker '/tmp/pip-req-tracker-az13eqzz'
Created temporary directory: /tmp/pip-unpack-opgv8dex
Skipping wheel build for apex, due to binaries being disabled for it.
Installing collected packages: apex
  Created temporary directory: /tmp/pip-record-9_jjehd4
    Running setup.py install for apex: started
    Running command /usr/bin/python3 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-req-build-go4pcnow/setup.py'"'"'; __file__='"'"'/tmp/pip-req-build-go4pcnow/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-9_jjehd4/install-record.txt --single-version-externally-managed --compile --install-headers /usr/local/include/python3.6/apex
    No CUDA runtime is found, using CUDA_HOME='/usr/local/cuda'

    Warning: Torch did not find available GPUs on this system.
     If your intention is to cross-compile, this is not an error.
    By default, Apex will cross-compile for Pascal (compute capabilities 6.0, 6.1, 6.2),
    Volta (compute capability 7.0), Turing (compute capability 7.5),
    and, if the CUDA version is >= 11.0, Ampere (compute capability 8.0).
    If you wish to cross-compile for a single specific architecture,
    export TORCH_CUDA_ARCH_LIST="compute capability" before running setup.py.



    torch.__version__  = 1.2.0


    /tmp/pip-req-build-go4pcnow/setup.py:67: UserWarning: Option --pyprof not specified. Not installing PyProf dependencies!
      warnings.warn("Option --pyprof not specified. Not installing PyProf dependencies!")

    Compiling cuda extensions with
    nvcc: NVIDIA (R) Cuda compiler driver
    Copyright (c) 2005-2018 NVIDIA Corporation
    Built on Sat_Aug_25_21:08:01_CDT_2018
    Cuda compilation tools, release 10.0, V10.0.130
    from /usr/local/cuda/bin

    running install
    running build
    running build_py
    creating build
    creating build/lib.linux-x86_64-3.6
    creating build/lib.linux-x86_64-3.6/apex
    copying apex/__init__.py -> build/lib.linux-x86_64-3.6/apex
    creating build/lib.linux-x86_64-3.6/apex/parallel
    copying apex/parallel/distributed.py -> build/lib.linux-x86_64-3.6/apex/parallel
    copying apex/parallel/LARC.py -> build/lib.linux-x86_64-3.6/apex/parallel
    copying apex/parallel/__init__.py -> build/lib.linux-x86_64-3.6/apex/parallel
    copying apex/parallel/sync_batchnorm.py -> build/lib.linux-x86_64-3.6/apex/parallel
    copying apex/parallel/multiproc.py -> build/lib.linux-x86_64-3.6/apex/parallel
    copying apex/parallel/optimized_sync_batchnorm.py -> build/lib.linux-x86_64-3.6/apex/parallel
    copying apex/parallel/optimized_sync_batchnorm_kernel.py -> build/lib.linux-x86_64-3.6/apex/parallel
    copying apex/parallel/sync_batchnorm_kernel.py -> build/lib.linux-x86_64-3.6/apex/parallel
    creating build/lib.linux-x86_64-3.6/apex/pyprof
    copying apex/pyprof/__init__.py -> build/lib.linux-x86_64-3.6/apex/pyprof
    creating build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/scaler.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/rnn_compat.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/opt.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/_amp_state.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/frontend.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/_process_optimizer.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/_initialize.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/__version__.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/__init__.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/wrap.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/compat.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/handle.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/utils.py -> build/lib.linux-x86_64-3.6/apex/amp
    copying apex/amp/amp.py -> build/lib.linux-x86_64-3.6/apex/amp
    creating build/lib.linux-x86_64-3.6/apex/optimizers
    copying apex/optimizers/fused_novograd.py -> build/lib.linux-x86_64-3.6/apex/optimizers
    copying apex/optimizers/fused_adam.py -> build/lib.linux-x86_64-3.6/apex/optimizers
    copying apex/optimizers/fused_sgd.py -> build/lib.linux-x86_64-3.6/apex/optimizers
    copying apex/optimizers/fused_lamb.py -> build/lib.linux-x86_64-3.6/apex/optimizers
    copying apex/optimizers/__init__.py -> build/lib.linux-x86_64-3.6/apex/optimizers
    copying apex/optimizers/fused_adagrad.py -> build/lib.linux-x86_64-3.6/apex/optimizers
    creating build/lib.linux-x86_64-3.6/apex/reparameterization
    copying apex/reparameterization/reparameterization.py -> build/lib.linux-x86_64-3.6/apex/reparameterization
    copying apex/reparameterization/__init__.py -> build/lib.linux-x86_64-3.6/apex/reparameterization
    copying apex/reparameterization/weight_norm.py -> build/lib.linux-x86_64-3.6/apex/reparameterization
    creating build/lib.linux-x86_64-3.6/apex/contrib
    copying apex/contrib/__init__.py -> build/lib.linux-x86_64-3.6/apex/contrib
    creating build/lib.linux-x86_64-3.6/apex/multi_tensor_apply
    copying apex/multi_tensor_apply/__init__.py -> build/lib.linux-x86_64-3.6/apex/multi_tensor_apply
    copying apex/multi_tensor_apply/multi_tensor_apply.py -> build/lib.linux-x86_64-3.6/apex/multi_tensor_apply
    creating build/lib.linux-x86_64-3.6/apex/normalization
    copying apex/normalization/fused_layer_norm.py -> build/lib.linux-x86_64-3.6/apex/normalization
    copying apex/normalization/__init__.py -> build/lib.linux-x86_64-3.6/apex/normalization
    creating build/lib.linux-x86_64-3.6/apex/RNN
    copying apex/RNN/cells.py -> build/lib.linux-x86_64-3.6/apex/RNN
