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What is voyage-code-3?

Voyage AI has introduced voyage-code-3, a cutting-edge embedding model meticulously crafted to improve code retrieval performance. This groundbreaking model consistently outperforms OpenAI-v3-large and CodeSage-large by impressive margins of 13.80% and 16.81%, respectively, across a wide array of 32 distinct code retrieval datasets. It supports embeddings in several dimensions, including 2048, 1024, 512, and 256, while offering multiple quantization options such as float (32-bit), int8 (8-bit signed integer), uint8 (8-bit unsigned integer), binary (bit-packed int8), and ubinary (bit-packed uint8). With an extended context length of 32 K tokens, voyage-code-3 surpasses the limitations imposed by OpenAI's 8K and CodeSage Large's 1K context lengths, granting users enhanced flexibility. This model employs an innovative Matryoshka learning technique, allowing it to create embeddings with a layered structure of varying lengths within a single vector. As a result, users can convert documents into a 2048-dimensional vector and later retrieve shorter dimensional representations (such as 256, 512, or 1024 dimensions) without having to re-execute the embedding model, significantly boosting efficiency in code retrieval tasks. Furthermore, voyage-code-3 stands out as a powerful tool for developers aiming to optimize their coding processes and streamline workflows effectively. This advancement promises to reshape the landscape of code retrieval, making it a vital resource for software development.

What is MicroPython?

The MicroPython pyboard is a compact yet powerful electronic circuit board that runs MicroPython directly on the hardware, creating a low-level Python environment ideal for various electronic projects. This version of MicroPython is packed with features, such as an interactive prompt, arbitrary precision integers, closures, list comprehension, generators, and exception handling, among other capabilities. Notably, it is engineered to operate within just 256k of code space and 16k of RAM. The main aim of MicroPython is to ensure a high level of compatibility with standard Python, allowing for easy code transfer between desktop systems and microcontrollers or embedded devices. Furthermore, this adaptability makes it a preferred choice for both hobbyists and professionals, enabling them to apply their existing Python expertise to new hardware applications. The pyboard thus serves as a bridge between software development and hardware innovation, paving the way for exciting new projects.

Media

Media

Integrations Supported

EEZ Studio
Elasticsearch
LVGL
Milvus
Qdrant
RT-Thread
SquareLine Studio
Vespa
Weaviate

Integrations Supported

EEZ Studio
Elasticsearch
LVGL
Milvus
Qdrant
RT-Thread
SquareLine Studio
Vespa
Weaviate

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Voyage AI

Date Founded

2023

Company Location

United States

Company Website

blog.voyageai.com/2024/12/04/voyage-code-3/

Company Facts

Organization Name

MicroPython

Company Location

United Kingdom

Company Website

micropython.org

Categories and Features

Categories and Features

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