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<title>faeval.git/protocol/examples/training_monitor_demo.py, branch master</title>
<subtitle>Unnamed repository; edit this file 'description' to name the repository.
</subtitle>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/'/>
<entry>
<title>Add training-monitor early-stop demo: 96% compute savings on DFA</title>
<updated>2026-04-08T04:06:01+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-08T04:06:01+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=e53327ac6d7d5be097c3de434caa700c52c598e9'/>
<id>e53327ac6d7d5be097c3de434caa700c52c598e9</id>
<content type='text'>
Demonstrates the practical use case of the protocol — not as a post-hoc
audit but as an in-training abort condition. Walks through the existing
per-epoch trace and shows when the protocol would have triggered an early
stop on DFA training and what the saved compute would be.

Result: DFA on 4-block d=256 ResMLP fires diagnostic (b) at epoch 4 with
test acc 0.3076. The final acc at epoch 100 is *also* 0.3076 (identical).
Stopping at epoch 4 saves 96% of compute with zero headline acc loss.
</content>
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<pre>
Demonstrates the practical use case of the protocol — not as a post-hoc
audit but as an in-training abort condition. Walks through the existing
per-epoch trace and shows when the protocol would have triggered an early
stop on DFA training and what the saved compute would be.

Result: DFA on 4-block d=256 ResMLP fires diagnostic (b) at epoch 4 with
test acc 0.3076. The final acc at epoch 100 is *also* 0.3076 (identical).
Stopping at epoch 4 saves 96% of compute with zero headline acc loss.
</pre>
</div>
</content>
</entry>
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