    copying apex/RNN/models.py -> build/lib.linux-x86_64-3.6/apex/RNN
    copying apex/RNN/__init__.py -> build/lib.linux-x86_64-3.6/apex/RNN
    copying apex/RNN/RNNBackend.py -> build/lib.linux-x86_64-3.6/apex/RNN
    creating build/lib.linux-x86_64-3.6/apex/mlp
    copying apex/mlp/mlp.py -> build/lib.linux-x86_64-3.6/apex/mlp
    copying apex/mlp/__init__.py -> build/lib.linux-x86_64-3.6/apex/mlp
    creating build/lib.linux-x86_64-3.6/apex/fp16_utils
    copying apex/fp16_utils/fp16util.py -> build/lib.linux-x86_64-3.6/apex/fp16_utils
    copying apex/fp16_utils/__init__.py -> build/lib.linux-x86_64-3.6/apex/fp16_utils
    copying apex/fp16_utils/fp16_optimizer.py -> build/lib.linux-x86_64-3.6/apex/fp16_utils
    copying apex/fp16_utils/loss_scaler.py -> build/lib.linux-x86_64-3.6/apex/fp16_utils
    creating build/lib.linux-x86_64-3.6/apex/pyprof/parse
    copying apex/pyprof/parse/__main__.py -> build/lib.linux-x86_64-3.6/apex/pyprof/parse
    copying apex/pyprof/parse/kernel.py -> build/lib.linux-x86_64-3.6/apex/pyprof/parse
    copying apex/pyprof/parse/parse.py -> build/lib.linux-x86_64-3.6/apex/pyprof/parse
    copying apex/pyprof/parse/__init__.py -> build/lib.linux-x86_64-3.6/apex/pyprof/parse
    copying apex/pyprof/parse/db.py -> build/lib.linux-x86_64-3.6/apex/pyprof/parse
    copying apex/pyprof/parse/nvvp.py -> build/lib.linux-x86_64-3.6/apex/pyprof/parse
    creating build/lib.linux-x86_64-3.6/apex/pyprof/nvtx
    copying apex/pyprof/nvtx/nvmarker.py -> build/lib.linux-x86_64-3.6/apex/pyprof/nvtx
    copying apex/pyprof/nvtx/__init__.py -> build/lib.linux-x86_64-3.6/apex/pyprof/nvtx
    creating build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/convert.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/prof.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/dropout.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/usage.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/activation.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/output.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/pointwise.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/reduction.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/__main__.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/softmax.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/utility.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/embedding.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/recurrentCell.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/conv.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/randomSample.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/base.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/__init__.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/optim.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/blas.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/data.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/misc.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/normalization.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/linear.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/pooling.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/index_slice_join_mutate.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    copying apex/pyprof/prof/loss.py -> build/lib.linux-x86_64-3.6/apex/pyprof/prof
    creating build/lib.linux-x86_64-3.6/apex/amp/lists
    copying apex/amp/lists/tensor_overrides.py -> build/lib.linux-x86_64-3.6/apex/amp/lists
    copying apex/amp/lists/functional_overrides.py -> build/lib.linux-x86_64-3.6/apex/amp/lists
    copying apex/amp/lists/__init__.py -> build/lib.linux-x86_64-3.6/apex/amp/lists
    copying apex/amp/lists/torch_overrides.py -> build/lib.linux-x86_64-3.6/apex/amp/lists
    creating build/lib.linux-x86_64-3.6/apex/contrib/xentropy
    copying apex/contrib/xentropy/softmax_xentropy.py -> build/lib.linux-x86_64-3.6/apex/contrib/xentropy
    copying apex/contrib/xentropy/__init__.py -> build/lib.linux-x86_64-3.6/apex/contrib/xentropy
    creating build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/fast_self_multihead_attn_norm_add_func.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/fast_encdec_multihead_attn_func.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/self_multihead_attn.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/mask_softmax_dropout_func.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/fast_encdec_multihead_attn_norm_add_func.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/self_multihead_attn_func.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/__init__.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/encdec_multihead_attn.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/fast_self_multihead_attn_func.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    copying apex/contrib/multihead_attn/encdec_multihead_attn_func.py -> build/lib.linux-x86_64-3.6/apex/contrib/multihead_attn
    creating build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    copying apex/contrib/optimizers/distributed_fused_adam_v2.py -> build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    copying apex/contrib/optimizers/fused_adam.py -> build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    copying apex/contrib/optimizers/fused_sgd.py -> build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    copying apex/contrib/optimizers/fused_lamb.py -> build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    copying apex/contrib/optimizers/distributed_fused_lamb.py -> build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    copying apex/contrib/optimizers/distributed_fused_adam_v3.py -> build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    copying apex/contrib/optimizers/__init__.py -> build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    copying apex/contrib/optimizers/fp16_optimizer.py -> build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    copying apex/contrib/optimizers/distributed_fused_adam.py -> build/lib.linux-x86_64-3.6/apex/contrib/optimizers
