全年货物运输总量[31]597亿吨，比上年增长3.2%。货物运输周转量274116亿吨公里，增长4.6%。港口完成货物吞吐量183亿吨，比上年增长4.2%，其中外贸货物吞吐量57亿吨，增长4.7%。港口集装箱吞吐量35447万标准箱，增长6.8%。（见表5）
We have one horrible disjuncture, between layers 6 → 2. I have one more hypothesis: A little bit of fine-tuning on those two layers is all we really need. Fine-tuned RYS models dominate the Leaderboard. I suspect this junction is exactly what the fine-tuning fixes. And there’s a great reason to do this: this method does not use extra VRAM! For all these experiments, I duplicated layers via pointers; the layers are repeated without using more GPU memory. Of course, we do need more compute and more KV cache, but that’s a small price to pay for a verifiably better model. We can just ‘fix’ an actual copies of layers 2 and 6, and repeat layers 3-4-5 as virtual copies. If we fine-tune all layer, we turn virtual copies into real copies, and use up more VRAM.
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