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perf(checkpoint): load standard HF safetensors with DCP - #3616

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perf(checkpoint): load standard HF safetensors with DCP#3616
yuhezhang-ai wants to merge 5 commits into
yuhez/perf/low-memory-dcp-loadfrom
yuhez/perf/standard-hf-dcp-load

docs(model): update dequantization routing comment

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