    creating build/lib.linux-x86_64-3.6/apex/contrib/groupbn
    copying apex/contrib/groupbn/batch_norm.py -> build/lib.linux-x86_64-3.6/apex/contrib/groupbn
    copying apex/contrib/groupbn/__init__.py -> build/lib.linux-x86_64-3.6/apex/contrib/groupbn
    creating build/lib.linux-x86_64-3.6/apex/contrib/sparsity
    copying apex/contrib/sparsity/sparse_masklib.py -> build/lib.linux-x86_64-3.6/apex/contrib/sparsity
    copying apex/contrib/sparsity/__init__.py -> build/lib.linux-x86_64-3.6/apex/contrib/sparsity
    copying apex/contrib/sparsity/asp.py -> build/lib.linux-x86_64-3.6/apex/contrib/sparsity
    running build_ext
    building 'apex_C' extension
    creating build/temp.linux-x86_64-3.6
    creating build/temp.linux-x86_64-3.6/csrc
    x86_64-linux-gnu-gcc -pthread -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/include/python3.6m -c csrc/flatten_unflatten.cpp -o build/temp.linux-x86_64-3.6/csrc/flatten_unflatten.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=apex_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.6/csrc/flatten_unflatten.o -o build/lib.linux-x86_64-3.6/apex_C.cpython-36m-x86_64-linux-gnu.so
    building 'amp_C' extension
    x86_64-linux-gnu-gcc -pthread -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/amp_C_frontend.cpp -o build/temp.linux-x86_64-3.6/csrc/amp_C_frontend.o -O3 -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_sgd_kernel.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_sgd_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_scale_kernel.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_scale_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_axpby_kernel.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_axpby_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_l2norm_kernel.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_l2norm_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_lamb_stage_1.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_lamb_stage_1.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_lamb_stage_2.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_lamb_stage_2.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_adam.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_adam.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_adagrad.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_adagrad.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_novograd.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_novograd.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/multi_tensor_lamb.cu -o build/temp.linux-x86_64-3.6/csrc/multi_tensor_lamb.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.6/csrc/amp_C_frontend.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_sgd_kernel.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_scale_kernel.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_axpby_kernel.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_l2norm_kernel.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_lamb_stage_1.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_lamb_stage_2.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_adam.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_adagrad.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_novograd.o build/temp.linux-x86_64-3.6/csrc/multi_tensor_lamb.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.6/amp_C.cpython-36m-x86_64-linux-gnu.so
    building 'syncbn' extension
    x86_64-linux-gnu-gcc -pthread -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/syncbn.cpp -o build/temp.linux-x86_64-3.6/csrc/syncbn.o -O3 -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=syncbn -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/welford.cu -o build/temp.linux-x86_64-3.6/csrc/welford.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -O3 -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=syncbn -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.6/csrc/syncbn.o build/temp.linux-x86_64-3.6/csrc/welford.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.6/syncbn.cpython-36m-x86_64-linux-gnu.so
    building 'fused_layer_norm_cuda' extension
    x86_64-linux-gnu-gcc -pthread -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/layer_norm_cuda.cpp -o build/temp.linux-x86_64-3.6/csrc/layer_norm_cuda.o -O3 -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=fused_layer_norm_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    /usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/layer_norm_cuda_kernel.cu -o build/temp.linux-x86_64-3.6/csrc/layer_norm_cuda_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options '-fPIC' -maxrregcount=50 -O3 --use_fast_math -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=fused_layer_norm_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.6/csrc/layer_norm_cuda.o build/temp.linux-x86_64-3.6/csrc/layer_norm_cuda_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.6/fused_layer_norm_cuda.cpython-36m-x86_64-linux-gnu.so
