rapidsai / cudf

cuDF - GPU DataFrame Library
https://docs.rapids.ai/api/cudf/stable/
Apache License 2.0
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[BUG] Unable to create list dtype in cudf.Index #6932

Closed galipremsagar closed 5 months ago

galipremsagar commented 3 years ago

Describe the bug While trying to create an Index object of list dtype, we are currently getting a RecursionError. Having list dtype support in Index would be essential incase of .str.split operations where .str can operate on an Index object and the expected output would be a list dtype.

Steps/Code to reproduce bug

>>> import cudf
>>> s = cudf.Series([[1, 2], [2], [4]])
>>> s
0    [1, 2]
1       [2]
2       [4]
dtype: list
>>> cudf.Index(s)
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/nvme/0/pgali/envs/cudfdev/lib/python3.7/site-packages/cudf/core/index.py", line 81, in __new__
    return as_index(data, copy=copy, dtype=dtype, name=name, **kwargs)
  File "/nvme/0/pgali/envs/cudfdev/lib/python3.7/site-packages/cudf/core/index.py", line 2766, in as_index
    return as_index(arbitrary._column, **kwargs)
  File "/nvme/0/pgali/envs/cudfdev/lib/python3.7/site-packages/cudf/core/index.py", line 2776, in as_index
    column.as_column(arbitrary, dtype=kwargs.get("dtype", None)), **kwargs
  File "/nvme/0/pgali/envs/cudfdev/lib/python3.7/site-packages/cudf/core/index.py", line 2776, in as_index
    column.as_column(arbitrary, dtype=kwargs.get("dtype", None)), **kwargs
  File "/nvme/0/pgali/envs/cudfdev/lib/python3.7/site-packages/cudf/core/index.py", line 2776, in as_index
    column.as_column(arbitrary, dtype=kwargs.get("dtype", None)), **kwargs
  [Previous line repeated 986 more times]
  File "/nvme/0/pgali/envs/cudfdev/lib/python3.7/site-packages/cudf/core/column/column.py", line 1572, in as_column
    if isinstance(arbitrary, ColumnBase):
  File "/nvme/0/pgali/envs/cudfdev/lib/python3.7/abc.py", line 139, in __instancecheck__
    return _abc_instancecheck(cls, instance)
RecursionError: maximum recursion depth exceeded in comparison
>>> import pandas as pd
>>> pd.Index(s.to_pandas())
Index([[1, 2], [2], [4]], dtype='object')

Expected behavior Ability to create an Index with list dtype.

Environment overview (please complete the following information)

Environment details Please run and paste the output of the cudf/print_env.sh script here, to gather any other relevant environment details

Click here to see environment details

     **git***
     commit e4d019172025d43bdce951a2181f9922a9f98df9 (HEAD -> 6870, origin/6870)
     Author: galipremsagar 
     Date:   Sat Dec 5 20:07:08 2020 -0800

     add set_names api
     **git submodules***

     ***OS Information***
     DISTRIB_ID=Ubuntu
     DISTRIB_RELEASE=18.04
     DISTRIB_CODENAME=bionic
     DISTRIB_DESCRIPTION="Ubuntu 18.04.4 LTS"
     NAME="Ubuntu"
     VERSION="18.04.4 LTS (Bionic Beaver)"
     ID=ubuntu
     ID_LIKE=debian
     PRETTY_NAME="Ubuntu 18.04.4 LTS"
     VERSION_ID="18.04"
     HOME_URL="https://www.ubuntu.com/"
     SUPPORT_URL="https://help.ubuntu.com/"
     BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/"
     PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy"
     VERSION_CODENAME=bionic
     UBUNTU_CODENAME=bionic
     Linux dt07 4.15.0-76-generic #86-Ubuntu SMP Fri Jan 17 17:24:28 UTC 2020 x86_64 x86_64 x86_64 GNU/Linux

     ***GPU Information***
     Sun Dec  6 09:51:55 2020
     +-----------------------------------------------------------------------------+
     | NVIDIA-SMI 440.64.00    Driver Version: 440.64.00    CUDA Version: 10.2     |
     |-------------------------------+----------------------+----------------------+
     | GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
     | Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
     |===============================+======================+======================|
     |   0  Tesla T4            On   | 00000000:3B:00.0 Off |                    0 |
     | N/A   47C    P8    16W /  70W |      0MiB / 15109MiB |      0%      Default |
     +-------------------------------+----------------------+----------------------+
     |   1  Tesla T4            On   | 00000000:5E:00.0 Off |                    0 |
     | N/A   37C    P8     9W /  70W |      0MiB / 15109MiB |      0%      Default |
     +-------------------------------+----------------------+----------------------+
     |   2  Tesla T4            On   | 00000000:AF:00.0 Off |                    0 |
     | N/A   32C    P8     9W /  70W |      0MiB / 15109MiB |      0%      Default |
     +-------------------------------+----------------------+----------------------+
     |   3  Tesla T4            On   | 00000000:D8:00.0 Off |                    0 |
     | N/A   32C    P8     9W /  70W |      0MiB / 15109MiB |      0%      Default |
     +-------------------------------+----------------------+----------------------+

