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app.py
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# import gradio as gr
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# from groq import Groq
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# client = Groq(
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# api_key=("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"),
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# )
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# def generate_response(input_text):
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# chat_completion = client.chat.completions.create(
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# messages=[
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# {
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# "role": "user",
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# "content": input_text,
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# }
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# ],
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# model="llama3-8b-8192",
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# )
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# return chat_completion.choices[0].message.content
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# custom_css = """
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# body {
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# background-color: #f5f5f5;
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# font-family: 'Arial', sans-serif;
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# color: #333;
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# }
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# .gradio-container {
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# border-radius: 12px;
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# padding: 20px;
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# background-color: #ffffff;
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# box-shadow: 0 2px 10px rgba(0, 0, 0, 0.1);
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# }
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# input[type="text"], textarea {
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# border-radius: 10px;
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# border: 1px solid #ddd;
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# padding: 12px;
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# width: 100%;
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# font-size: 14px;
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# color: #333;
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# background-color: #f9f9f9;
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# }
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# button {
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# background-color: #007bff;
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# color: white;
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# border: none;
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# padding: 12px 24px;
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# border-radius: 10px;
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# cursor: pointer;
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# font-size: 14px;
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# font-weight: bold;
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# }
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# button:hover {
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# background-color: #0056b3;
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# }
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# h1 {
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# font-weight: 600;
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# color: #333;
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# }
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# textarea {
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# resize: none;
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# }
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# """
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# iface = gr.Interface(
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# fn=generate_response,
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# inputs=gr.Textbox(label="ورودی" , lines=2, placeholder="اینجا یه چی بپرس... "),
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# outputs=gr.Textbox(label="جواب"),
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# title="💬 Parviz Chatbot",
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# description="زنده باد",
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# theme="dark",
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# allow_flagging="never"
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# )
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# iface.launch()
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# import gradio as gr
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# from groq import Groq
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# import time
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# client = Groq(api_key="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")
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# def generate_response(message, chat_history):
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# chat_completion = client.chat.completions.create(
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# messages=[{"role": "user", "content": message}],
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# model="llama3-8b-8192",
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# )
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# bot_message = chat_completion.choices[0].message.content
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# for i in range(0, len(bot_message), 10):
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# yield chat_history + [(message, bot_message[:i + 10])]
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# time.sleep(0.1)
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# yield chat_history + [(message, bot_message)]
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# with gr.Blocks() as demo:
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# gr.Markdown("<h1 style='text-align: center;'>💬 Parviz Chatbot</h1><p style='text-align: center; color: #e0e0e0;'>زنده باد</p>")
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# chatbot = gr.Chatbot(label="جواب")
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# msg = gr.Textbox(label="ورودی", placeholder="اینجا یه چی بپرس... ", lines=1)
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# msg.submit(generate_response, [msg, chatbot], chatbot)
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# clear = gr.ClearButton([msg, chatbot])
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# demo.launch()
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import gradio as gr
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import torch
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM, GenerationConfig
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import re
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import time
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tokenizer = AutoTokenizer.from_pretrained("universitytehran/PersianMind-v1.0")
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model = AutoModelForSeq2SeqLM.from_pretrained("universitytehran/PersianMind-v1.0")
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def generate_response(message, chat_history):
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TEMPLATE = "{context}\nYou: {prompt}\nParvizGPT "
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CONTEXT = "This is a conversation with ParvizGPT. It is an artificial intelligence model designed by Amir Mahdi Parviz " \
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"NLP expert to help you with various tasks such as answering questions, " \
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"providing recommendations, and helping with decision making. You can ask it anything you want and " \
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"it will do its best to give you accurate and relevant information."
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prompt = TEMPLATE.format(context=CONTEXT, prompt=message)
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generation_config = GenerationConfig(
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max_new_tokens=128,
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do_sample=True,
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top_k=50,
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top_p=0.95,
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temperature=0.8,
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repetition_penalty=1.2
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)
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tokenized_test_text = tokenizer(prompt, return_tensors='pt').input_ids.to("cpu")
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model.to("cpu")
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outputs = model.generate(tokenized_test_text, generation_config=generation_config, max_new_tokens=128)
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result = tokenizer.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]
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for i in range(0, len(result), 10):
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yield chat_history + [(message, result[:i + 10])]
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time.sleep(0.1)
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yield chat_history + [(message, result)]
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with gr.Blocks() as demo:
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gr.Markdown("<h1 style='text-align: center;'>💬 Parviz GPT</h1><p style='text-align: center;'>made by A.M.Parviz \</p>")
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chatbot = gr.Chatbot(label="جواب")
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msg = gr.Textbox(label="ورودی", placeholder="سوال خودتو رو بپرس", lines=1)
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msg.submit(generate_response, [msg, chatbot], chatbot)
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clear = gr.ClearButton([msg, chatbot])
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demo.launch()
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