    building 'mlp_cuda' extension
    x86_64-linux-gnu-gcc -pthread -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.6/dist-packages/torch/include -I/usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.6/dist-packages/torch/include/TH -I/usr/local/lib/python3.6/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.6m -c csrc/mlp.cpp -o build/temp.linux-x86_64-3.6/csrc/mlp.o -O3 -DVERSION_GE_1_1 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=mlp_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11
    In file included from csrc/mlp.cpp:2:0:
    /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/torch.h:11:4: warning: #warning "Including torch/torch.h for C++ extensions is deprecated. Please include torch/extension.h" [-Wcpp]
     #  warning "Including torch/torch.h for C++ extensions is deprecated. Please include torch/extension.h"
        ^~~~~~~
    csrc/mlp.cpp: In function 'std::vector<at::Tensor> mlp_forward(int, int, std::vector<at::Tensor>)':
    csrc/mlp.cpp:56:21: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
       for (int i = 0; i < num_layers; i++) {
                       ~~^~~~~~~~~~~~
    csrc/mlp.cpp:65:68: warning: narrowing conversion of 'reserved_size' from 'long unsigned int' to 'long int' inside { } [-Wnarrowing]
       auto reserved_space = at::empty({reserved_size}, inputs[0].type());
                                                                        ^
    csrc/mlp.cpp:65:68: warning: narrowing conversion of 'reserved_size' from 'long unsigned int' to 'long int' inside { } [-Wnarrowing]
    In file included from /usr/local/lib/python3.6/dist-packages/torch/include/ATen/ATen.h:9:0,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/types.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader_options.h:4,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/base.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/stateful.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/all.h:4,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/extension.h:4,
                     from csrc/mlp.cpp:1:
    csrc/mlp.cpp: In lambda function:
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:163:56: warning: 'c10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)' is deprecated [-Wdeprecated-declarations]
         at::ScalarType _st = ::detail::scalar_type(the_type);                    \
                                                            ^
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:78:23: note: declared here
     inline at::ScalarType scalar_type(const at::DeprecatedTypeProperties &t) {
                           ^~~~~~~~~~~
    In file included from /usr/local/lib/python3.6/dist-packages/torch/include/ATen/ATen.h:9:0,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/types.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader_options.h:4,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/base.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/stateful.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/all.h:4,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/extension.h:4,
                     from csrc/mlp.cpp:1:
    csrc/mlp.cpp: In lambda function:
    csrc/mlp.cpp:70:23: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
         for (int i = 0; i < num_layers; i++) {
                         ~~^~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:71:54: error: expected primary-expression before '>' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:71:56: error: expected primary-expression before ')' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                            ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:73:69: error: expected primary-expression before '>' token
             b_ptr.push_back(inputs[i + 1 + num_layers].data_ptr<scalar_t>());
                                                                         ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:73:71: error: expected primary-expression before ')' token
             b_ptr.push_back(inputs[i + 1 + num_layers].data_ptr<scalar_t>());
                                                                           ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:77:36: error: expected primary-expression before '>' token
             inputs[0].data_ptr<scalar_t>(),
                                        ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:77:38: error: expected primary-expression before ')' token
             inputs[0].data_ptr<scalar_t>(),
                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:84:30: error: expected primary-expression before '>' token
             out.data_ptr<scalar_t>(),
                                  ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:84:32: error: expected primary-expression before ')' token
             out.data_ptr<scalar_t>(),
                                    ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:85:41: error: expected primary-expression before '>' token
             reserved_space.data_ptr<scalar_t>(),
                                             ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:85:43: error: expected primary-expression before ')' token
             reserved_space.data_ptr<scalar_t>(),
                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp: In lambda function:
    csrc/mlp.cpp:70:23: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
         for (int i = 0; i < num_layers; i++) {
