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@@ -8,7 +8,7 @@ We encountered two major loss spikes while [training K2](https://huggingface.co/
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  We are releasing these checkpoints so others can study this interesting phenomena in large model training.
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- <img src="k2_spike_1.png" alt="k2 spike 1"/>
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  # Purpose
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  Loss spikes are still a relatively unknown phenomena. By making these spikes and associated training details available, we hope others use these artifacts to further the worlds knowledge on this topic.
 
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  We are releasing these checkpoints so others can study this interesting phenomena in large model training.
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+ <img src="loss_spike.png" alt="k2 loss spikes"/>
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  # Purpose
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  Loss spikes are still a relatively unknown phenomena. By making these spikes and associated training details available, we hope others use these artifacts to further the worlds knowledge on this topic.