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--- |
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base_model: unsloth/Meta-Llama-3.1-8B |
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language: |
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- en |
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license: llama3.1 |
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tags: |
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- text-generation-inference |
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- transformers |
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- unsloth |
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- llama |
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- trl |
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- sft |
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datasets: |
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- mpasila/Discord-short-sharegpt |
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--- |
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Trained on Discord chatlogs from this [dataset](https://huggingface.co/datasets/mpasila/Discord-short-sharegpt). |
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Uses Llama 3.1 formatting. |
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LoRA: [mpasila/Llama-3.1-Discord-Short-LoRA-8B](https://huggingface.co/mpasila/Llama-3.1-Discord-Short-LoRA-8B) |
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Trained with regular LoRA (not quantized/QLoRA) and LoRA rank was 128 and Alpha set to 32. Trained for 1 epoch using A40 for about 5,5 hours. |
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```python |
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args = UnslothTrainingArguments( |
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per_device_train_batch_size = 1, |
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gradient_accumulation_steps = 8, |
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warmup_ratio = 0.1, |
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num_train_epochs = 1, |
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learning_rate = 5e-5, |
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embedding_learning_rate = 5e-6, |
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fp16 = not is_bfloat16_supported(), |
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bf16 = is_bfloat16_supported(), |
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logging_steps = 1, |
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optim = "adamw_8bit", |
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weight_decay = 0.00, |
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lr_scheduler_type = "cosine", |
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seed = 3407, |
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output_dir = "outputs", |
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), |
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``` |
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# Uploaded model |
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- **Developed by:** mpasila |
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- **License:** Llama 3.1 Community License Agreement |
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- **Finetuned from model :** unsloth/Meta-Llama-3.1-8B |
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This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library. |
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[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth) |
