rapidsai / cudf

cuDF - GPU DataFrame Library
https://docs.rapids.ai/api/cudf/stable/
Apache License 2.0
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[BUG] Different results from `cudf.Series.equals` #9648

Closed efajardo-nv closed 2 years ago

efajardo-nv commented 2 years ago

Describe the bug cudf.Series.equals is no longer giving same results as pandas

Steps/Code to reproduce bug cuDF:

>>> s = cudf.Series([1, 2, 3])
>>> df = cudf.DataFrame({"c": [1, 2, 3]})
>>> s.equals(df["c"])
False

pandas:

>>> s = pd.Series([1, 2, 3])
>>> df = pd.DataFrame({"c": [1, 2, 3]})
>>> s.equals(df["c"])
True

Expected behavior Same result as pandas

Environment overview

Environment details

Click here to see environment details

     **git***
     commit d60e2e6b8193f92a73f2cd5439ae9fd3e6c5b1f3 (HEAD -> branch-21.12, origin/branch-21.12)
     Author: Allen Xu 
     Date:   Wed Nov 10 22:08:48 2021 +0800

     add const when getting data from a JNI data wrapper (#9637)

     when calling from a .cu file which will be compiled by nvcc, the following error will be thrown:

     ```
     /cudf-src/java/src/main/native/include/jni_utils.hpp(331): error: reinterpret_cast cannot cast away const or other type qualifiers
     ```

     Add the const keyword to get rid of this error.

     Signed-off-by: Allen Xu 

     Co-authored-by: Jiaming Yuan 

     Authors:
     - Allen Xu (https://github.com/wjxiz1992)

     Approvers:
     - Jason Lowe (https://github.com/jlowe)

     URL: https://github.com/rapidsai/cudf/pull/9637
     **git submodules***

     ***OS Information***
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     DISTRIB_RELEASE=18.04
     DISTRIB_CODENAME=bionic
     DISTRIB_DESCRIPTION="Ubuntu 18.04.6 LTS"
     NAME="Ubuntu"
     VERSION="18.04.6 LTS (Bionic Beaver)"
     ID=ubuntu
     ID_LIKE=debian
     PRETTY_NAME="Ubuntu 18.04.6 LTS"
     VERSION_ID="18.04"
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     ***GPU Information***
     Wed Nov 10 16:43:39 2021
     +-----------------------------------------------------------------------------+
     | NVIDIA-SMI 495.29.05    Driver Version: 495.29.05    CUDA Version: 11.5     |
     |-------------------------------+----------------------+----------------------+
     | GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
     | Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
     |                               |                      |               MIG M. |
     |===============================+======================+======================|
     |   0  Quadro RTX 8000     On   | 00000000:15:00.0 Off |                  Off |
     | 33%   34C    P8    25W / 260W |   6832MiB / 48601MiB |      0%      Default |
     |                               |                      |                  N/A |
     +-------------------------------+----------------------+----------------------+

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

     ***CPU***
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     Vendor ID:           GenuineIntel
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     Model name:          Intel(R) Xeon(R) Gold 6128 CPU @ 3.40GHz
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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

