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@@ -7,7 +7,7 @@ tags: [llama2, peft, character-chatbot, gradio, 4bit]
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  # LLM Character-Based Chatbot (LoRA Fine-Tuned)
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- This model fine-tunes Meta's `LLaMA-2-7b-chat-hf` using PEFT and LoRA to create a **character-based chatbot** that mimics the style and personality of a fictional character. It has been trained on question-answering dataset structured in a conversational format. The dataset was formatted using Hugging Face’s chat_template, ensuring compatibility with the expected message-prompt structure of the base chat-hf variant of LLaMA-2.
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  ---
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@@ -19,14 +19,12 @@ This model fine-tunes Meta's `LLaMA-2-7b-chat-hf` using PEFT and LoRA to create
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  - **Language:** English
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  - **Tokenizer:** Same as base model
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  - **Intended Use:** Educational and personal projects
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- - **License:** LLaMA 2 community license (plus character-use disclaimers)
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  ---
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  ## How to Use
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- ## 🚀 How to Use
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-
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  ```python
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  from transformers import AutoTokenizer, AutoModelForCausalLM
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  from peft import PeftModel
 
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  # LLM Character-Based Chatbot (LoRA Fine-Tuned)
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+ This model fine-tunes Meta's `LLaMA-2-7b-chat-hf` using PEFT and LoRA to create a **character-based chatbot** that mimics the style and personality of a fictional character. It has been trained on question-answering dataset structured in a conversational format.
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  ---
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  - **Language:** English
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  - **Tokenizer:** Same as base model
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  - **Intended Use:** Educational and personal projects
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+ - **License:** This model is fine-tuned from Meta’s LLaMA-2-7b-chat-hf under the LLaMA 2 Community License and is intended for non-commercial, educational use only.
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  ---
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  ## How to Use
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  ```python
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  from transformers import AutoTokenizer, AutoModelForCausalLM
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  from peft import PeftModel