improve rolling_{min/max/sum/mean} prerformance ~3.4x

[ritchie46]

Also improvements to rolling_min/ rolling_max kernels. They can maintain a rolling min/max state. No need to to do an O(n) operation at every new window.

We can do the same with sum. Will add that to this PR.

bench_1                 time:   [543.66 us 544.71 us 546.00 us]
                        change: [-70.677% -70.627% -70.585%] (p = 0.00 < 0.05)
                        Performance has improved.

[codecov-commenter]

Codecov Report

Merging #3444 (d246c45) into master (24ddb90) will increase coverage by 1.42%.
The diff coverage is 46.46%.

@@            Coverage Diff             @@
##           master    #3444      +/-   ##
==========================================
+ Coverage   62.08%   63.51%   +1.42%     
==========================================
  Files         396      398       +2     
  Lines       68188    66880    -1308     
==========================================
+ Hits        42337    42481     +144     
+ Misses      25851    24399    -1452     

Impacted Files	Coverage Δ
polars/polars-arrow/src/kernels/rolling/nulls.rs	0.00% <0.00%> (ø)
...ars-arrow/src/kernels/rolling/quantile_no_nulls.rs	44.48% <0.00%> (ø)
polars/polars-arrow/src/lib.rs	0.00% <0.00%> (ø)
...-arrow/src/kernels/rolling/sum_min_max_no_nulls.rs	39.32% <39.32%> (ø)
.../polars-arrow/src/kernels/rolling/mean_no_nulls.rs	50.94% <50.94%> (ø)
...olars-core/src/chunked_array/ops/rolling_window.rs	84.24% <75.00%> (+47.90%)	⬆️
polars/polars-arrow/src/kernels/rolling/mod.rs	84.41% <91.66%> (+3.28%)	⬆️
...olars/polars-arrow/src/kernels/rolling/no_nulls.rs	80.69% <100.00%> (+20.64%)	⬆️
polars/polars-arrow/src/kernels/rolling/window.rs	26.14% <100.00%> (-4.77%)	⬇️
... and 44 more

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