Add bubble sort and quick sort

[forFudan]

Add bubble sort and quick sort in numojo.core.sort module. Implement the sort method using the quick sort algorithm.

The location of the module is similar to the Numpy (numpy._core.npysort).

There is also a binary_sort function in the numojo.math.statistics.cumulative_reduce. I personally prefer a standalone sort module because the sorting functions are quite essential. Let's keep it an open discussion.

Test with an array of 10000 Float64 numbers, 1000 times.

Original array

[[      -1.2397359036589188     1.6120094337313993      1.3828016699156287      ...     -0.96682603166308989    -1.2589781838685108     -1.2540323302923684       ]]
Shape: [1, 10000]  DType: float64

==================================================
Binary sort
0.109690972 s

[[      -3.9278628912283353     -3.340264055200961      -3.2176295771029255     ...     3.9035814954840511      3.9165463112981165      4.1622896659028186        ]]
Shape: [1, 10000]  DType: float64

==================================================
Bubble sort
0.101396972 s

[[      -3.9278628912283353     -3.340264055200961      -3.2176295771029255     ...     3.9035814954840511      3.9165463112981165      4.1622896659028186        ]]
Shape: [1, 10000]  DType: float64

==================================================
Quick sort
0.00059504199999999995 s

[[      -3.9278628912283353     -3.340264055200961      -3.2176295771029255     ...     3.9035814954840511      3.9165463112981165      4.1622896659028186        ]]
Shape: [1, 10000]  DType: float64

==================================================
ndarray.sort method adopting quick sort
0.000594846 s

[[      -3.9278628912283353     -3.340264055200961      -3.2176295771029255     ...     3.9035814954840511      3.9165463112981165      4.1622896659028186        ]]
Shape: [1, 10000]  DType: float64