Support of take from pytorch

[KexinFeng]

Description

This is a follow-up on PR #1622. The take feature will enable more advanced indexing.

It's the same as take in numpy and pytorch.

Defination of NDArray take(NDArray index):
Returns a partial pointed by the index array, according to row-major-ordering linear indexing.
The shape of the output is decided by that of index.

[codecov-commenter]

Codecov Report

Merging #1627 (706ec85) into master (bb5073f) will decrease coverage by 1.22%.
The diff coverage is 61.96%.

@@             Coverage Diff              @@
##             master    #1627      +/-   ##
============================================
- Coverage     72.08%   70.86%   -1.23%     
- Complexity     5126     5438     +312     
============================================
  Files           473      507      +34     
  Lines         21970    23784    +1814     
  Branches       2351     2589     +238     
============================================
+ Hits          15838    16854    +1016     
- Misses         4925     5636     +711     
- Partials       1207     1294      +87     

Impacted Files	Coverage Δ
api/src/main/java/ai/djl/modality/cv/Image.java	69.23% <ø> (-4.11%)	⬇️
...i/djl/modality/cv/translator/BigGANTranslator.java	21.42% <ø> (-5.24%)	⬇️
...odality/cv/translator/BigGANTranslatorFactory.java	33.33% <0.00%> (+8.33%)	⬆️
...nslator/InstanceSegmentationTranslatorFactory.java	14.28% <0.00%> (-3.90%)	⬇️
.../modality/cv/translator/YoloTranslatorFactory.java	8.33% <0.00%> (-1.67%)	⬇️
...i/djl/modality/cv/translator/YoloV5Translator.java	5.69% <0.00%> (ø)
...odality/cv/translator/YoloV5TranslatorFactory.java	8.33% <0.00%> (-1.67%)	⬇️
...pi/src/main/java/ai/djl/ndarray/BytesSupplier.java	54.54% <0.00%> (-12.13%)	⬇️
...ain/java/ai/djl/ndarray/index/dim/NDIndexPick.java	100.00% <ø> (ø)
api/src/main/java/ai/djl/nn/Blocks.java	75.00% <0.00%> (-25.00%)	⬇️
... and 245 more

---

Continue to review full report at Codecov.

Legend - Click here to learn more
Δ = absolute <relative> (impact), ø = not affected, ? = missing data
Powered by Codecov. Last update 46d3479...706ec85. Read the comment docs.