                         ~~^~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:71:54: error: expected primary-expression before '>' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:71:56: error: expected primary-expression before ')' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                            ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:73:69: error: expected primary-expression before '>' token
             b_ptr.push_back(inputs[i + 1 + num_layers].data_ptr<scalar_t>());
                                                                         ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:73:71: error: expected primary-expression before ')' token
             b_ptr.push_back(inputs[i + 1 + num_layers].data_ptr<scalar_t>());
                                                                           ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:77:36: error: expected primary-expression before '>' token
             inputs[0].data_ptr<scalar_t>(),
                                        ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:77:38: error: expected primary-expression before ')' token
             inputs[0].data_ptr<scalar_t>(),
                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:84:30: error: expected primary-expression before '>' token
             out.data_ptr<scalar_t>(),
                                  ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:84:32: error: expected primary-expression before ')' token
             out.data_ptr<scalar_t>(),
                                    ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:85:41: error: expected primary-expression before '>' token
             reserved_space.data_ptr<scalar_t>(),
                                             ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:85:43: error: expected primary-expression before ')' token
             reserved_space.data_ptr<scalar_t>(),
                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp: In lambda function:
    csrc/mlp.cpp:70:23: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
         for (int i = 0; i < num_layers; i++) {
                         ~~^~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:71:54: error: expected primary-expression before '>' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:71:56: error: expected primary-expression before ')' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                            ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:73:69: error: expected primary-expression before '>' token
             b_ptr.push_back(inputs[i + 1 + num_layers].data_ptr<scalar_t>());
                                                                         ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:73:71: error: expected primary-expression before ')' token
             b_ptr.push_back(inputs[i + 1 + num_layers].data_ptr<scalar_t>());
                                                                           ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:77:36: error: expected primary-expression before '>' token
             inputs[0].data_ptr<scalar_t>(),
                                        ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:77:38: error: expected primary-expression before ')' token
             inputs[0].data_ptr<scalar_t>(),
                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:84:30: error: expected primary-expression before '>' token
             out.data_ptr<scalar_t>(),
                                  ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:84:32: error: expected primary-expression before ')' token
             out.data_ptr<scalar_t>(),
                                    ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:85:41: error: expected primary-expression before '>' token
             reserved_space.data_ptr<scalar_t>(),
                                             ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp:85:43: error: expected primary-expression before ')' token
             reserved_space.data_ptr<scalar_t>(),
                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:67:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_forward", [&] {
       ^
    csrc/mlp.cpp: In function 'std::vector<at::Tensor> mlp_backward(int, int, at::Tensor, std::vector<at::Tensor>, std::vector<at::Tensor>)':
    csrc/mlp.cpp:113:21: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
       for (int i = 0; i < num_layers; i++) {
                       ~~^~~~~~~~~~~~
    csrc/mlp.cpp:119:21: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
       for (int i = 0; i < inputs.size(); i++) {
                       ~~^~~~~~~~~~~~~~~
    In file included from /usr/local/lib/python3.6/dist-packages/torch/include/ATen/ATen.h:9:0,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/types.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader_options.h:4,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/base.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/stateful.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/all.h:4,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/extension.h:4,
                     from csrc/mlp.cpp:1:
    csrc/mlp.cpp: In lambda function:
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:163:56: warning: 'c10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)' is deprecated [-Wdeprecated-declarations]
         at::ScalarType _st = ::detail::scalar_type(the_type);                    \
