rapidsai / cugraph

cuGraph - RAPIDS Graph Analytics Library
https://docs.rapids.ai/api/cugraph/stable/
Apache License 2.0
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[BUG] CUDA error when running Louvain #1905

Closed efajardo-nv closed 3 years ago

efajardo-nv commented 3 years ago

Describe the bug Running Louvain example code produces CUDA illegal memory access error. We got the same error in both CUDA 11.0 and 11.4.

Steps/Code to reproduce bug

>>> import cugraph
>>> import cudf
>>> M = cudf.read_csv('karate.csv',
...                       delimiter = ' ',
...                       dtype=['int32', 'int32', 'float32'],
...                       header=None)
>>> G = cugraph.Graph()
>>> G.from_cudf_edgelist(M, source='0', destination='1')
>>> parts, modularity_score = cugraph.louvain(G)
terminate called after throwing an instance of 'raft::cuda_error'
  what():  CUDA error encountered at: file=/opt/conda/envs/rapids/include/raft/handle.hpp line=268: call='cudaEventDestroy(event_)', Reason=cudaErrorIllegalAddress:an illegal memory access was encountered
Obtained 23 stack frames
#0 in /opt/conda/envs/rapids/lib/python3.8/site-packages/cugraph/community/louvain_wrapper.cpython-38-x86_64-linux-gnu.so(_ZN4raft9exception18collect_call_stackEv+0x3b) [0x7f9a1c6dbd0b]
#1 in /opt/conda/envs/rapids/lib/python3.8/site-packages/cugraph/community/louvain_wrapper.cpython-38-x86_64-linux-gnu.so(_ZN4raft10cuda_errorC1ERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEE+0xbd) [0x7f9a1c6dc4bd]
#2 in /opt/conda/envs/rapids/lib/python3.8/site-packages/cugraph/community/louvain_wrapper.cpython-38-x86_64-linux-gnu.so(_ZN4raft8handle_t17destroy_resourcesEv+0x4a5) [0x7f9a1c6e4475]
#3 in /opt/conda/envs/rapids/lib/python3.8/site-packages/cugraph/community/louvain_wrapper.cpython-38-x86_64-linux-gnu.so(+0x4391a) [0x7f9a1c6cf91a]
#4 in /opt/conda/envs/rapids/lib/python3.8/site-packages/cugraph/community/louvain_wrapper.cpython-38-x86_64-linux-gnu.so(+0x48992) [0x7f9a1c6d4992]
#5 in python(PyCFunction_Call+0x54) [0x5564d3df6f44]
#6 in python(_PyObject_MakeTpCall+0x31e) [0x5564d3e0630e]
#7 in python(_PyEval_EvalFrameDefault+0x53cf) [0x5564d3e9c6ff]
#8 in python(_PyEval_EvalCodeWithName+0x2c3) [0x5564d3e79db3]
#9 in python(_PyFunction_Vectorcall+0x378) [0x5564d3e7b198]
#10 in python(_PyEval_EvalFrameDefault+0x4e03) [0x5564d3e9c133]
#11 in python(_PyEval_EvalCodeWithName+0x2c3) [0x5564d3e79db3]
#12 in python(PyEval_EvalCodeEx+0x39) [0x5564d3e7ae19]
#13 in python(PyEval_EvalCode+0x1b) [0x5564d3f1d24b]
#14 in python(+0x2522e3) [0x5564d3f1d2e3]
#15 in python(+0x26e543) [0x5564d3f39543]
#16 in python(+0xf4a4b) [0x5564d3dbfa4b]
#17 in python(PyRun_InteractiveLoopFlags+0xeb) [0x5564d3dbfbf6]
#18 in python(+0xf4c93) [0x5564d3dbfc93]
#19 in python(+0xf4e4a) [0x5564d3dbfe4a]
#20 in python(Py_BytesMain+0x39) [0x5564d3f3ee79]
#21 in /lib/x86_64-linux-gnu/libc.so.6(__libc_start_main+0xe7) [0x7f9a1c9aebf7]
#22 in python(+0x1e6d69) [0x5564d3eb1d69]

Aborted (core dumped)

Environment overview (please complete the following information)

Environment details

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     **git***
     commit 61b99df78f55436837a4e3c23ddd4e1ad39f80b9 (HEAD -> branch-21.12, origin/branch-21.12, origin/HEAD)
     Author: Seunghwa Kang <45857425+seunghwak@users.noreply.github.com>
     Date:   Wed Oct 20 15:58:12 2021 -0400

     Fix MG test bug (#1897)

     Close https://github.com/rapidsai/cugraph/issues/1896

     Check num_edges == 0 before sorting adjacency list (num_chunks becomes -1 if num_edges = 0).

