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Start migrating I/O writers to pylibcudf (starting with JSON) #15952

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merged 38 commits into from
Jul 2, 2024

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@lithomas1 lithomas1 commented Jun 6, 2024

Description

Switches the JSON writer to use pylibcudf.
xref #15162

Checklist

  • I am familiar with the Contributing Guidelines.
  • New or existing tests cover these changes.
  • The documentation is up to date with these changes.

@lithomas1 lithomas1 added feature request New feature or request non-breaking Non-breaking change labels Jun 6, 2024
@github-actions github-actions bot added Python Affects Python cuDF API. CMake CMake build issue pylibcudf Issues specific to the pylibcudf package labels Jun 6, 2024
@lithomas1 lithomas1 marked this pull request as ready for review June 11, 2024 16:50
@lithomas1 lithomas1 requested a review from a team as a code owner June 11, 2024 16:50
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Thanks, I think there a few organisational tidy-ups we can do in the tests.

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Comment on lines 137 to 141
# Cleanup after ourselves
# since the BytesIO and StringIO objects get cached by pytest
if isinstance(fp_or_buf, io.IOBase):
fp_or_buf.seek(0)
fp_or_buf.truncate(0)
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Wah?! This is "once-only" fixture, no, so it should be cleaned up automatically. What is this for?

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@lithomas1 lithomas1 Jun 13, 2024

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I couldn't figure out how to reset the StringIO/BytesIO buffers 😅 .
(otherwise we have the writes from the previous calls to write_json in it)

I tried setting the scope to "function", but that didn't seem to do anything.

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It should be the case that pytest conses a new object every time this fixture is used, so it seems something is wrong :(

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Can you distill this to a smaller test case, because this sounds absolutely like a pytest bug.

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I think I get it now.
The issue is that the StringIO and the BytesIO are created outside of the fixture (since they are passed in the params list).

Every time pytest runs a test, it probably runs the fixture again (passing the same StringIO/BytesIO instance from the params list into the fixture, but since we return the params unchanged, we end up reusing the StringIO/BytesIO).

(This is why calling copy.copy on fp_or_buf inside of the fixture - which I just tested - would also fix the issue.)

I guess the question in that case would be should pytest make a copy of the input parameters.
(probably not by default at the very least, I assume there's some classes that disallow copying)
Even if pytest doesn't change anything, this is still probably worth reporting so that they can add it to the docs or something.

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Ah ok, yes, I was blind to this. This is just standard python, because pytest only sees the actual objects that have already been constructed (it's the same trap as def foo(param=[]))

The right way to handle this is something like:

@pytest.fixture(params=["string", "pathlib.Path", "BytesIO", "StringIO"])
def source_or_sink(request, tmp_path):
    if request.param == "string":
        return f"{tmp_path}/{request.param}"
    elif request.param == "pathlib.Path":
        return pathlib.Path(tmp_path) / request.param
    elif request.param == "BytesIO":
        return io.BytesIO()
    elif request.param == "StringIO":
        return io.StringIO()
    assert False

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Pushed something up like this.

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@lithomas1 lithomas1 requested a review from wence- June 24, 2024 17:44
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All skips in test_copying should be now removed, thanks Lawrence for the help!

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I don't have any more blocking comments I think. Thanks. I will let @vyasr decide if there are any more from their point of view.

My worry about needing to reset the StringIO bufs in the test fixture still applies. I absolutely don't think that should be necessary.

@lithomas1 lithomas1 requested a review from vyasr June 26, 2024 23:47
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Co-authored-by: Vyas Ramasubramani <vyasr@nvidia.com>
@lithomas1 lithomas1 requested a review from vyasr June 27, 2024 22:47
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Couple of small things left, but enough that I think it's worth fixing before we merge

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Comment on lines +47 to +51
This is the default fixture you should be using for testing
pylibcudf I/O writers.

Contains one of each category (e.g. int, bool, list, struct)
of dtypes.
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Did this PR get opened? If not, can we either make it, or at least open an issue so that we don't forget?

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OK, switched it back to loops in conditionals.

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Couple of last suggestions, but I'm approving now so feel free to merge once you've addressed as you see fit.

