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| import os | |
| import time | |
| import gradio as gr | |
| from groq import Groq | |
| GROQ_API_KEY = os.environ.get("GROQ_API_KEY") | |
| client = Groq(api_key=GROQ_API_KEY) | |
| TITLE = "<h1><center>CodeAssist AI</center></h1>" | |
| PLACEHOLDER = """<center><p>Hi, I'm your coding assistant. Ask me anything about programming!</p></center>""" | |
| CSS = """ | |
| .duplicate-button { | |
| margin: auto !important; | |
| color: white !important; | |
| background: black !important; | |
| border-radius: 100vh !important; | |
| } | |
| h3, p, h1 { | |
| text-align: center; | |
| color: white; | |
| } | |
| footer { | |
| text-align: center; | |
| padding: 10px; | |
| width: 100%; | |
| background-color: rgba(240, 240, 240, 0.8); | |
| z-index: 1000; | |
| position: relative; | |
| margin-top: 10px; | |
| color: black; | |
| } | |
| """ | |
| FOOTER_TEXT = """<footer style="text-align: center;"> | |
| <p>To learn more about this app, visit my <a href="https://medium.com/@girishwangikar/codeassist-ai-59984dcc3b40" target="_blank">blog</a>.<br> | |
| If you enjoyed the functionality of the app, please leave a like!<br> | |
| Check out more on <a href="https://www.linkedin.com/in/girish-wangikar/" target="_blank">LinkedIn</a> | | |
| <a href="https://girishwangikar.github.io/Girish_Wangikar_Portfolio.github.io/" target="_blank">Portfolio</a></p> | |
| </footer>""" | |
| def generate_response( | |
| message: str, | |
| history: list, | |
| system_prompt: str, | |
| temperature: float = 0.5, | |
| max_tokens: int = 512 | |
| ): | |
| conversation = [ | |
| {"role": "system", "content": system_prompt} | |
| ] | |
| for prompt, answer in history: | |
| conversation.extend([ | |
| {"role": "user", "content": prompt}, | |
| {"role": "assistant", "content": answer}, | |
| ]) | |
| conversation.append({"role": "user", "content": message}) | |
| response = client.chat.completions.create( | |
| model="llama-3.1-8B-Instant", | |
| messages=conversation, | |
| temperature=temperature, | |
| max_tokens=max_tokens, | |
| stream=True | |
| ) | |
| partial_message = "" | |
| for chunk in response: | |
| if chunk.choices[0].delta.content is not None: | |
| partial_message += chunk.choices[0].delta.content | |
| yield partial_message | |
| def clear_conversation(): | |
| return [], None | |
| chatbot = gr.Chatbot(height=600, placeholder=PLACEHOLDER) | |
| with gr.Blocks(css=CSS, theme="Nymbo/Nymbo_Theme") as demo: | |
| gr.HTML(TITLE) | |
| with gr.Accordion("⚙️ Parameters", open=False): | |
| system_prompt = gr.Textbox( | |
| value="You are a helpful coding assistant, specialized in code completion, debugging, and analysis. Provide concise and accurate responses.", | |
| label="System Prompt", | |
| ) | |
| temperature = gr.Slider( | |
| minimum=0, | |
| maximum=1, | |
| step=0.1, | |
| value=0.5, | |
| label="Temperature", | |
| ) | |
| max_tokens = gr.Slider( | |
| minimum=50, | |
| maximum=1024, | |
| step=1, | |
| value=512, | |
| label="Max tokens", | |
| ) | |
| chat_interface = gr.ChatInterface( | |
| fn=generate_response, | |
| chatbot=chatbot, | |
| additional_inputs=[system_prompt, temperature, max_tokens], | |
| examples=[ | |
| ["What are Python generators, and how do I use them effectively in my code?"], | |
| ["Can you explain the different types of SQL joins with examples?"], | |
| ["How do I calculate the time complexity of a function? Explain with example"], | |
| ["Explain this code to me: [paste your code here]"], | |
| ], | |
| cache_examples=False, | |
| ) | |
| clear_btn = gr.Button("Clear Conversation") | |
| clear_btn.click(clear_conversation, outputs=[chatbot, chatbot]) | |
| gr.HTML(FOOTER_TEXT) | |
| if __name__ == "__main__": | |
| demo.launch(share=True) | |