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Update MoE training documentation with examples, benchmarks, etc for the torchao v0.14 release

@danielvegamyhre danielvegamyhre added topic: documentation Use this tag if this PR adds or improves documentation moe labels Oct 13, 2025
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pytorch-bot bot commented Oct 13, 2025

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/ao/3163

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@meta-cla meta-cla bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Oct 13, 2025
#### Single device, torchao _scaled_grouped_mm forward + backward pass vs torch._grouped_mm

To reproduce this benchmark, on a B200 GPU machine, run the following command:
- `python benchmarks/prototype/moe_training/^Cnchmark_scaled_grouped_mm_dq.py --compile`
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fix link

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Thanks, fixed

@danielvegamyhre danielvegamyhre merged commit 838dceb into main Oct 14, 2025
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