     +-----------------------------------------------------------------------------+
     | Processes:                                                       GPU Memory |
     |  GPU       PID   Type   Process name                             Usage      |
     |=============================================================================|
     |  No running processes found                                                 |
     +-----------------------------------------------------------------------------+

     ***CPU***
     Architecture:        x86_64
     CPU op-mode(s):      32-bit, 64-bit
     Byte Order:          Little Endian
     CPU(s):              64
     On-line CPU(s) list: 0-63
     Thread(s) per core:  2
     Core(s) per socket:  16
     Socket(s):           2
     NUMA node(s):        2
     Vendor ID:           GenuineIntel
     CPU family:          6
     Model:               85
     Model name:          Intel(R) Xeon(R) Gold 6130 CPU @ 2.10GHz
     Stepping:            4
     CPU MHz:             2400.754
     BogoMIPS:            4200.00
     Virtualization:      VT-x
     L1d cache:           32K
     L1i cache:           32K
     L2 cache:            1024K
     L3 cache:            22528K
     NUMA node0 CPU(s):   0,2,4,6,8,10,12,14,16,18,20,22,24,26,28,30,32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,62
     NUMA node1 CPU(s):   1,3,5,7,9,11,13,15,17,19,21,23,25,27,29,31,33,35,37,39,41,43,45,47,49,51,53,55,57,59,61,63
     Flags:               fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc art arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid dca sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb cat_l3 cdp_l3 invpcid_single pti intel_ppin ssbd mba ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm mpx rdt_a avx512f avx512dq rdseed adx smap clflushopt clwb intel_pt avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts pku ospke md_clear flush_l1d

     ***CMake***
     /nvme/0/pgali/envs/cudfdev/bin/cmake
     cmake version 3.18.4

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

     ***g++***
     /usr/bin/g++
     g++ (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0
     Copyright (C) 2017 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) 2005-2019 NVIDIA Corporation
     Built on Wed_Oct_23_19:24:38_PDT_2019
     Cuda compilation tools, release 10.2, V10.2.89

     ***Python***
     /nvme/0/pgali/envs/cudfdev/bin/python
     Python 3.7.8

     ***Environment Variables***
     PATH                            : /usr/share/swift/usr/bin:/home/nfs/pgali/bin:/home/nfs/pgali/.local/bin:/nvme/0/pgali/envs/cudfdev/bin:/home/nfs/pgali/anaconda3/bin:/home/nfs/pgali/anaconda3/condabin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/games:/usr/local/games:/snap/bin:/usr/lib/jvm/default-java/bin:/usr/share/sbt-launcher-packaging/bin/sbt-launch.jar/bin:/usr/lib/spark/bin:/usr/lib/spark/sbin:/usr/local/cuda/bin
     LD_LIBRARY_PATH                 : /usr/local/cuda/lib64::/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64
     NUMBAPRO_NVVM                   :
     NUMBAPRO_LIBDEVICE              :
     CONDA_PREFIX                    : /nvme/0/pgali/envs/cudfdev
     PYTHON_PATH                     :

     ***conda packages***
     /home/nfs/pgali/anaconda3/bin/conda
     # packages in environment at /nvme/0/pgali/envs/cudfdev:
     #
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shwina commented 2 years ago

I'd be hesitant to expand our API surface area by introducing a new ListIndex type until we have compelling use cases. This is especially true around indexes, as we are concurrently pushing for Pandas to rely less on indexes (https://github.com/pandas-dev/pandas/issues/48880).

galipremsagar commented 2 years ago

@shwina I agree, moving this to backlog until we find a compelling use-case, but I opened a PR to throw an error with an informative message rather than a RecursionError: https://github.com/rapidsai/cudf/pull/11902

vyasr commented 5 months ago

I'm going to treat this as resolved by #11902. The use case in #12037 could in principle be resolved by actually supporting a list index, but as discussed there we would rather solve this in other ways. We don't want to introduce a new index type, especially one that doesn't even exist in pandas.