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/merge

@rapids-bot rapids-bot bot merged commit 1a4c2aa into rapidsai:branch-24.08 Jul 2, 2024
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@lithomas1 lithomas1 deleted the pylibcudf-io-writers branch July 2, 2024 14:38
lithomas1 added a commit to lithomas1/cudf that referenced this pull request Jul 2, 2024
commit 1a4c2aa
Author: Thomas Li <47963215+lithomas1@users.noreply.github.com>
Date:   Tue Jul 2 07:38:18 2024 -0700

    Start migrating I/O writers to pylibcudf (starting with JSON) (rapidsai#15952)

    Switches the JSON writer to use pylibcudf.
    xref rapidsai#15162

    Authors:
      - Thomas Li (https://github.com/lithomas1)
      - Vyas Ramasubramani (https://github.com/vyasr)

    Approvers:
      - Lawrence Mitchell (https://github.com/wence-)
      - Vyas Ramasubramani (https://github.com/vyasr)

    URL: rapidsai#15952

commit a1447c7
Author: Robert Maynard <rmaynard@nvidia.com>
Date:   Tue Jul 2 09:34:29 2024 -0400

    Promote has_nested_columns to cudf public API (rapidsai#16131)

    The `has_nested_columns` functionality is used in numerous tests. It looks like it should be part of our stable public API.

    Authors:
      - Robert Maynard (https://github.com/robertmaynard)

    Approvers:
      - Muhammad Haseeb (https://github.com/mhaseeb123)
      - Yunsong Wang (https://github.com/PointKernel)

    URL: rapidsai#16131

commit a4be7bd
Author: Vyas Ramasubramani <vyasr@nvidia.com>
Date:   Tue Jul 2 00:50:42 2024 -0700

    Use Arrow C Data Interface functions for Python interop (rapidsai#15904)

    This PR replaces the internals of `from_arrow` in pylibcudf with an implementation that uses the [Arrow C Data Interface](https://arrow.apache.org/docs/format/CDataInterface.html) using the [Python Capsule interface](https://arrow.apache.org/docs/format/CDataInterface/PyCapsuleInterface.html). This allows us to decouple our Python builds from using pyarrow Cython (partially, we haven't replaced the `to_arrow` conversion yet) and it will also allow us to support any other Python package that is a producer of the data interface.

    To support the above functionality, the following additional changes were needed in this PR:
    - Added the ability to produce cudf tables from `ArrowArrayStream` objects since that is what `pyarrow.Table` produces. This function is a simple wrapper around the existing `from_arrrow(ArrowArray)` API.
    - Added support for the large strings type, for which support has improved throughout cudf since the `from_arrow_host` API was added and for which we now require a basic overload for tests to pass. I did not add corresponding support for `from_arrow_device` to avoid ballooning the scope of this PR, so that work can be done in a follow-up.
    - Proper handling of `type_id::EMPTY` in concatenate because the most natural implementation of the ArrowArrayStream processing is to run `from_arrow` on each chunk and then concatenate the outputs, and from the Python side we can produce chunks of all null arrays from arrow.

    Contributes to rapidsai#14926

    Authors:
      - Vyas Ramasubramani (https://github.com/vyasr)

    Approvers:
      - Matthew Roeschke (https://github.com/mroeschke)
      - Robert Maynard (https://github.com/robertmaynard)
      - David Wendt (https://github.com/davidwendt)

    URL: rapidsai#15904

commit 08552f8
Author: Lawrence Mitchell <lmitchell@nvidia.com>
Date:   Tue Jul 2 03:12:50 2024 +0100

    Update cudf-polars for v1 release of polars (rapidsai#16149)

    Minor changes to the IR, which we adapt to, and request `polars>=1.0` in dependencies.

    Authors:
      - Lawrence Mitchell (https://github.com/wence-)
      - Thomas Li (https://github.com/lithomas1)
      - Vyas Ramasubramani (https://github.com/vyasr)

    Approvers:
      - Vyas Ramasubramani (https://github.com/vyasr)

    URL: rapidsai#16149

commit 760c15c
Author: Kyle Edwards <kyedwards@nvidia.com>
Date:   Mon Jul 1 14:27:30 2024 -0400

    Use verify-alpha-spec hook (rapidsai#16144)

    With the deployment of rapids-build-backend, we need to make sure our dependencies have alpha specs.

    Authors:
      - Kyle Edwards (https://github.com/KyleFromNVIDIA)

    Approvers:
      - Bradley Dice (https://github.com/bdice)

    URL: rapidsai#16144

commit b691b1c
Author: David Wendt <45795991+davidwendt@users.noreply.github.com>
Date:   Mon Jul 1 14:25:11 2024 -0400

    Add stream parameter to cudf::io::text::multibyte_split (rapidsai#16034)

    Adds stream support the `cudf::io::text::multibyte_split` API.
    Also adds a stream test and deprecates an overloaded API.

