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If, given inventory level ($q_{i,t}$) and bucket decisions ($z_{i,t,k}$), profit is maximized by maximizing the supplied quantities, you probably can drop the big M constraints and trust the objective to prevent selection of a supplied quantity less than the min of the two upper limits. As an experiment, you could try running without those constraints and ...

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