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Replace JuMPDict with Dict. Rewrite JuMPArray to be compatible with AbstractArray. Explicit keyword argument in macro to force container type. Closes #1099 Closes #1047 Closes #417 (collect is now well defined for Array, JuMPArray, and Dict) Closes #833 (`eachindex` and `indices` are defined for JuMPArray) Closes #740 (dot broadcast syntax is now the default, no need to explicitly define vectorized functions) Closes #922 (fixed by checking for duplicates) Closes #933 (corollary: closes #346) Closes #643 (colons work for Array and JuMPArray, obviously not Dict) Closes #730 (end is not supported for JuMPArray) Closes #646 (we now rely on built-in iteration behavior for Dict)
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