Duplicate from tloen/alpaca-lora-7b
Browse filesCo-authored-by: Eric J. Wang <[email protected]>
- .gitattributes +34 -0
- README.md +34 -0
- adapter_config.json +20 -0
- adapter_model.bin +3 -0
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README.md
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---
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license: mit
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datasets:
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- yahma/alpaca-cleaned
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duplicated_from: tloen/alpaca-lora-7b
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---
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This repo contains a low-rank adapter for LLaMA-7b
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fit on the [Stanford Alpaca](https://github.com/tatsu-lab/stanford_alpaca) dataset.
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This version of the weights was trained with the following hyperparameters:
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- Epochs: 10 (load from best epoch)
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- Batch size: 128
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- Cutoff length: 512
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- Learning rate: 3e-4
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- Lora _r_: 16
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- Lora target modules: q_proj, k_proj, v_proj, o_proj
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That is:
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```
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python finetune.py \
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--base_model='decapoda-research/llama-7b-hf' \
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--num_epochs=10 \
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--cutoff_len=512 \
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--group_by_length \
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--output_dir='./lora-alpaca-512-qkvo' \
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--lora_target_modules='[q_proj,k_proj,v_proj,o_proj]' \
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--lora_r=16 \
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--micro_batch_size=8
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```
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Instructions for running it can be found at https://github.com/tloen/alpaca-lora.
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adapter_config.json
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{
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"base_model_name_or_path": "decapoda-research/llama-7b-hf",
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"bias": "none",
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"enable_lora": null,
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"fan_in_fan_out": false,
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"inference_mode": true,
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"lora_alpha": 16,
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"lora_dropout": 0.05,
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"merge_weights": false,
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 16,
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"target_modules": [
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"q_proj",
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"k_proj",
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"v_proj",
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"o_proj"
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],
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"task_type": "CAUSAL_LM"
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}
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adapter_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:2e7187f51fbdeff8815046d30f0a325e43491040e6eac8cec5e2ba64f1e87807
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size 67201357
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