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README.md
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license: cc-by-nc-4.0
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---
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---
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license: cc-by-nc-4.0
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language:
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- pl
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tags:
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- llama
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- qlora
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- instruct
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---
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This repo contains a qlora adapter for [Llama-2-7b](https://huggingface.co/meta-llama/Llama-2-7b-hf), trained on 1B tokens (available [here](https://huggingface.co/Azurro/llama-2-7b-qlora-polish)) and subsequently fine-tuned on a private instructions dataset, exclusively in Polish.
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The fine-tuning took 1 hour on a single RTX 4090 with the following hyperparameters:
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* context length: 2048
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* batch_size: 16
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* learning_rate: 0.0001
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* lora_r: 64
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* lora_alpha: 16
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* lora_modules: all
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* lora_dropout: 0.0
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* weight_decay: 0.1
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* max_grad_norm: 0.3
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* double_quant, nf4
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* optimizer: paged_adamw_32bit (beta2: 0.999)
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This adapter allows the model to speak Polish more accurately than vanilla [Llama-2-7b](https://huggingface.co/meta-llama/Llama-2-7b-hf).
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<p align="center">
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<img src="https://huggingface.co/Azurro/llama-2-7b-qlora-polish-instruct/raw/main/llama-2-7b-qlora-polish-instruct.jpg">
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</p>
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