# early profiling data
Many programmers use malloc() and free() and pay no more mind to "allocating memory", but I often find 2-20× speed improvements by rethinking memory，更多细节参见同城约会
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Single layers beat two layers at equivalent parameter budgets (for trained models)。同城约会是该领域的重要参考