     Authors:
     - Seunghwa Kang (https://github.com/seunghwak)

     Approvers:
     - Chuck Hastings (https://github.com/ChuckHastings)

     URL: https://github.com/rapidsai/cugraph/pull/1897
     **git submodules***

     ***OS Information***
     DISTRIB_ID=Ubuntu
     DISTRIB_RELEASE=18.04
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     NAME="Ubuntu"
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     Mon Oct 25 16:36:42 2021
     +-----------------------------------------------------------------------------+
     | NVIDIA-SMI 465.19.01    Driver Version: 465.19.01    CUDA Version: 11.3     |
     |-------------------------------+----------------------+----------------------+
     | GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
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     |                               |                      |               MIG M. |
     |===============================+======================+======================|
     |   0  NVIDIA Quadro R...  On   | 00000000:15:00.0 Off |                  Off |
     | 33%   38C    P8    31W / 260W |   7500MiB / 48601MiB |      0%      Default |
     |                               |                      |                  N/A |
     +-------------------------------+----------------------+----------------------+

     +-----------------------------------------------------------------------------+
     | Processes:                                                                  |
     |  GPU   GI   CI        PID   Type   Process name                  GPU Memory |
     |        ID   ID                                                   Usage      |
     |=============================================================================|
     +-----------------------------------------------------------------------------+

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     ***CMake***
     /opt/conda/envs/rapids/bin/cmake
     cmake version 3.20.5

     CMake suite maintained and supported by Kitware (kitware.com/cmake).

     ***g++***
     /usr/local/bin/g++
     g++ (Ubuntu 9.4.0-1ubuntu1~18.04) 9.4.0
     Copyright (C) 2019 Free Software Foundation, Inc.
     This is free software; see the source for copying conditions.  There is NO
     warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.

     ***nvcc***
     /usr/local/cuda/bin/nvcc
     nvcc: NVIDIA (R) Cuda compiler driver
     Copyright (c) 2005-2020 NVIDIA Corporation
     Built on Wed_Jul_22_19:09:09_PDT_2020
     Cuda compilation tools, release 11.0, V11.0.221
     Build cuda_11.0_bu.TC445_37.28845127_0

     ***Python***
     /opt/conda/envs/rapids/bin/python
     Python 3.8.12

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     PATH                            : /opt/conda/envs/rapids/bin:/opt/conda/condabin:/opt/conda/bin:/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin
     LD_LIBRARY_PATH                 : /usr/local/nvidia/lib:/usr/local/nvidia/lib64:/usr/local/cuda/lib64:/usr/local/lib
     NUMBAPRO_NVVM                   :
     NUMBAPRO_LIBDEVICE              :
     CONDA_PREFIX                    : /opt/conda/envs/rapids
     PYTHON_PATH                     :

