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.

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[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 │
 └──────────────┴───────────────┴───────────────┘)

[Matt711]

ignore, will delete