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perf(liger/cutile): tune cross_entropy BLOCK_SIZE by GPU arch & Modularize transformer HF benchmark & other updates#153

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hannahli-nv wants to merge 4 commits into
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tilegym_update
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perf(liger/cutile): tune cross_entropy BLOCK_SIZE by GPU arch & Modularize transformer HF benchmark & other updates#153
hannahli-nv wants to merge 4 commits into
mainfrom
tilegym_update

fix(ci): use in-tree tilegym for hf-bench and run tests via uv

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