     ***conda packages***
     /opt/conda/envs/rapids/bin/conda
     # packages in environment at /opt/conda/envs/rapids:
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     imageio                   2.9.0                      py_0    conda-forge
     imagesize                 1.2.0                      py_0    conda-forge
     importlib-metadata        4.8.1            py38h578d9bd_0    conda-forge
     importlib_metadata        4.8.1                hd8ed1ab_0    conda-forge
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     iniconfig                 1.1.1              pyh9f0ad1d_0    conda-forge
     ipykernel                 5.5.5            py38hd0cf306_0    conda-forge
     ipython                   7.15.0           py38h32f6830_0    conda-forge
     ipython_genutils          0.2.0                      py_1    conda-forge
     ipywidgets                7.6.5              pyhd8ed1ab_0    conda-forge
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     jedi                      0.17.2           py38h578d9bd_1    conda-forge
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     jinja2                    3.0.2              pyhd8ed1ab_0    conda-forge
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     joblib                    1.1.0              pyhd8ed1ab_0    conda-forge
     jpeg                      9d                   h36c2ea0_0    conda-forge
     json-c                    0.15                 h98cffda_0    conda-forge
     json5                     0.9.5              pyh9f0ad1d_0    conda-forge
     jsondiff                  1.3.0              pyhd8ed1ab_0    conda-forge
     jsonpatch                 1.32               pyhd8ed1ab_0    conda-forge
     jsonpointer               2.0                        py_0    conda-forge
     jsonschema                3.2.0              pyhd8ed1ab_3    conda-forge
     junit-xml                 1.9                pyh9f0ad1d_0    conda-forge
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     jupyterlab-nvdashboard    0.7.0a211012               py_8    rapidsai-nightly
     jupyterlab_pygments       0.1.2              pyh9f0ad1d_0    conda-forge
     jupyterlab_server         2.8.2              pyhd8ed1ab_0    conda-forge
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     jxrlib                    1.1                  h7f98852_2    conda-forge
     kealib                    1.4.14               h87e4c3c_3    conda-forge
     keyring                   23.2.1           py38h578d9bd_0    conda-forge
     kiwisolver                1.3.2            py38h1fd1430_0    conda-forge
     krb5                      1.19.2               hcc1bbae_2    conda-forge
     lapack                    3.9.0                    netlib    conda-forge
     lcms2                     2.12                 hddcbb42_0    conda-forge
     ld_impl_linux-64          2.36.1               hea4e1c9_2    conda-forge
     lerc                      3.0                  h9c3ff4c_0    conda-forge
     libaec                    1.0.6                h9c3ff4c_0    conda-forge
     libarchive                3.5.2                hccf745f_1    conda-forge
     libblas                   3.9.0           12_linux64_openblas    conda-forge
     libbrotlicommon           1.0.9                h7f98852_5    conda-forge
     libbrotlidec              1.0.9                h7f98852_5    conda-forge
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     libcblas                  3.9.0           12_linux64_openblas    conda-forge
     libclang-cpp11            11.0.0          default_ha5c780c_2    conda-forge
     libcudf                   21.12.00a211025 cuda11.4_g30c31c94a8_165    rapidsai-nightly
     libcugraph                21.12.00a211025 cuda11.4_g61b99df7_50    rapidsai-nightly
     libcurl                   7.79.1               h2574ce0_1    conda-forge
     libcypher-parser          0.6.2                         1    rapidsai-nightly
     libdap4                   3.20.6               hd7c4107_2    conda-forge
     libdeflate                1.8                  h7f98852_0    conda-forge
     libedit                   3.1.20191231         he28a2e2_2    conda-forge
     libev                     4.33                 h516909a_1    conda-forge
     libevent                  2.1.10               h9b69904_4    conda-forge
     libfaiss                  1.7.0           cuda114hda32b58_8_cuda    rapidsai-nightly
     libffi                    3.4.2                h9c3ff4c_4    conda-forge
     libgcc-ng                 9.4.0               hfa6338b_11    conda-forge
     libgcrypt                 1.9.4                h7f98852_0    conda-forge
     libgd                     2.3.3                h6ad9fb6_0    conda-forge
     libgdal                   3.3.1                h6214c1d_3    conda-forge
     libgfortran-ng            9.4.0               h69a702a_11    conda-forge
     libgfortran5              9.4.0               h62347ff_11    conda-forge
     libglib                   2.70.0               h174f98d_0    conda-forge
     libgpg-error              1.42                 h9c3ff4c_0    conda-forge
     libgsasl                  1.10.0               h5b4c23d_0    conda-forge
     libhwloc                  2.3.0                h5e5b7d1_1    conda-forge
