New objects on every statement. A new SimpleTransaction, a new VdbeProgram, a new MemDatabase, and a new VdbeEngine are allocated and destroyed per statement. SQLite reuses all of these across the connection lifecycle via a lookaside allocator to eliminate malloc/free in the execution loop.
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Unsloth makes Qwen3.5 train 1.5× faster and uses 50% less VRAM than FA2 setups.。PDF资料对此有专业解读
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