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hrishikeshagi
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0e54263
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Parent(s):
caa6b6f
Create app.py
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app.py
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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import torch
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tokenizer = AutoTokenizer.from_pretrained("microsoft/GODEL-v1_1-base-seq2seq")
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model = AutoModelForSeq2SeqLM.from_pretrained("microsoft/GODEL-v1_1-base-seq2seq")
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def predict(input, history=[]):
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instruction = 'Instruction: given a dialog context, you need to response empathically'
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knowledge = ' '
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s = list(sum(history, ()))
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s.append(input)
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#print(s)
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dialog = ' EOS ' .join(s)
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#print(dialog)
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query = f"{instruction} [CONTEXT] {dialog} {knowledge}"
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top_p = 0.9
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min_length = 8
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max_length = 64
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# tokenize the new input sentence
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new_user_input_ids = tokenizer.encode(f"{query}", return_tensors='pt')
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output = model.generate(new_user_input_ids, min_length=int(
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min_length), max_length=int(max_length), top_p=top_p, do_sample=True).tolist()
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response = tokenizer.decode(output[0], skip_special_tokens=True)
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history.append((input, response))
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return history, history
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import gradio as gr
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gr.Interface(fn=predict,
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inputs=["text",'state'],
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outputs=["chatbot",'state']).launch()
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