rapidsai / cudf

cuDF - GPU DataFrame Library
https://docs.rapids.ai/api/cudf/stable/
Apache License 2.0
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[BUG] Display issue with IntervalIndex containing nulls #9863

Closed isVoid closed 5 months ago

isVoid commented 2 years ago

Describe the bug Today we can display interval index that contains no nulls

In [34]: x = cudf.from_pandas(pd.IntervalIndex([pd.Interval(1, 2), pd.Interval(3, 4)]))
In [35]: x
Out[35]: IntervalIndex([(1, 2], (3, 4]], dtype='interval')

But if source data contains null, nothing is displayed

In [36]: x = cudf.from_pandas(pd.IntervalIndex([pd.Interval(1, 2), None, pd.Interval(3, 4)]))

In [37]: x
Out[37]: 

Expected behavior Pandas output:

In [39]: pd.IntervalIndex([pd.Interval(1, 2), None, pd.Interval(3, 4)])
Out[39]: IntervalIndex([(1.0, 2.0], nan, (3.0, 4.0]], dtype='interval[float64, right]')

Referring to our current behavior, I think it's ok to output

IntervalIndex([(1.0, 2.0], <NA>, (3.0, 4.0]], dtype='interval')

for now.

Environment overview (please complete the following information)

Environment details

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     **git***
     commit 72e1ea4ba6d5d589fcc31ba6dadd651e73562839 (HEAD -> catogorical_refactor)
     Author: Michael Wang 
     Date:   Tue Dec 7 15:15:12 2021 -0800

     more concatenation cleanup
     **git submodules***

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     |===============================+======================+======================|
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     | 34%   39C    P8    27W / 260W |   1435MiB / 48601MiB |      0%      Default |
     |                               |                      |                  N/A |
     +-------------------------------+----------------------+----------------------+

     +-----------------------------------------------------------------------------+
     | Processes:                                                                  |
     |  GPU   GI   CI        PID   Type   Process name                  GPU Memory |
     |        ID   ID                                                   Usage      |
     |=============================================================================|
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     ***nvcc***
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     nvcc: NVIDIA (R) Cuda compiler driver
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     python                    3.8.12          hb7a2778_2_cpython    conda-forge
     python-confluent-kafka    1.7.0            py38h497a2fe_2    conda-forge
     python-dateutil           2.8.2              pyhd8ed1ab_0    conda-forge
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     regex                     2021.11.10       py38h497a2fe_0    conda-forge
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     s2n                       1.3.0                h9b69904_0    conda-forge
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vyasr commented 2 years ago

With some of the recent refactors of Index internals we now get a much clearer error here:

>>> cudf.from_pandas(pd.IntervalIndex([pd.Interval(1, 2), None, pd.Interval(3, 4)]))
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/nvme/0/vyasr/rapids/compose/etc/conda/cuda_11.5/envs/rapids/lib/python3.8/contextlib.py", line 75, in inner
    return func(*args, **kwds)
  File "/nvme/0/vyasr/rapids/cudf/python/cudf/cudf/core/index.py", line 1286, in __repr__
    output = repr(self._clean_nulls_from_index().to_pandas())
  File "/nvme/0/vyasr/rapids/cudf/python/cudf/cudf/core/index.py", line 1456, in _clean_nulls_from_index
    self._values.astype("str").fillna(cudf._NA_REP), name=self.name
  File "/nvme/0/vyasr/rapids/cudf/python/cudf/cudf/core/column/column.py", line 867, in astype
    return self.as_string_column(dtype, **kwargs)
  File "/nvme/0/vyasr/rapids/cudf/python/cudf/cudf/core/column/column.py", line 965, in as_string_column
    raise NotImplementedError
NotImplementedError

What is missing is a string representation of IntervalColumn:

>>> x.astype("str")
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/nvme/0/vyasr/rapids/compose/etc/conda/cuda_11.5/envs/rapids/lib/python3.8/contextlib.py", line 75, in inner
    return func(*args, **kwds)
  File "/nvme/0/vyasr/rapids/cudf/python/cudf/cudf/core/index.py", line 1124, in astype
    return _index_from_data(super().astype({self.name: dtype}, copy))
  File "/nvme/0/vyasr/rapids/compose/etc/conda/cuda_11.5/envs/rapids/lib/python3.8/contextlib.py", line 75, in inner
    return func(*args, **kwds)
  File "/nvme/0/vyasr/rapids/cudf/python/cudf/cudf/core/frame.py", line 328, in astype
    result[col_name] = col.astype(dt, copy=copy, **kwargs)
  File "/nvme/0/vyasr/rapids/cudf/python/cudf/cudf/core/column/column.py", line 867, in astype
    return self.as_string_column(dtype, **kwargs)
  File "/nvme/0/vyasr/rapids/cudf/python/cudf/cudf/core/column/column.py", line 965, in as_string_column
    raise NotImplementedError
NotImplementedError

or more clearly:

>>> x._column.as_string_column("str")
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/nvme/0/vyasr/rapids/cudf/python/cudf/cudf/core/column/column.py", line 965, in as_string_column
    raise NotImplementedError
NotImplementedError

There are two options for solving this issue:

vyasr commented 5 months ago

This was fixed in #13958