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     /opt/conda/envs/rapids/bin/python
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     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           py37h89c1867_0    conda-forge
     kiwisolver                1.3.2            py37h2527ec5_1    conda-forge
     krb5                      1.19.2               hcc1bbae_3    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_6    conda-forge
     libbrotlidec              1.0.9                h7f98852_6    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
     libcrc32c                 1.1.2                h9c3ff4c_0    conda-forge
     libcudf                   21.12.00a211109 cuda11.0_ga7d520c6c2_234    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           cuda110h8045045_8_cuda    conda-forge
     libffi                    3.4.2                h9c3ff4c_4    conda-forge
     libgcc-ng                 9.4.0               hfa6338b_11    conda-forge
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     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
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     libglib                   2.70.0               h174f98d_1    conda-forge
     libgpg-error              1.42                 h9c3ff4c_0    conda-forge
     libgsasl                  1.10.0               h5b4c23d_0    conda-forge
     libhwloc                  2.6.0                h6746aa3_0    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_1    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
     libntlm                   1.4               h7f98852_1002    conda-forge
     libopenblas               0.3.18          pthreads_h8fe5266_0    conda-forge
     libpng                    1.6.37               h21135ba_2    conda-forge
     libpq                     13.3                 hd57d9b9_3    conda-forge
     libprotobuf               3.18.1               h780b84a_0    conda-forge
     librdkafka                1.6.1                hc49e61c_1    conda-forge
     librmm                    21.12.00a211109 cuda11_gf6ed110_25    rapidsai-nightly
     librsvg                   2.52.3               hc3c00ef_0    conda-forge
     librttopo                 1.1.0                h1185371_6    conda-forge
     libsodium                 1.0.18               h36c2ea0_1    conda-forge
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     libspatialite             5.0.1                h8694cbe_6    conda-forge
     libssh2                   1.10.0               ha56f1ee_2    conda-forge
     libstdcxx-ng              9.4.0               h79bfe98_11    conda-forge
     libthrift                 0.15.0               he6d91bd_1    conda-forge
     libtiff                   4.3.0                h6f004c6_2    conda-forge
     libtool                   2.4.6             h9c3ff4c_1008    conda-forge
     libutf8proc               2.6.1                h7f98852_0    conda-forge
     libuuid                   2.32.1            h7f98852_1000    conda-forge
     libuv                     1.42.0               h7f98852_0    conda-forge
     libwebp                   1.2.1                h3452ae3_0    conda-forge
     libwebp-base              1.2.1                h7f98852_0    conda-forge
     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
     libzlib                   1.2.11            h36c2ea0_1013    conda-forge
     libzopfli                 1.0.3                h9c3ff4c_0    conda-forge
     lightgbm                  3.2.1            py37hcd2ae1e_0    conda-forge
     llvm-openmp               12.0.1               h4bd325d_1    conda-forge
     llvmlite                  0.36.0           py37h9d7f4d0_0    conda-forge
     locket                    0.2.0                      py_2    conda-forge
     lxml                      4.6.4            py37h77fd288_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
     markupsafe                2.0.1            py37h5e8e339_1    conda-forge
     matplotlib-base           3.4.3            py37h1058ff1_1    conda-forge
     mccabe                    0.6.1                      py_1    conda-forge
     mimesis                   4.0.0              pyh9f0ad1d_0    conda-forge
     mistune                   0.8.4           py37h5e8e339_1005    conda-forge
     mock                      4.0.3            py37h89c1867_2    conda-forge
     more-itertools            8.10.0             pyhd8ed1ab_0    conda-forge
     moto                      2.2.13             pyhd8ed1ab_0    conda-forge
     msgpack-python            1.0.2            py37h2527ec5_2    conda-forge
     multidict                 5.2.0            py37h5e8e339_1    conda-forge
     multipledispatch          0.6.0                      py_0    conda-forge
     munch                     2.5.0                      py_0    conda-forge
     mypy                      0.782                      py_0    conda-forge
     mypy_extensions           0.4.3            py37h89c1867_4    conda-forge
     nbclassic                 0.3.4              pyhd8ed1ab_0    conda-forge
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     nest-asyncio              1.5.1              pyhd8ed1ab_0    conda-forge
     networkx                  2.6.3              pyhd8ed1ab_1    conda-forge
     ninja                     1.10.2               h4bd325d_1    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           py37hb11d6e1_1    conda-forge
     numpy                     1.21.4           py37h31617e3_0    conda-forge
     numpydoc                  1.1.0                      py_1    conda-forge
     nvtx                      0.2.3            py37h5e8e339_0    conda-forge
     oauthlib                  3.1.1              pyhd8ed1ab_0    conda-forge
     olefile                   0.46               pyh9f0ad1d_1    conda-forge
     openblas                  0.3.18          pthreads_h4748800_0    conda-forge
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     openssl                   1.1.1l               h7f98852_0    conda-forge
     orc                       1.6.10               h68e2c4e_1    conda-forge
     packaging                 21.0               pyhd8ed1ab_0    conda-forge
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     param                     1.12.0             pyh6c4a22f_0    conda-forge
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     pickle5                   0.0.11           py37h5e8e339_1    conda-forge
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     pip                       21.3.1             pyhd8ed1ab_0    conda-forge
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     pre-commit                2.15.0           py37h89c1867_1    conda-forge
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     prometheus_client         0.12.0             pyhd8ed1ab_0    conda-forge
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     pthread-stubs             0.4               h36c2ea0_1001    conda-forge
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     py                        1.11.0             pyh6c4a22f_0    conda-forge
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     py-lief                   0.11.5           py37hcd2ae1e_1    conda-forge
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     python                    3.7.12          hb7a2778_100_cpython    conda-forge
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     python-libarchive-c       3.1              py37h89c1867_0    conda-forge
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     tk                        8.6.11               h27826a3_1    conda-forge
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     ucx                       1.11.1+gc58db6b      cuda11.0_0    rapidsai-nightly
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     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                      1.5.1            py37h8f50634_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 This is causing failures in the RAPIDS CLX nightly build because some of our unit tests use cudf.Series.equals.

vyasr commented 2 years ago

9542 is the likely culprit. Our testing of equals seems to be lacking, I'll look into it.