migrate to nanobind

[jmoralez]

No description provided.

[codspeed-hq]

CodSpeed Performance Report

Merging #44 will degrade performances by 37.94%

_{Comparing nanobind (290b913) with main (733b51c)}

Summary

⚡ 1 improvements
❌ 12 regressions
✅ 7 untouched benchmarks

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

Benchmarks breakdown

	Benchmark	main	nanobind	Change
⚡	test_ewm	139.8 µs	74.6 µs	+87.37%
❌	test_lag_transforms[expanding_max]	31.8 ms	51.2 ms	-37.94%
❌	test_lag_transforms[expanding_min]	33.3 ms	52.1 ms	-36.13%
❌	test_lag_transforms[expanding_std]	24.3 ms	33.9 ms	-28.31%
❌	test_lag_transforms[rolling_max]	28.9 ms	46.1 ms	-37.3%
❌	test_lag_transforms[rolling_min]	30 ms	46.8 ms	-35.83%
❌	test_lag_transforms[rolling_quantile]	991.5 ms	1,130.2 ms	-12.27%
❌	test_lag_transforms[rolling_std]	23.4 ms	34.7 ms	-32.49%
❌	test_lag_transforms[seasonal_rolling_max]	43.8 ms	56.2 ms	-22.09%
❌	test_lag_transforms[seasonal_rolling_min]	44.9 ms	56.9 ms	-21.1%
❌	test_lag_transforms[seasonal_rolling_quantile]	999.7 ms	1,137 ms	-12.07%
❌	test_lag_transforms[seasonal_rolling_std]	32.1 ms	44 ms	-27.14%
❌	test_scalers[standard]	9.7 ms	12 ms	-18.79%