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README.md

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 license: apache-2.0
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-Train openllama-7b with in-context leanrning in 1TB token
+Train openllama-7b with [in-context leanrning](https://arxiv.org/abs/2310.10638)
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+A Reproduction of OpenLLaMA using 128 H100 GPUs in Bfloat16.
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+The pretrain data consists of Falcon, Starcoder, and the wikipedia, arxiv, books, stackexchange from RedPajama. In total, this encompassed nearly 1 trillion tokens.
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+The model was trained over a single epoch, incorporating 2000 warm-up steps and a cosine learning rate schedule, starting at 3e-5 with 4M batch size.
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+The sole distinction from the [OpenLLaMA 7B Base](https://huggingface.co/itsliupeng/openllama-7b-base) lies in the organization of Falcon documents, which follows the methodology outlined in this [arXiv paper](https://arxiv.org/abs/2310.10638).