Port the SpatialPooler
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help wanted
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Description
Sources:
https://github.com/htm-community/htm/blob/master/spatialPooler.go
https://github.com/htm-community/htm/blob/master/spatialPooler_test.go
https://github.com/htm-community/htm/blob/master/spatialPoolerCompute_test.go
https://github.com/htm-community/htm/blob/master/spatialPoolerBoost_test.go
this will be a longer task. Smaller PR chunks might be required
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