     libiconv                  1.16                 h516909a_0    conda-forge
     libkml                    1.3.0             hd79254b_1012    conda-forge
     liblapack                 3.9.0           12_linux64_openblas    conda-forge
     liblapacke                3.9.0           12_linux64_openblas    conda-forge
     liblief                   0.11.5               h9c3ff4c_0    conda-forge
     libllvm10                 10.0.1               he513fc3_3    conda-forge
     libllvm11                 11.0.1               hf817b99_0    conda-forge
     libnetcdf                 4.8.1           nompi_hb3fd0d9_101    conda-forge
     libnghttp2                1.43.0               h812cca2_1    conda-forge
     libnsl                    2.0.0                h7f98852_0    conda-forge
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     libopenblas               0.3.18          pthreads_h8fe5266_0    conda-forge
     libpng                    1.6.37               h21135ba_2    conda-forge
     libpq                     13.3                 hd57d9b9_1    conda-forge
     libprotobuf               3.18.1               h780b84a_0    conda-forge
     librdkafka                1.6.1                hc49e61c_1    conda-forge
     librmm                    21.12.00a211025 cuda11.4_gc781527_12    rapidsai-nightly
     librsvg                   2.52.2               hc3c00ef_0    conda-forge
     librttopo                 1.1.0                h1185371_6    conda-forge
     libsodium                 1.0.18               h36c2ea0_1    conda-forge
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     libssh2                   1.10.0               ha56f1ee_2    conda-forge
     libstdcxx-ng              9.4.0               h79bfe98_11    conda-forge
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     libtool                   2.4.6             h9c3ff4c_1008    conda-forge
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     libuv                     1.42.0               h7f98852_0    conda-forge
     libwebp                   1.2.1                h3452ae3_0    conda-forge
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     libxcb                    1.13              h7f98852_1003    conda-forge
     libxml2                   2.9.12               h72842e0_0    conda-forge
     libxslt                   1.1.33               h15afd5d_2    conda-forge
     libzip                    1.8.0                h4de3113_1    conda-forge
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     llvm-openmp               12.0.1               h4bd325d_1    conda-forge
     llvmlite                  0.36.0           py38h4630a5e_0    conda-forge
     locket                    0.2.0                      py_2    conda-forge
     lxml                      4.6.3            py38hf1fe3a4_0    conda-forge
     lz4-c                     1.9.3                h9c3ff4c_1    conda-forge
     lzo                       2.10              h516909a_1000    conda-forge
     m4                        1.4.18            h516909a_1001    conda-forge
     make                      4.3                  hd18ef5c_1    conda-forge
     mapclassify               2.4.3              pyhd8ed1ab_0    conda-forge
     markdown                  3.3.4              pyhd8ed1ab_0    conda-forge
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     matplotlib-base           3.4.3            py38hf4fb855_1    conda-forge
     mccabe                    0.6.1                      py_1    conda-forge
     mimesis                   4.0.0              pyh9f0ad1d_0    conda-forge
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     mock                      4.0.3            py38h578d9bd_1    conda-forge
     more-itertools            8.10.0             pyhd8ed1ab_0    conda-forge
     moto                      2.2.10             pyhd8ed1ab_0    conda-forge
     msgpack-python            1.0.2            py38h1fd1430_1    conda-forge
     multidict                 5.2.0            py38h497a2fe_0    conda-forge
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     mypy                      0.782                      py_0    conda-forge
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     nbclassic                 0.3.2              pyhd8ed1ab_0    conda-forge
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     networkx                  2.6.3              pyhd8ed1ab_0    conda-forge
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     nodeenv                   1.6.0              pyhd8ed1ab_0    conda-forge
     nodejs                    14.17.4              h92b4a50_0    conda-forge
     notebook                  6.4.5              pyha770c72_0    conda-forge
     numba                     0.53.1           py38h8b71fd7_1    conda-forge
     numpy                     1.21.3           py38he2449b9_0    conda-forge
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     oauthlib                  3.1.1              pyhd8ed1ab_0    conda-forge
     olefile                   0.46               pyh9f0ad1d_1    conda-forge
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     openssl                   1.1.1l               h7f98852_0    conda-forge
     orc                       1.6.10               h68e2c4e_1    conda-forge
