benchmark: Split Polars agent into native and concise

[rht]

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[rht]

I'm not sure about including the .png this early, because we are going to do lots of iterations on the code anyway. I will delete it once this PR is approved.

[adamamer20]

I don't know why polars native has an initial spike. Maybe it's related to caching?

I'm not sure about including the .png this early, because we are going to do lots of iterations on the code anyway. I will delete it once this PR is approved.

OK for me.

[rht]

I can't reproduce the Polars spikes in your plot. This is what it looks like on main after you have merged this PR and I have pulled from upstream main:

Polars version: 1.1.0
Python: 3.11

[adamamer20]

Then it's probably related to perfplot on my laptop. I noticed that with a less powerful CPU and less RAM the collected time becomes more unstable.