    Authors:
      - David Wendt (https://github.com/davidwendt)

    Approvers:
      - Mark Harris (https://github.com/harrism)
      - Karthikeyan (https://github.com/karthikeyann)

    URL: rapidsai#16034

commit 5efd72f
Author: Matthew Roeschke <10647082+mroeschke@users.noreply.github.com>
Date:   Mon Jul 1 07:37:12 2024 -1000

    Ensure cudf objects can astype to any type when empty (rapidsai#16106)

    pandas allows objects to `astype` to any other type if the object is empty. The PR mirrors that behavior for cudf.

    This PR also more consistently uses `astype` instead of `as_*_column` and fixes a bug in `IntervalDtype.__eq__` discovered when writing a unit test for this bug.

    Authors:
      - Matthew Roeschke (https://github.com/mroeschke)
      - GALI PREM SAGAR (https://github.com/galipremsagar)

    Approvers:
      - GALI PREM SAGAR (https://github.com/galipremsagar)

    URL: rapidsai#16106

commit 51fb873
Merge: 599ce95 e932fbd
Author: gpuCI <38199262+GPUtester@users.noreply.github.com>
Date:   Mon Jul 1 12:17:38 2024 -0400

    Merge pull request rapidsai#16145 from rapidsai/branch-24.06

    Forward-merge branch-24.06 into branch-24.08

commit e932fbd
Author: Vyas Ramasubramani <vyasr@nvidia.com>
Date:   Mon Jul 1 09:17:32 2024 -0700

    Add patch for incorrect cuco noexcept clauses (rapidsai#16077)

    [cuco previously marked a number of methods as noexcept that can in fact
    throw exceptions](NVIDIA/cuCollections#510).
    This causes problems for cudf functions that call these methods. The
    issue [was fixed in cuco
    upstream](NVIDIA/cuCollections#511), but we
    cannot easily update to the latest commit of cuco, especially in a patch
    fix for 24.06. This PR instead adds a rapids-cmake patch for the cuco
    clone to address this issue. The patch may be removed once we update to
    a commit of cuco that contains the necessary fix.

    Resolves rapidsai#16059

commit 599ce95
Author: Lawrence Mitchell <lmitchell@nvidia.com>
Date:   Mon Jul 1 09:35:35 2024 +0100

    Implement handlers for series literal in cudf-polars (rapidsai#16113)

    A query plan can contain a "literal" polars Series. Often, for example, when calling a contains-like function. To translate these, introduce a new `LiteralColumn` node to capture the concept and add an evaluation rule (converting from arrow).

    Since list-dtype Series need the same casting treatment as in dataframe scan case, factor the casting out into a utility, and take the opportunity to handled casting of nested lists correctly.

    Authors:
      - Lawrence Mitchell (https://github.com/wence-)

    Approvers:
      - Thomas Li (https://github.com/lithomas1)
      - Vyas Ramasubramani (https://github.com/vyasr)

    URL: rapidsai#16113

commit 3c3edfe
Author: Yunsong Wang <yunsongw@nvidia.com>
Date:   Fri Jun 28 13:58:22 2024 -0700

    Update implementations to build with the latest cuco (rapidsai#15938)

    This PR updates existing libcudf to accommodate a cuco breaking change introduced in NVIDIA/cuCollections#479. It helps avoid breaking cudf when bumping the cuco version in `rapids-cmake`.

    Redundant equal/hash overloads will be removed once the version bump is done on the `rapids-cmake` end.

    Authors:
      - Yunsong Wang (https://github.com/PointKernel)

    Approvers:
      - David Wendt (https://github.com/davidwendt)
      - Nghia Truong (https://github.com/ttnghia)

    URL: rapidsai#15938

commit df88cf5
Author: Bradley Dice <bdice@bradleydice.com>
Date:   Fri Jun 28 15:40:52 2024 -0500

    Use size_t to allow large conditional joins (rapidsai#16127)

    The conditional join kernels were using `cudf::size_type` where `std::size_t` was needed. This PR fixes that bug, which caused `cudaErrorIllegalAddress` as shown in rapidsai#16115. This closes rapidsai#16115.

    I did not add tests because we typically do not test very large workloads. However, I committed the test and reverted it in this PR, so there is a record of my validation code.