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     pip                       21.3               pyhd8ed1ab_0    conda-forge
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     prompt_toolkit            3.0.20               hd8ed1ab_0    conda-forge
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     py                        1.10.0             pyhd3deb0d_0    conda-forge
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     python                    3.8.12          hb7a2778_2_cpython    conda-forge
     python-confluent-kafka    1.6.0            py38h497a2fe_1    conda-forge
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     python_abi                3.8                      2_cp38    conda-forge
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     tifffile                  2021.10.12         pyhd8ed1ab_0    conda-forge
     tiledb                    2.3.4                he87e0bf_0    conda-forge
     tk                        8.6.11               h27826a3_1    conda-forge
     tokenizers                0.10.3           py38hb63a372_1    conda-forge
     toml                      0.10.2             pyhd8ed1ab_0    conda-forge
     tomli                     1.2.1              pyhd8ed1ab_0    conda-forge
     toolz                     0.11.1                     py_0    conda-forge
     tornado                   6.1              py38h497a2fe_1    conda-forge
     tqdm                      4.62.3             pyhd8ed1ab_0    conda-forge
     traitlets                 5.1.0              pyhd8ed1ab_0    conda-forge
     transformers              4.6.1              pyhd8ed1ab_0    conda-forge
     treelite                  2.1.0            py38hdd725b4_0    conda-forge
     treelite-runtime          2.1.0                    pypi_0    pypi
     twine                     3.4.2              pyhd8ed1ab_0    conda-forge
     typed-ast                 1.4.3            py38h497a2fe_0    conda-forge
     typing-extensions         3.10.0.2             hd8ed1ab_0    conda-forge
     typing_extensions         3.10.0.2           pyha770c72_0    conda-forge
     tzcode                    2021e                h7f98852_0    conda-forge
     tzdata                    2021d                he74cb21_0    conda-forge
     ucx                       1.11.1+gc58db6b      cuda11.4_0    rapidsai-nightly
     ucx-proc                  1.0.0                       gpu    rapidsai-nightly
     ucx-py                    0.23.0a211025   py38_gc58db6b_17    rapidsai-nightly
     umap-learn                0.5.1            py38h578d9bd_1    conda-forge
     urllib3                   1.26.7             pyhd8ed1ab_0    conda-forge
     virtualenv                20.4.7           py38h578d9bd_0    conda-forge
     wcwidth                   0.2.5              pyh9f0ad1d_2    conda-forge
     webencodings              0.5.1                      py_1    conda-forge
     websocket-client          0.57.0           py38h578d9bd_4    conda-forge
     websockets                9.1              py38h497a2fe_0    conda-forge
     werkzeug                  2.0.1              pyhd8ed1ab_0    conda-forge
     wheel                     0.37.0             pyhd8ed1ab_1    conda-forge
     widgetsnbextension        3.5.1            py38h578d9bd_4    conda-forge
     wrapt                     1.13.2           py38h497a2fe_0    conda-forge
     xarray                    0.19.0             pyhd8ed1ab_1    conda-forge
     xerces-c                  3.2.3                h9d8b166_3    conda-forge
     xmltodict                 0.12.0                     py_0    conda-forge
     xorg-kbproto              1.0.7             h7f98852_1002    conda-forge
     xorg-libice               1.0.10               h7f98852_0    conda-forge
     xorg-libsm                1.2.3             hd9c2040_1000    conda-forge
     xorg-libx11               1.7.2                h7f98852_0    conda-forge
     xorg-libxau               1.0.9                h7f98852_0    conda-forge
     xorg-libxdmcp             1.1.3                h7f98852_0    conda-forge
     xorg-libxext              1.3.4                h7f98852_1    conda-forge
     xorg-libxrender           0.9.10            h7f98852_1003    conda-forge
     xorg-renderproto          0.11.1            h7f98852_1002    conda-forge
     xorg-xextproto            7.3.0             h7f98852_1002    conda-forge
     xorg-xproto               7.0.31            h7f98852_1007    conda-forge
     xz                        5.2.5                h516909a_1    conda-forge
     yaml                      0.2.5                h516909a_0    conda-forge
     yarl                      1.7.0            py38h497a2fe_0    conda-forge
     zeromq                    4.3.4                h9c3ff4c_1    conda-forge
     zfp                       0.5.5                h9c3ff4c_7    conda-forge
     zict                      2.0.0                      py_0    conda-forge
     zipp                      3.6.0              pyhd8ed1ab_0    conda-forge
     zlib                      1.2.11            h36c2ea0_1013    conda-forge
     zstd                      1.5.0                ha95c52a_0    conda-forge

Additional context Discovered this in CLX nightly build where we use cuGraph Louvain in our Network Mapping demo notebook.

efajardo-nv commented 3 years ago

issue has been resolved by recent cugraph pr merge.