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  # LLM360 Research Suite: K2 Loss Spike 1
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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 occurred after 160 checkpoints and lasted over ~34 checkpoints. We restarted training at checkpoint 160 and training returned to normal.
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- * The [second loss spike](https://huggingface.co/LLM360/K2-Spike-2/) occurred after restarting training to fix the first loss spike at checkpoint 160 and lasted from ~8 checkpoints.
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  We are releasing these checkpoints so others can study this interesting phenomena in large model training.
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  # LLM360 Research Suite: K2 Loss Spike 1
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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 occurred after 160 checkpoints and lasted over ~34 checkpoints. We restarted training at checkpoint 160 and training returned to normal.
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+ * The [second loss spike](https://huggingface.co/LLM360/K2-Spike-2/) occurred after restarting training to fix the first loss spike at checkpoint 186 and lasted from ~8 checkpoints.
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  We are releasing these checkpoints so others can study this interesting phenomena in large model training.
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