    Authors:
      - Bradley Dice (https://github.com/bdice)

    Approvers:
      - Vyas Ramasubramani (https://github.com/vyasr)
      - https://github.com/nvdbaranec
      - Yunsong Wang (https://github.com/PointKernel)

    URL: rapidsai#16127

commit fb12d98
Author: Robert Maynard <rmaynard@nvidia.com>
Date:   Fri Jun 28 12:14:58 2024 -0400

    Installed cudf header use cudf::allocate_like (rapidsai#16087)

    Remove usage of non public cudf::allocate_like from implementations in headers we install

    Authors:
      - Robert Maynard (https://github.com/robertmaynard)

    Approvers:
      - Yunsong Wang (https://github.com/PointKernel)
      - Nghia Truong (https://github.com/ttnghia)

    URL: rapidsai#16087

commit 78f4a8a
Author: Robert Maynard <rmaynard@nvidia.com>
Date:   Fri Jun 28 11:26:27 2024 -0400

    Move common string utilities to public api (rapidsai#16070)

    As part of rapidsai#15982 a subset of the strings utility functions have been identified as being worth expsosing as part of the cudf public API.

    The `create_string_vector_from_column`, `get_offset64_threshold`, and `is_large_strings_enabled` are now made part of the public `cudf::strings` api.

    Authors:
      - Robert Maynard (https://github.com/robertmaynard)

    Approvers:
      - MithunR (https://github.com/mythrocks)
      - David Wendt (https://github.com/davidwendt)
      - Jayjeet Chakraborty (https://github.com/JayjeetAtGithub)
      - Lawrence Mitchell (https://github.com/wence-)

    URL: rapidsai#16070

commit a4b951a
Author: nvdbaranec <56695930+nvdbaranec@users.noreply.github.com>
Date:   Fri Jun 28 10:20:42 2024 -0500

    Templatization of fixed-width parquet decoding kernels. (rapidsai#15911)

    This PR merges all of the fixed-width parquet decoding kernels into a single templatized kernel that can be selectively instantiated with desired features (dictionary/no-dictionary, nested/non-nested, etc).  It also adds support for (non-list) nested columns in this path. So structs do not have to use the much slower general decode kernel any more.

    A new benchmark was added specific to structs containing only fixed width columns.  I added this because the performance improvement is fairly high (+20%) but we don't see it in the normal struct benchmarks because they include (and are dominated by) string decode times.  The new benchmark shows:

    Before this PR:
    ```
    | data_type |    io_type    | cardinality | run_length | bytes_per_second | peak_memory_usage | encoded_file_size |
    |-----------|---------------|-------------|------------|------------------|-------------------|-------------------|
    |    STRUCT | DEVICE_BUFFER |           0 |          1 |      21071216823 |         1.047 GiB |       511.675 MiB |
    |    STRUCT | DEVICE_BUFFER |        1000 |          1 |      18974392387 |       821.312 MiB |       128.884 MiB |
    |    STRUCT | DEVICE_BUFFER |           0 |         32 |      20429356824 |      621.787 MiB  |        28.141 MiB |
    |    STRUCT | DEVICE_BUFFER |        1000 |         32 |      20572327813 |       598.421 MiB |        16.475 MiB |
    ```

    After this PR:

    ```
    | data_type |    io_type    | cardinality | run_length | bytes_per_second | peak_memory_usage | encoded_file_size |
    |-----------|---------------|-------------|------------|------------------|-------------------|-------------------|
    |    STRUCT | DEVICE_BUFFER |           0 |          1 |      25805996399 |         1.047 GiB |       511.675 MiB |
    |    STRUCT | DEVICE_BUFFER |        1000 |          1 |      22422306660 |       821.312 MiB |       128.884 MiB |
    |    STRUCT | DEVICE_BUFFER |           0 |         32 |      24460694014 |       621.787 MiB |        28.141 MiB |
    |    STRUCT | DEVICE_BUFFER |        1000 |         32 |      24674861214 |       598.421 MiB |        16.475 MiB |
    ```

    Split-page decoding for fixed-width types + structs are also going through this new path. New test added.

    This brings us closer to eliminating the "general" kernel.  The only things left that run through it are lists and booleans.

    This is PR 1 of 2, with the followup moving a lot of code around.  At this point, I think it makes sense to start consolidating our files a bit.

    I also left some breadcrumbs (a few small commented out code blocks) in the core kernel `gpuDecodePageDataGeneric` for the next step of adding list support. They can be removed if people don't like them.

