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  1. 1Modify this PyTorch pseudo-code to perform negative sampling if the pos_ids are known: label #shape=[batch_s, pos_ids] hidden #shape=[batch_s, ch] logits #shape=[ch, C] out=np.dot(logits, hidden(X)) #shape=[batch_s, C] loss=cross_entropy(out, label)MediumProduct· SAP