Getting started with Llama 3.2 Vision models
How to get started with llama 3.2 vision in a few lines of code
Meta announced Llama 3.2 and more specifically, two multimodal models:
You can try them out in our playground by clicking the links above! Here's how to run them through the Together AI API in a few lines of code.
Quickstart
1. Register for an account
First, register for an account to get an API key. New accounts come with $5 to get started.
Once you've registered, set your account's API key to an environment variable named TOGETHER_API_KEY
:
export TOGETHER_API_KEY=xxxxx
2. Install your preferred library
Together provides an official library for Python:
pip install together
As well as an official library for TypeScript/JavaScript:
npm install together-ai
You can also call our HTTP API directly using any language you like.
3. Query the models via our API
In this example, we're giving it a picture of a trello board and asking the model to describe it to us.
from together import Together
client = Together()
getDescriptionPrompt = "You are a UX/UI designer. Describe the attached screenshot or UI mockup in detail. I will feed in the output you give me to a coding model that will attempt to recreate this mockup, so please think step by step and describe the UI in detail. Pay close attention to background color, text color, font size, font family, padding, margin, border, etc. Match the colors and sizes exactly. Make sure to mention every part of the screenshot including any headers, footers, etc. Use the exact text from the screenshot."
imageUrl = "https://napkinsdev.s3.us-east-1.amazonaws.com/next-s3-uploads/d96a3145-472d-423a-8b79-bca3ad7978dd/trello-board.png"
stream = client.chat.completions.create(
model="meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo",
messages=[
{
"role": "user",
"content": [
{"type": "text", "text": getDescriptionPrompt},
{
"type": "image_url",
"image_url": {
"url": imageUrl,
},
},
],
}
],
stream=True,
)
for chunk in stream:
print(chunk.choices[0].delta.content or "", end="", flush=True)
import Together from "together-ai";
const together = new Together();
let getDescriptionPrompt = `You are a UX/UI designer. Describe the attached screenshot or UI mockup in detail. I will feed in the output you give me to a coding model that will attempt to recreate this mockup, so please think step by step and describe the UI in detail.
- Pay close attention to background color, text color, font size, font family, padding, margin, border, etc. Match the colors and sizes exactly.
- Make sure to mention every part of the screenshot including any headers, footers, etc.
- Use the exact text from the screenshot.
`;
let imageUrl =
"https://napkinsdev.s3.us-east-1.amazonaws.com/next-s3-uploads/d96a3145-472d-423a-8b79-bca3ad7978dd/trello-board.png";
async function main() {
const stream = await together.chat.completions.create({
model: "meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo",
temperature: 0.2,
stream: true,
max_tokens: 500,
messages: [
{
role: "user",
// @ts-expect-error Need to fix the TypeScript library type
content: [
{ type: "text", text: getDescriptionPrompt },
{
type: "image_url",
image_url: {
url: imageUrl,
},
},
],
},
],
});
for await (const chunk of stream) {
process.stdout.write(chunk.choices[0]?.delta?.content || "");
}
}
main();
Output
The attached screenshot appears to be a Trello board, a project management tool used for organizing tasks and projects into boards. Below is a detailed breakdown of the UI:
**Header**
-----------------
* A blue bar spanning the top of the page
* White text reading "Trello" in the top-left corner
* White text reading "Workspaces", "Recent", "Starred", "Templates", and "Create" in the top-right corner, separated by small white dots
* A white box with a blue triangle and the word "Board" inside it
**Top Navigation Bar**
----------------------
* A blue bar with white text reading "Project A"
* A dropdown menu with options "Workspace visible" and "Board"
* A search bar with a magnifying glass icon
**Main Content**
-----------------
* Three columns of cards with various tasks and projects
* Each column has a header with a title
* Cards are white with gray text and a blue border
* Each card has a checkbox, a title, and a description
* Some cards have additional details such as a yellow or green status indicator, a due date, and comments
**Footer**
------------
* A blue bar with white text reading "Add a card"
* A button to add a new card to the board
**Color Scheme**
-----------------
* Blue and white are the primary colors used in the UI
* Yellow and green are used as status indicators
* Gray is used for text and borders
**Font Family**
----------------
* The font family used throughout the UI is clean and modern, with a sans-serif font
**Iconography**
----------------
* The UI features several icons, including:
+ A magnifying glass icon for the search bar
+ A triangle icon for the "Board" dropdown menu
+ A checkbox icon for each card
+ A status indicator icon (yellow or green)
+ A comment icon (a speech bubble)
**Layout**
------------
* The UI is divided into three columns: "To Do", "In Progress", and "Done"
* Each column has a header with a title
* Cards are arranged in a vertical list within each column
* The cards are spaced evenly apart, with a small gap between each card
**Overall Design**
-------------------
* The UI is clean and modern, with a focus on simplicity and ease of use
* The use of blue and white creates a sense of calmness and professionalism
* The icons and graphics are simple and intuitive, making it easy to navigate the UI
This detailed breakdown provides a comprehensive understanding of the UI mockup, including its layout, color scheme, and components.
Updated about 2 months ago