    Authors:
      - https://github.com/nvdbaranec

    Approvers:
      - Mike Wilson (https://github.com/hyperbolic2346)
      - Vukasin Milovanovic (https://github.com/vuule)
      - Muhammad Haseeb (https://github.com/mhaseeb123)

    URL: rapidsai#15911

commit e434fdb
Author: David Wendt <45795991+davidwendt@users.noreply.github.com>
Date:   Fri Jun 28 10:57:01 2024 -0400

    Update libcudf compiler requirements in contributing doc (rapidsai#16103)

    Updates the compiler requirements in the contributing document.

    Authors:
      - David Wendt (https://github.com/davidwendt)

    Approvers:
      - Bradley Dice (https://github.com/bdice)
      - Karthikeyan (https://github.com/karthikeyann)

    URL: rapidsai#16103

commit 565c0d1
Author: Matthew Murray <41342305+Matt711@users.noreply.github.com>
Date:   Fri Jun 28 10:16:55 2024 -0400

    Migrate lists/contains to pylibcudf (rapidsai#15981)

    Part of rapidsai#15162.

    Authors:
      - Matthew Murray (https://github.com/Matt711)

    Approvers:
      - Vyas Ramasubramani (https://github.com/vyasr)

    URL: rapidsai#15981

commit c40e0cc
Author: Matthew Murray <41342305+Matt711@users.noreply.github.com>
Date:   Fri Jun 28 10:10:31 2024 -0400

    Add support for proxy `np.flatiter` objects (rapidsai#16107)

    Closes rapidsai#15388

    Authors:
      - Matthew Murray (https://github.com/Matt711)

    Approvers:
      - Matthew Roeschke (https://github.com/mroeschke)

    URL: rapidsai#16107

commit 673d766
Author: Paul Mattione <156858817+pmattione-nvidia@users.noreply.github.com>
Date:   Fri Jun 28 09:38:57 2024 -0400

    Make binary operators work between fixed-point and floating args (rapidsai#16116)

    Some of the binary operators in cuDF don't work between fixed_point and floating-point numbers after [this earlier PR](rapidsai#15438) removed the ability to construct and implicitly cast fixed_point numbers from floating point numbers. This PR restores that functionality by detecting and performing the necessary explicit casts, and adds tests for the supported operators.

    Note that the `binary_op_has_common_type` code is modeled after `has_common_type` found in traits.hpp.

    This closes [issue 16090](rapidsai#16090)

    Authors:
      - Paul Mattione (https://github.com/pmattione-nvidia)

    Approvers:
      - Jayjeet Chakraborty (https://github.com/JayjeetAtGithub)
      - Karthikeyan (https://github.com/karthikeyann)

    URL: rapidsai#16116

commit 224ac5b
Author: David Wendt <45795991+davidwendt@users.noreply.github.com>
Date:   Fri Jun 28 09:26:37 2024 -0400

    Add libcudf public/detail API pattern to developer guide (rapidsai#16086)

    Adds specific description for the public API to detail API function pattern to the libcudf developer guide.
    Also fixes some formatting issues and broken link.

    Authors:
      - David Wendt (https://github.com/davidwendt)

    Approvers:
      - Shruti Shivakumar (https://github.com/shrshi)
      - Karthikeyan (https://github.com/karthikeyann)

    URL: rapidsai#16086

commit 2b547dc
Author: Matthew Roeschke <10647082+mroeschke@users.noreply.github.com>
Date:   Fri Jun 28 03:11:01 2024 -1000

    Add ensure_index to not unnecessarily shallow copy cudf.Index (rapidsai#16117)

    The `cudf.Index` constructor will shallow copy a `cudf.Index` input. Sometimes, we just need to make sure an input is a `cudf.Index`, so created `ensure_index` (pandas has something similar) so we don't shallow copy these inputs unnecessarily

    Authors:
      - Matthew Roeschke (https://github.com/mroeschke)

    Approvers:
      - GALI PREM SAGAR (https://github.com/galipremsagar)

    URL: rapidsai#16117

commit 57862a3
Author: Robert Maynard <rmaynard@nvidia.com>
Date:   Fri Jun 28 08:43:12 2024 -0400

    stable_distinct public api now has a stream parameter (rapidsai#16068)

    As part of rapidsai#15982 we determined that the cudf  `stable_distinct` public API needs to be updated so that a user provided stream can be provided.

    Authors:
      - Robert Maynard (https://github.com/robertmaynard)

    Approvers:
      - Nghia Truong (https://github.com/ttnghia)
      - Srinivas Yadav (https://github.com/srinivasyadav18)
      - Bradley Dice (https://github.com/bdice)

    URL: rapidsai#16068

commit 6b04fd3
Author: Mads R. B. Kristensen <madsbk@gmail.com>
Date:   Fri Jun 28 12:31:18 2024 +0200

    Memory Profiling (rapidsai#15866)

    Use [RMM's new memory profiler](rapidsai/rmm#1563) to profile all functions already decorated with `_cudf_nvtx_annotate`.

