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@@ -15,10 +15,10 @@ fp16 weights can be found here: https://huggingface.co/bhenrym14/airophin-13b-pn
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  ## Overview
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  This is a finetune of Llama-2-13b, intended to extend the useful context window to 16384 tokens. There are two training phases:
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- 1. It is first trained on a long-context (7000-8192 tokens) subset of [dolphin](https://huggingface.co/datasets/ehartford/dolphin), an orca-like dataset (GPT4 split only). This amounts to roughly 110mm tokens. Airoboros-like training prompt was used, with partial NTK scaling applied. This took ~20 hours.
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- 2. The model was then finetuned on [Jon Durbin's Airoboros GPT4 1.4.1](https://huggingface.co/datasets/jondurbin/airoboros-gpt4-1.4.1) for 3 epochs. This took ~17 hours.
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- **This is a QLoRA fine-tune**.
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  All training was performed with 1x RTX 6000 Ada.
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  ## Overview
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  This is a finetune of Llama-2-13b, intended to extend the useful context window to 16384 tokens. There are two training phases:
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+ 1. It is first trained on a long-context (7000-8192 tokens) subset of [dolphin](https://huggingface.co/datasets/ehartford/dolphin), an orca-like dataset (GPT4 split only). This amounts to roughly 110mm tokens. Airoboros-like training prompt was used instead of the dolphin system prompt. Training was done with partial NTK scaling applied (scale factor of 4). This took ~20 hours.
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+ 2. The model was then finetuned on [Jon Durbin's Airoboros GPT4 1.4.1](https://huggingface.co/datasets/jondurbin/airoboros-gpt4-1.4.1), with same scaling approach, for 3 epochs. This took ~17 hours.
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+ **This is a QLoRA fine-tune (rank 64)**.
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  All training was performed with 1x RTX 6000 Ada.
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