Created README.md

README.md

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+---
+license: mit
+tags:
+- text-generation
+- conversational
+- falcon
+- lora
+- peft
+- trl
+- bitsandbytes
+---
+
+# Falcon-7b-chat-new-finetune
+
+This model is a fine-tuned version of [ybelkada/falcon-7b-sharded-bf16](https://huggingface.co/ybelkada/falcon-7b-sharded-bf16) using the [timdettmers/openassistant-guanaco](https://huggingface.co/datasets/timdettmers/openassistant-guanaco) dataset. It has been fine-tuned using LoRA (Low-Rank Adaptation), PEFT (Parameter-Efficient Fine-Tuning), and TRL (Transformer Reinforcement Learning) techniques. It also leverages BitsAndBytes for 4-bit quantization.
+
+## Model Description
+
+This model is intended for conversational AI tasks, such as chatbots and dialogue systems. It has been trained on a large dataset of human conversations and is capable of generating human-like text.
+
+## Intended Uses & Limitations
+
+- **Intended uses:** This model can be used for text generation, dialogue systems, and other conversational AI applications.
+- **Limitations:** The model may generate biased or offensive content. It is important to carefully review the model's outputs before using them in a production environment.
+
+## Training and Fine-tuning
+
+- **Base model:** [ybelkada/falcon-7b-sharded-bf16](https://huggingface.co/ybelkada/falcon-7b-sharded-bf16)
+- **Dataset:** [timdettmers/openassistant-guanaco](https://huggingface.co/datasets/timdettmers/openassistant-guanaco)
+- **Fine-tuning techniques:** LoRA, PEFT, TRL
+- **Quantization:** BitsAndBytes (4-bit)
+
+## How to Use
+```
+from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
+
+prompt = "Explain AI vs ML vs DL vs Generative AI."
+model_name = "chaitanya42/Falcon-7b-chat-new-finetune"
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(model_name)
+
+pipe = pipeline(task="text-generation", model=model, tokenizer=tokenizer, max_length=200)
+result = pipe(f"{prompt} \n")
+print(result[0]['generated_text'])
+```
+
+## Author
+
+This model was fine-tuned by [chaitanya42](https://huggingface.co/chaitanya42).