Eight known continuations can create a 4 GiB vocabulary-output tensor before other allocations. Separate teacher-forced scoring from sampling, derive the peak, and choose a memory fix that preserves the intended supervision.
Every worked answer and derivation in all 12 topics, every concept page, the full practice-test bank, and every code drill’s edge-case tests and reference solution.
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