Mesop: Google’s New UI Builder That Will Blow Your Mind! 🤯
Building applications powered by Large Language Models (LLMs) is exciting, but often requires complex interfaces that can be daunting for users. Enter Mesop, Google’s revolutionary new UI builder that empowers developers to effortlessly create user-friendly interfaces for their LLM-powered applications, turning complex tech into intuitive experiences.
Here’s how Mesop elevates LLM development:
- Conversational UIs: Create chatbot-like interfaces that guide users through complex tasks, leveraging your LLM’s capabilities for natural language processing.
- Personalized Experiences: Build UIs that dynamically adapt to user preferences and provide customized interactions, powered by your LLM’s ability to understand context and generate tailored responses.
- Data-Driven Insights: Combine the power of your LLM with Mesop’s UI components to visualize data in compelling ways, allowing users to gain valuable insights from your LLM’s analysis.
- Auto Flask Backend Generation: Mesop takes the hassle out of backend development by automatically generating a Flask app to handle your LLM requests and UI updates.
Getting Started with Mesop: A Quick Walkthrough
Install mesop
pip install mesop
Importing the necessary libraries
import mesop as me
import mesop.labs as mel
me.colab_run()
Hello World!
@me.page(path="/hello_world")
def hello_world():
me.text("Hello World!")
me.colab_show(path="/hello_world", height=100)
Simple Chat
@me.page(path="/chat")
def chat():
mel.chat(transform)
def transform(prompt: str, history: list[mel.ChatMessage]) -> str:
return "Hello " + prompt
me.colab_show(path="/chat")
Display images
@me.page(
security_policy=me.SecurityPolicy(
allowed_iframe_parents=["https://google.github.io"]
),
path="/image",
)
def app():
me.image(
src="https://img.freepik.com/free-vector/chatbot-chat-message-vectorart_78370-4104.jpg",
alt="chatbot",
style=me.Style(width="10%"),
)
me.colab_show(path="/image")
Invoke this colab notebook to try it yourself colab. You can also try more examples from here examples.
Mesop Resources:
- Official Website: https://google.github.io/mesop/
- GitHub Repository: https://github.com/google/mesop
- Colab Notebook: https://colab.research.google.com/github/google/mesop/blob/main/notebooks/mesop_colab_getting_started.ipynb
Get started with Mesop today and transform your LLM ideas into reality!