lazy reductions: add keepdims support and various functions - #34
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autoray.lazy, reductions such assumnow support thekeepdimskwarg. Also added"mean","std","var","all","any","count_nonzero","argmin","argmax"and"cumsum". Reductions also now pass through anykwargse.g. those specific to a particular reduction.