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  # LLM360 Research Suite: K2 Loss Spike 2
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- We encountered two major loss spikes while training K2.
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  * The [first loss spike](https://huggingface.co/LLM360/K2-Spike-1/) occured after X checkpoints and lasted over ~34 checkpoints. We restarted training at checkpoint X and training returned to normal.
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  * The second loss spike occured after restarting training to fix the first loss spike at checkpoint X and lasted from ~8 checkpoints.
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  # LLM360 Research Suite: K2 Loss Spike 2
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+ We encountered two major loss spikes while [training K2](https://huggingface.co/LLM360/K2).
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  * The [first loss spike](https://huggingface.co/LLM360/K2-Spike-1/) occured after X checkpoints and lasted over ~34 checkpoints. We restarted training at checkpoint X and training returned to normal.
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  * The second loss spike occured after restarting training to fix the first loss spike at checkpoint X and lasted from ~8 checkpoints.
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