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william4416
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Create app.py
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app.py
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import gradio as gr
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import torch
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import json
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title = "AI ChatBot"
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description = "A State-of-the-Art Large-scale Pretrained Response generation model (DialoGPT)"
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examples = [["How are you?"]]
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tokenizer = AutoTokenizer.from_pretrained("microsoft/DialoGPT-large")
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model = AutoModelForCausalLM.from_pretrained("microsoft/DialoGPT-large")
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def predict(input, history=[], json_file_path=''):
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if json_file_path:
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# Read JSON data from file
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with open(json_file_path, 'r') as file:
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json_data = json.load(file)
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# Get prompt from JSON data
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prompt = json_data["prompts"][0]["prompt"]
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# Use the prompt as input
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input = prompt
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# tokenize the new input sentence
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new_user_input_ids = tokenizer.encode(
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input + tokenizer.eos_token, return_tensors="pt"
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)
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# append the new user input tokens to the chat history
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bot_input_ids = torch.cat([torch.LongTensor(history), new_user_input_ids], dim=-1)
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# generate a response
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history = model.generate(
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bot_input_ids, max_length=4000, pad_token_id=tokenizer.eos_token_id
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).tolist()
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# convert the tokens to text, and then split the responses into lines
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response = tokenizer.decode(history[0]).split("\n")
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return response, history
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interface = gr.Interface(
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fn=predict,
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inputs=["text", "state", gr.inputs.File(label="JSON file")], # Added File input for JSON file
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outputs=["chatbot", "state"],
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title=title,
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description=description,
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examples=examples,
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theme="finlaymacklon/boxy_violet"
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)
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interface.launch()
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