Add GPU support to the Polars LazyFrame profiler

[Matt711]

Description

Closes #16224. Depends on pola-rs/polars#20693

Checklist

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

[copy-pr-bot]

Auto-sync is disabled for draft pull requests in this repository. Workflows must be run manually.

Contributors can view more details about this message here.

[Matt711]

This is what the profile would looks like.
TODO

• report the time in us
• time each node separately

In [1]: import polars as pl

In [2]: lf = pl.LazyFrame(
   ...:     {
   ...:         "a": ["a", "b", "a", "b", "b", "c"],
   ...:         "b": [1, 2, 3, 4, 5, 6],
   ...:         "c": [6, 5, 4, 3, 2, 1],
   ...:     }
   ...: )
   ...: lf.group_by("a", maintain_order=True).agg(pl.all().sum()).sort(
   ...:     "a"
   ...: ).profile(engine="gpu")
Out[2]: 
(shape: (3, 3)
 ┌─────┬─────┬─────┐
 │ a   ┆ b   ┆ c   │
 │ --- ┆ --- ┆ --- │
 │ str ┆ i64 ┆ i64 │
 ╞═════╪═════╪═════╡
 │ a   ┆ 4   ┆ 10  │
 │ b   ┆ 11  ┆ 10  │
 │ c   ┆ 6   ┆ 1   │
 └─────┴─────┴─────┘,
 shape: (2, 3)
 ┌──────────────┬───────────────┬───────────────┐
 │ node         ┆ start         ┆ end           │
 │ ---          ┆ ---           ┆ ---           │
 │ str          ┆ u64           ┆ u64           │
 ╞══════════════╪═══════════════╪═══════════════╡
 │ optimization ┆ 0             ┆ 5700362213737 │
 │ GPU callback ┆ 5700362213737 ┆ 5700362795311 │
 └──────────────┴───────────────┴───────────────┘)

[copy-pr-bot]

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

Pull request vetters can view their responsibilities here.

Contributors can view more details about this message here.