                                                            ^
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:78:23: note: declared here
     inline at::ScalarType scalar_type(const at::DeprecatedTypeProperties &t) {
                           ^~~~~~~~~~~
    In file included from /usr/local/lib/python3.6/dist-packages/torch/include/ATen/ATen.h:9:0,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/types.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader_options.h:4,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/base.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/stateful.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/data.h:3,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/csrc/api/include/torch/all.h:4,
                     from /usr/local/lib/python3.6/dist-packages/torch/include/torch/extension.h:4,
                     from csrc/mlp.cpp:1:
    csrc/mlp.cpp: In lambda function:
    csrc/mlp.cpp:125:23: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
         for (int i = 0; i < num_layers; i++) {
                         ~~^~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:126:54: error: expected primary-expression before '>' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:126:56: error: expected primary-expression before ')' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                            ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:129:23: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
         for (int i = 0; i < inputs.size(); i++) {
                         ~~^~~~~~~~~~~~~~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:130:57: error: expected primary-expression before '>' token
           outputs_ptr.push_back(outputs[i].data_ptr<scalar_t>());
                                                             ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:130:59: error: expected primary-expression before ')' token
           outputs_ptr.push_back(outputs[i].data_ptr<scalar_t>());
                                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:137:44: warning: narrowing conversion of '(work_size / sizeof (scalar_t))' from 'long unsigned int' to 'long int' inside { } [-Wnarrowing]
         auto work_space = at::empty({work_size / sizeof(scalar_t)}, inputs[0].type());
                                      ~~~~~~~~~~^~~~~~~~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:137:44: warning: narrowing conversion of '(work_size / sizeof (scalar_t))' from 'long unsigned int' to 'long int' inside { } [-Wnarrowing]
         auto work_space = at::empty({work_size / sizeof(scalar_t)}, inputs[0].type());
                                      ~~~~~~~~~~^~~~~~~~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:140:36: error: expected primary-expression before '>' token
             inputs[0].data_ptr<scalar_t>(),
                                        ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:140:38: error: expected primary-expression before ')' token
             inputs[0].data_ptr<scalar_t>(),
                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:141:43: error: expected primary-expression before '>' token
             fprop_outputs[0].data_ptr<scalar_t>(),
                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:141:45: error: expected primary-expression before ')' token
             fprop_outputs[0].data_ptr<scalar_t>(),
                                                 ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:147:46: error: expected primary-expression before '>' token
             grad_o.contiguous().data_ptr<scalar_t>(),
                                                  ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:147:48: error: expected primary-expression before ')' token
             grad_o.contiguous().data_ptr<scalar_t>(),
                                                    ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:148:43: error: expected primary-expression before '>' token
             fprop_outputs[1].data_ptr<scalar_t>(),
                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:148:45: error: expected primary-expression before ')' token
             fprop_outputs[1].data_ptr<scalar_t>(),
                                                 ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:149:37: error: expected primary-expression before '>' token
             work_space.data_ptr<scalar_t>(),
                                         ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:149:39: error: expected primary-expression before ')' token
             work_space.data_ptr<scalar_t>(),
                                           ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp: In lambda function:
    csrc/mlp.cpp:125:23: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
         for (int i = 0; i < num_layers; i++) {
                         ~~^~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:126:54: error: expected primary-expression before '>' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:126:56: error: expected primary-expression before ')' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                            ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:129:23: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
         for (int i = 0; i < inputs.size(); i++) {
                         ~~^~~~~~~~~~~~~~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:130:57: error: expected primary-expression before '>' token
