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Update app.py
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app.py
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@@ -1,19 +1,9 @@
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import streamlit as st
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import
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# Load pre-trained model and tokenizer from the "KhantKyaw/T5-small_new_chatbot"
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model_name = "KhantKyaw/T5-small_new_chatbot" # Use the fine-tuned model
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model = T5ForConditionalGeneration.from_pretrained(model_name)
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tokenizer = T5Tokenizer.from_pretrained(model_name)
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# Set device to GPU if available for faster inference, otherwise fallback to CPU
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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model.to(device)
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# Streamlit Interface
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st.title("Mental Health Chatbot with T5")
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def generate_response(input_text):
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input_ids = tokenizer.encode(input_text, return_tensors='pt')
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outputs = model.generate(input_ids,
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outputs[0], skip_special_tokens=True)
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return generated_text
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prompt = st.chat_input(placeholder="Say Something!",key=None, max_chars=None, disabled=False, on_submit=None, args=None, kwargs=None)
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if prompt:
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with st.chat_message(name="AI",avatar=None):
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st.write(generate_response(prompt))
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import streamlit as st
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import transformers
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from transformers import T5Tokenizer, T5ForConditionalGeneration
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model_name = "t5-small"
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tokenizer = T5Tokenizer.from_pretrained(model_name)
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model = T5ForConditionalGeneration.from_pretrained(model_name)
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def generate_response(input_text):
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input_ids = tokenizer.encode(input_text, return_tensors='pt')
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outputs = model.generate(input_ids,
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outputs[0], skip_special_tokens=True)
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return generated_text
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prompt = st.chat_input(placeholder="Say Something!",key=None, max_chars=None, disabled=False, on_submit=None, args=None, kwargs=None)
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if prompt:
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with st.chat_message(name="AI",avatar=None):
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st.write(generate_response(prompt))
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