    Example
    ```python
    import cudf
    from cudf.utils.performance_tracking import print_memory_report

    cudf.set_option("memory_profiling", True)

    df1 = cudf.DataFrame({"a": [1, 2, 3]})
    df2 = cudf.DataFrame({"a": [2, 2, 3]})
    df3 = df1.merge(df2)

    print_memory_report()
    ```

    Output:
    ```
    Memory Profiling
    ================

    Ordered by: memory_peak

    ncalls     memory_peak    memory_total  filename:lineno(function)
         1             272             688  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/dataframe.py:4072(DataFrame.merge)
         2              32              64  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/dataframe.py:1043(DataFrame._init_from_dict_like)
         2              32              64  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/dataframe.py:690(DataFrame.__init__)
         2               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/dataframe.py:1131(DataFrame._align_input_series_indices)
         7               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/index.py:214(RangeIndex.__init__)
         6               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/index.py:424(RangeIndex.__len__)
         4               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/frame.py:271(Frame.__len__)
         2               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/dataframe.py:3195(DataFrame._insert)
         2               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/index.py:270(RangeIndex.name)
         2               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/index.py:369(RangeIndex.copy)
         5               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/frame.py:134(Frame._from_data)
         2               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/frame.py:1039(Frame._copy_type_metadata)
         2               0               0  /home/mkristensen/apps/miniforge3/envs/rmm-cudf-0527/lib/python3.11/site-packages/cudf/core/indexed_frame.py:315(IndexedFrame._from_columns_like_self)
    ```

    Authors:
      - Mads R. B. Kristensen (https://github.com/madsbk)

    Approvers:
      - Mark Harris (https://github.com/harrism)
      - Lawrence Mitchell (https://github.com/wence-)
      - Vyas Ramasubramani (https://github.com/vyasr)

    URL: rapidsai#15866

commit e35da6b
Author: Lawrence Mitchell <lmitchell@nvidia.com>
Date:   Fri Jun 28 09:54:03 2024 +0100

    Implement Ternary copy_if_else (rapidsai#16114)

    A straightforward evaluation using `copy_if_else`.

    Authors:
      - Lawrence Mitchell (https://github.com/wence-)

    Approvers:
      - https://github.com/brandon-b-miller

    URL: rapidsai#16114

commit c847b98
Author: Lawrence Mitchell <lmitchell@nvidia.com>
Date:   Thu Jun 27 21:33:29 2024 +0100

    Finish implementation of cudf-polars boolean function handlers (rapidsai#16098)

    The missing nodes were `is_in`, `not` (both easy), `is_finite` and `is_infinite` (obtained by translating to `contains` calls).

    While here, remove the implementation of `IsBetween` and just translate to an expression with binary operations. This removes the need for special-casing scalar arguments to `IsBetween` and reproducing the code for binop evaluation.

    Authors:
      - Lawrence Mitchell (https://github.com/wence-)

    Approvers:
      - Vyas Ramasubramani (https://github.com/vyasr)

    URL: rapidsai#16098

commit 2ed69c9
Author: Matthew Roeschke <10647082+mroeschke@users.noreply.github.com>
Date:   Thu Jun 27 10:11:09 2024 -1000

    Ensure MultiIndex.to_frame deep copies columns (rapidsai#16110)

    Additionally, this allows simplification in `MultiIndex.__repr__` which avoids a shallow copy and also caught a bug where `NaT` was not supposed to be quoted

    Authors:
      - Matthew Roeschke (https://github.com/mroeschke)

    Approvers:
      - Vyas Ramasubramani (https://github.com/vyasr)

    URL: rapidsai#16110

commit a71c249
Author: GALI PREM SAGAR <sagarprem75@gmail.com>
Date:   Thu Jun 27 14:29:31 2024 -0500

    Fix dtype errors in `StringArrays` (rapidsai#16111)

    This PR adds proxy classes for `ArrowStringArray` and `ArrowStringArrayNumpySemantics` that will increase the pandas test pass rate by 1%.

    Authors:
      - GALI PREM SAGAR (https://github.com/galipremsagar)

    Approvers:
      - Matthew Roeschke (https://github.com/mroeschke)

    URL: rapidsai#16111
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