           outputs_ptr.push_back(outputs[i].data_ptr<scalar_t>());
                                                             ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:130:59: error: expected primary-expression before ')' token
           outputs_ptr.push_back(outputs[i].data_ptr<scalar_t>());
                                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:137:44: warning: narrowing conversion of '(work_size / sizeof (scalar_t))' from 'long unsigned int' to 'long int' inside { } [-Wnarrowing]
         auto work_space = at::empty({work_size / sizeof(scalar_t)}, inputs[0].type());
                                      ~~~~~~~~~~^~~~~~~~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:137:44: warning: narrowing conversion of '(work_size / sizeof (scalar_t))' from 'long unsigned int' to 'long int' inside { } [-Wnarrowing]
         auto work_space = at::empty({work_size / sizeof(scalar_t)}, inputs[0].type());
                                      ~~~~~~~~~~^~~~~~~~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:140:36: error: expected primary-expression before '>' token
             inputs[0].data_ptr<scalar_t>(),
                                        ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:140:38: error: expected primary-expression before ')' token
             inputs[0].data_ptr<scalar_t>(),
                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:141:43: error: expected primary-expression before '>' token
             fprop_outputs[0].data_ptr<scalar_t>(),
                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:141:45: error: expected primary-expression before ')' token
             fprop_outputs[0].data_ptr<scalar_t>(),
                                                 ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:147:46: error: expected primary-expression before '>' token
             grad_o.contiguous().data_ptr<scalar_t>(),
                                                  ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:147:48: error: expected primary-expression before ')' token
             grad_o.contiguous().data_ptr<scalar_t>(),
                                                    ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:148:43: error: expected primary-expression before '>' token
             fprop_outputs[1].data_ptr<scalar_t>(),
                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:148:45: error: expected primary-expression before ')' token
             fprop_outputs[1].data_ptr<scalar_t>(),
                                                 ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:149:37: error: expected primary-expression before '>' token
             work_space.data_ptr<scalar_t>(),
                                         ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:149:39: error: expected primary-expression before ')' token
             work_space.data_ptr<scalar_t>(),
                                           ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp: In lambda function:
    csrc/mlp.cpp:125:23: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
         for (int i = 0; i < num_layers; i++) {
                         ~~^~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:126:54: error: expected primary-expression before '>' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:126:56: error: expected primary-expression before ')' token
           w_ptr.push_back(inputs[i + 1].data_ptr<scalar_t>());
                                                            ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:129:23: warning: comparison between signed and unsigned integer expressions [-Wsign-compare]
         for (int i = 0; i < inputs.size(); i++) {
                         ~~^~~~~~~~~~~~~~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:130:57: error: expected primary-expression before '>' token
           outputs_ptr.push_back(outputs[i].data_ptr<scalar_t>());
                                                             ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:130:59: error: expected primary-expression before ')' token
           outputs_ptr.push_back(outputs[i].data_ptr<scalar_t>());
                                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:137:44: warning: narrowing conversion of '(work_size / sizeof (scalar_t))' from 'long unsigned int' to 'long int' inside { } [-Wnarrowing]
         auto work_space = at::empty({work_size / sizeof(scalar_t)}, inputs[0].type());
                                      ~~~~~~~~~~^~~~~~~~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:137:44: warning: narrowing conversion of '(work_size / sizeof (scalar_t))' from 'long unsigned int' to 'long int' inside { } [-Wnarrowing]
         auto work_space = at::empty({work_size / sizeof(scalar_t)}, inputs[0].type());
                                      ~~~~~~~~~~^~~~~~~~~
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:140:36: error: expected primary-expression before '>' token
             inputs[0].data_ptr<scalar_t>(),
                                        ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:140:38: error: expected primary-expression before ')' token
             inputs[0].data_ptr<scalar_t>(),
                                          ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:141:43: error: expected primary-expression before '>' token
