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* attention_head_dim * debug * print more info * correct num_attention_heads behaviour * down_block_num_attention_heads -> num_attention_heads. * correct the image link in doc. * add: deprecation for num_attention_head * fix: test argument to use attention_head_dim * more fixes. * quality * address comments. * remove depcrecation.