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[ET][native] Verify bundled LLM samples through the runner - #24234
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Pull Request resolved: #24175 `run_hf_llm --verify_samples <set>` replays a sample set through `generate()`, with a fresh context per sample; every call must run `--method`. Each call's logits are compared under the sample's tolerance, then the sample's next token is forced. Exits 1 on any mismatch. Authored with Claude Code. ghstack-source-id: 458622296 @exported-using-ghexport Differential Revision: [D125544389](https://our.internmc.facebook.com/intern/diff/D125544389/)
🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/24234
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This PR was created by the merge bot to help merge the original PR into the main branch.
ghstack PR number: #24175 by @digantdesai
^ Please use this as the source of truth for the PR details, comments, and reviews
ghstack PR base: https://github.com/pytorch/executorch/tree/gh/digantdesai/181/base
ghstack PR head: https://github.com/pytorch/executorch/tree/gh/digantdesai/181/head
Merge bot PR base: https://github.com/pytorch/executorch/tree/gh/digantdesai/180/orig
Merge bot PR head: https://github.com/pytorch/executorch/tree/gh/digantdesai/181/orig
Differential Revision: D125544389
@diff-train-skip-merge