Feature: Polars integration

[NielsPraet]

No description provided.

[codspeed-hq]

CodSpeed Performance Report

Merging #60 will degrade performances by 82.11%

_{Comparing NielsPraet:feature/polars-integration (d3d71cd) with main (25d5648)}

Summary

❌ 177 regressions
✅ 213 untouched benchmarks

⚠️ Please fix the performance issues or acknowledge them on CodSpeed.

Benchmarks breakdown

	Benchmark	main	NielsPraet:feature/polars-integration	Change
❌	test_m4_no_x[False-float32-100-100,000]	7.3 ms	9.3 ms	-21.85%
❌	test_m4_no_x[False-float32-1,000-1,000,000]	69.6 ms	89.9 ms	-22.61%
❌	test_m4_no_x[False-int32-100-100,000]	1.4 ms	3.5 ms	-58.89%
❌	test_m4_no_x[False-float64-100-1,000,000]	139.8 ms	180 ms	-22.32%
❌	test_m4_no_x[False-float32-100-1,000,000]	69.4 ms	89.5 ms	-22.46%
❌	test_m4_no_x[False-float64-1,000-1,000,000]	140 ms	180.3 ms	-22.37%
❌	test_m4_no_x[False-int32-1,000-1,000,000]	5.1 ms	25.4 ms	-79.93%
❌	test_m4_no_x[False-float64-100-100,000]	14.4 ms	18.5 ms	-21.89%
❌	test_m4_no_x[False-int64-1,000-1,000,000]	9.3 ms	49.7 ms	-81.2%
❌	test_m4_no_x[False-int32-100-1,000,000]	5 ms	25.1 ms	-80.14%
❌	test_m4_no_x[False-int64-5,000-1,000,000]	9.9 ms	13.9 ms	-28.79%
❌	test_m4_no_x[False-int32-5,000-1,000,000]	5.7 ms	8.6 ms	-33.5%
❌	test_m4_no_x[False-int32-1,000-100,000]	1.6 ms	2.1 ms	-24.6%
❌	test_m4_no_x[False-int64-100-100,000]	2 ms	6 ms	-67.21%
❌	test_m4_no_x[False-int64-100-1,000,000]	9.2 ms	49.4 ms	-81.31%
❌	test_m4_no_x[False-int64-1,000-100,000]	2.1 ms	2.7 ms	-21.22%
❌	test_m4_no_x[False-int64-5,000-100,000]	2.6 ms	3.4 ms	-23.48%
❌	test_m4_no_x[False-int32-5,000-100,000]	2.2 ms	2.9 ms	-25.59%
❌	test_m4_with_x[False-float32-1,000-1,000,000]	70.8 ms	91.1 ms	-22.3%
❌	test_m4_with_x[False-int32-5,000-1,000,000]	7.3 ms	10.2 ms	-28.06%
...	...	...	...	...

ℹ️ Only the first 20 benchmarks are displayed. Go to the app to view all benchmarks.