Sanjay002 commited on
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1711b65
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Create app.py

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  1. app.py +20 -0
app.py ADDED
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+ import gradio as gr
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+ import torch
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+ from transformers import AutoTokenizer, AutoModelForCausalLM
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+ from peft import PeftModel
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+
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+ base_model = "ybelkada/falcon-7b-sharded-bf16"
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+ adapter_model = "Sanjay002/falcon-7b-mental-health-finetuned"
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+
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+ tokenizer = AutoTokenizer.from_pretrained(base_model)
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+ model = AutoModelForCausalLM.from_pretrained(base_model, device_map="auto", torch_dtype=torch.float16)
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+ model = PeftModel.from_pretrained(model, adapter_model)
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+ model.eval()
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+
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+ def chat(message):
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+ inputs = tokenizer(message, return_tensors="pt").to("cuda")
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+ outputs = model.generate(**inputs, max_new_tokens=150, do_sample=True, temperature=0.7)
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+ response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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+ return response
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+
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+ gr.Interface(fn=chat, inputs="text", outputs="text", title="🧠 Mental Health Chatbot").queue().launch(share=False)