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Add an Environment Variable for debugging the fast path in cudf.pandas #15837

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Matt711
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@Matt711 Matt711 commented May 23, 2024

Description

Part of #14975 This PR adds a pandas debugging option to _fast_slow_function_call that runs the slow path after the fast and returns a warning if the results differ.

Checklist

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

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This pull request requires additional validation before any workflows can run on NVIDIA's runners.

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@github-actions github-actions bot added the Python Affects Python cuDF API. label May 23, 2024
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I had a few questions on how to move forward with this PR.

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@Matt711 Matt711 added feature request New feature or request non-breaking Non-breaking change labels May 23, 2024
@github-actions github-actions bot added libcudf Affects libcudf (C++/CUDA) code. CMake CMake build issue Java Affects Java cuDF API. labels May 24, 2024
@Matt711 Matt711 closed this May 24, 2024
@Matt711 Matt711 force-pushed the feature/combine-fast-and-slow-paths branch from 2dee2bf to 8a40567 Compare May 24, 2024 17:00
@Matt711 Matt711 removed CMake CMake build issue Java Affects Java cuDF API. labels May 24, 2024
@Matt711 Matt711 reopened this May 24, 2024
@github-actions github-actions bot removed the libcudf Affects libcudf (C++/CUDA) code. label May 24, 2024
@Matt711 Matt711 marked this pull request as ready for review May 28, 2024 12:34
@Matt711 Matt711 requested a review from a team as a code owner May 28, 2024 12:34
@Matt711 Matt711 requested review from vyasr and lithomas1 and removed request for a team May 28, 2024 12:34
@Matt711 Matt711 changed the base branch from branch-24.06 to branch-24.08 May 28, 2024 12:37
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Matt711 commented May 28, 2024

/ok to test

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Matt711 commented May 29, 2024

/ok to test

@Matt711 Matt711 force-pushed the feature/combine-fast-and-slow-paths branch from 9ca34ff to af0d9ce Compare June 3, 2024 15:16
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Matt711 commented Jun 3, 2024

/ok to test

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Matt711 commented Jun 3, 2024

/ok to test

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Just an idea that might avoid the need to monkeypatch.

What if if we use a UDF that should always be different between cudf and pandas like:

import time

def udf(*args, *kwargs):
     return time.time()

Then have s.apply(udf) as the base test case?

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bdice commented Jun 3, 2024

@mroeschke I considered that kind of thing but I wasn't able to come up with a function (or UDF) that we support in cudf that would intentionally deviate from pandas behavior and be deterministic. The only documented difference is the row ordering of joins, and that's nondeterministic: https://docs.rapids.ai/api/cudf/nightly/cudf_pandas/faq/#are-there-any-known-limitations

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Matt711 commented Jun 3, 2024

import time

def udf(*args, *kwargs):
     return time.time()

Then have s.apply(udf) as the base test case?

I think the results returned are the same. When I tried the udf you suggested before here, I got the same thing.

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Ah thanks both for checking 👍

@github-actions github-actions bot added the cudf.pandas Issues specific to cudf.pandas label Jun 4, 2024
@Matt711 Matt711 requested a review from bdice June 4, 2024 14:37
rapids-bot bot pushed a commit that referenced this pull request Jun 5, 2024
This PR provides documentation for cudf.pandas in the Developer Guide. It will describe the fast-slow proxy wrapping scheme as well as document the `CUDF_PANDAS_DEBUGGING` environment variable created in PR #15837 for issue #14975.

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

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

URL: #15889
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/okay to test

@Matt711 Matt711 force-pushed the feature/combine-fast-and-slow-paths branch from 4637b04 to 4a61868 Compare June 7, 2024 15:35
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Matt711 commented Jun 7, 2024

/okay to test

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Thanks for the many iterations here. I would like a few clarifying comments about why the explicit monkeypatch undo is needed, otherwise I think this is good to go. Add those comments and you can merge once other reviewers are happy.

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/okay to test

@Matt711 Matt711 dismissed stale reviews from vyasr and wence- June 8, 2024 00:48

All reviews addressed

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Matt711 commented Jun 9, 2024

/merge

@rapids-bot rapids-bot bot merged commit bfad68c into rapidsai:branch-24.08 Jun 9, 2024
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6 participants