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[submit] 5569f7d8f66a — val by hotkey 5DkeUCZNYrcG… - #1408

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[submit] 5569f7d8f66a — val by hotkey 5DkeUCZNYrcG…#1408
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RalphLabsAI:mainfrom
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v21: crowned #1317 recipe + WSD/Muon-wd/embed-AdamW trainer, throughput declared in config

In-place updates vs the pinned base: model/_v4skip.py (untied zero-init head + z-loss; checkpoint key-set identical to current canonical RalphBase), data/dataset.py (epoch-permutation no-replacement sampler), recipe/train.py (WSD stable/1-sqrt, Muon weight decay, embed AdamW, torch.compile + fast_kernels — both config-declared), configs/h100_proxy.json (run config). compile=true, fast_kernels=true, 5150 steps / 2.70B tokens.


Submission identifiers

bundle_hash: 5569f7d8f66acddaab97cef7ed45f6b6fc66ee5088992718267c0a146c58aae1
miner_hotkey: 5DkeUCZNYrcGneX7wJDUqYxENX7CicSbzFhnbwhpyyDqYok6
miner_github: @HadesHappy
signature: d79426d1082dfae90b53dd70c95ad5ef…

Submitted via scripts/miner_run.py. The validator will compare
this PR's diff against the bundle's patch.diff byte-for-byte.

# v21: crowned RalphLabsAI#1317 recipe + WSD/Muon-wd/embed-AdamW trainer, throughput declared in config

In-place updates vs the pinned base: model/_v4skip.py (untied zero-init head + z-loss; checkpoint key-set identical to current canonical RalphBase), data/dataset.py (epoch-permutation no-replacement sampler), recipe/train.py (WSD stable/1-sqrt, Muon weight decay, embed AdamW, torch.compile + fast_kernels — both config-declared), configs/h100_proxy.json (run config). compile=true, fast_kernels=true, 5150 steps / 2.70B tokens.

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## Submission identifiers

**bundle_hash:** `5569f7d8f66acddaab97cef7ed45f6b6fc66ee5088992718267c0a146c58aae1`
**miner_hotkey:** `5DkeUCZNYrcGneX7wJDUqYxENX7CicSbzFhnbwhpyyDqYok6`
**miner_github:** @HadesHappy
**signature:** `d79426d1082dfae90b53dd70c95ad5ef…`

Submitted via `scripts/miner_run.py`. The validator will compare
this PR's diff against the bundle's `patch.diff` byte-for-byte.
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