             fprop_outputs[0].data_ptr<scalar_t>(),
                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:141:45: error: expected primary-expression before ')' token
             fprop_outputs[0].data_ptr<scalar_t>(),
                                                 ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:147:46: error: expected primary-expression before '>' token
             grad_o.contiguous().data_ptr<scalar_t>(),
                                                  ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:147:48: error: expected primary-expression before ')' token
             grad_o.contiguous().data_ptr<scalar_t>(),
                                                    ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:148:43: error: expected primary-expression before '>' token
             fprop_outputs[1].data_ptr<scalar_t>(),
                                               ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:148:45: error: expected primary-expression before ')' token
             fprop_outputs[1].data_ptr<scalar_t>(),
                                                 ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:149:37: error: expected primary-expression before '>' token
             work_space.data_ptr<scalar_t>(),
                                         ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    csrc/mlp.cpp:149:39: error: expected primary-expression before ')' token
             work_space.data_ptr<scalar_t>(),
                                           ^
    /usr/local/lib/python3.6/dist-packages/torch/include/ATen/Dispatch.h:12:12: note: in definition of macro 'AT_PRIVATE_CASE_TYPE'
         return __VA_ARGS__();                          \
                ^~~~~~~~~~~
    csrc/mlp.cpp:123:3: note: in expansion of macro 'AT_DISPATCH_FLOATING_TYPES_AND_HALF'
       AT_DISPATCH_FLOATING_TYPES_AND_HALF(inputs[0].type(), "mlp_backward", [&] {
       ^
    error: command 'x86_64-linux-gnu-gcc' failed with exit status 1
    Running setup.py install for apex: finished with status 'error'
ERROR: Command errored out with exit status 1: /usr/bin/python3 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-req-build-go4pcnow/setup.py'"'"'; __file__='"'"'/tmp/pip-req-build-go4pcnow/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-9_jjehd4/install-record.txt --single-version-externally-managed --compile --install-headers /usr/local/include/python3.6/apex Check the logs for full command output.
Exception information:
Traceback (most recent call last):
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/req/req_install.py", line 854, in install
    req_description=str(self.req),
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/operations/install/legacy.py", line 86, in install
    raise LegacyInstallFailure
pip._internal.operations.install.legacy.LegacyInstallFailure

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/cli/base_command.py", line 224, in _main
    status = self.run(options, args)
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/cli/req_command.py", line 180, in wrapper
    return func(self, options, args)
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/commands/install.py", line 403, in run
    pycompile=options.compile,
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/req/__init__.py", line 90, in install_given_reqs
    pycompile=pycompile,
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/req/req_install.py", line 858, in install
    six.reraise(*exc.parent)
  File "/usr/local/lib/python3.6/dist-packages/pip/_vendor/six.py", line 703, in reraise
    raise value
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/operations/install/legacy.py", line 76, in install
    cwd=unpacked_source_directory,
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/utils/subprocess.py", line 275, in runner
    spinner=spinner,
  File "/usr/local/lib/python3.6/dist-packages/pip/_internal/utils/subprocess.py", line 240, in call_subprocess
    raise InstallationError(exc_msg)
pip._internal.exceptions.InstallationError: Command errored out with exit status 1: /usr/bin/python3 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-req-build-go4pcnow/setup.py'"'"'; __file__='"'"'/tmp/pip-req-build-go4pcnow/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-9_jjehd4/install-record.txt --single-version-externally-managed --compile --install-headers /usr/local/include/python3.6/apex Check the logs for full command output.
1 location(s) to search for versions of pip:
* https://pypi.org/simple/pip/
Fetching project page and analyzing links: https://pypi.org/simple/pip/
Getting page https://pypi.org/simple/pip/
Found index url https://pypi.org/simple
Looking up "https://pypi.org/simple/pip/" in the cache
Request header has "max_age" as 0, cache bypassed
Starting new HTTPS connection (1): pypi.org:443
https://pypi.org:443 "GET /simple/pip/ HTTP/1.1" 304 0
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Given no hashes to check 155 links for project 'pip': discarding no candidates
Removed build tracker: '/tmp/pip-req-tracker-az13eqzz'
The command '/bin/sh -c cd apex && pip install -v --global-option="--cpp_ext" --global-option="--cuda_ext" ./' returned a non-zero code: 1

How can I fix this issue?
@GoingMyWay GoingMyWay changed the title docker build fail docker build failed Jan 12, 2021
@xy2012
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xy2012 commented Apr 8, 2021

Try:

git checkout old_branch

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