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README.md
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---
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language:
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- en
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tags:
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- text-generation
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- finetuned
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datasets:
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- neulab/tldr
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license: apache-2.0
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pipeline_tag: text-generation
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---
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# Commonsense-QA-Mistral-7B
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This is a finetuned model of [mistralai/Mistral-7B-Instruct-v0.1](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1)
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with [neulab/tldr](https://huggingface.co/datasets/neulab/tldr) dataset.
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The model is loaded in 4-bit and fine-tuned with LoRA.
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## Usage
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### Loading of model:
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```python
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# Load model directly
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from transformers import AutoTokenizer, AutoModelForCausalLM
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model = AutoModelForCausalLM.from_pretrained(
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"rvv-karma/BASH-Coder-Mistral-7B",
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low_cpu_mem_usage=True,
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return_dict=True,
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torch_dtype=torch.bfloat16,
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device_map="auto",
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)
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tokenizer = AutoTokenizer.from_pretrained("rvv-karma/BASH-Coder-Mistral-7B", trust_remote_code=True)
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tokenizer.pad_token = tokenizer.eos_token
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tokenizer.padding_side = "left"
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```
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### Sample:
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```python
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pipe = pipeline(
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task="text-generation",
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model=model,
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tokenizer=tokenizer,
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return_full_text=False,
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pad_token_id=tokenizer.pad_token_id,
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eos_token_id=13,
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max_new_tokens=8
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)
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prompt = """QUESTION: fix a given ntfs partition
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ANSWER: """
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result = pipe(prompt)
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generated = result[0]['generated_text']
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print(generated)
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# Output: sudo ntfsfix {{/dev/sdXN}}
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```
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## Fine-tuning script
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[Kaggle Notebook](https://www.kaggle.com/code/rvkarma/bash-coder-mistral-7b)
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