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What is StarCoder?

StarCoder and StarCoderBase are sophisticated Large Language Models crafted for coding tasks, built from freely available data sourced from GitHub, which includes an extensive array of over 80 programming languages, along with Git commits, GitHub issues, and Jupyter notebooks. Similarly to LLaMA, these models were developed with around 15 billion parameters trained on an astonishing 1 trillion tokens. Additionally, StarCoderBase was specifically optimized with 35 billion Python tokens, culminating in the evolution of what we now recognize as StarCoder. Our assessments revealed that StarCoderBase outperforms other open-source Code LLMs when evaluated against well-known programming benchmarks, matching or even exceeding the performance of proprietary models like OpenAI's code-cushman-001 and the original Codex, which was instrumental in the early development of GitHub Copilot. With a remarkable context length surpassing 8,000 tokens, the StarCoder models can manage more data than any other open LLM available, thus unlocking a plethora of possibilities for innovative applications. This adaptability is further showcased by our ability to engage with the StarCoder models through a series of interactive dialogues, effectively transforming them into versatile technical aides capable of assisting with a wide range of programming challenges. Furthermore, this interactive capability enhances user experience, making it easier for developers to obtain immediate support and insights on complex coding issues.

What is KAT-Coder-Pro V2?

KAT-Coder is an advanced AI coding solution that goes beyond traditional autocomplete features by enabling a thorough software development workflow that incorporates reasoning, planning, and execution. This innovative system is recognized as the leading coding model in the KAT ecosystem, designed specifically for "agentic coding," which empowers the model to generate code snippets while also diagnosing issues, proposing solutions, performing tests, and refining various files throughout an ongoing development cycle. Through its seamless integration into developer environments via API endpoints and proxy layers compatible with tools like Claude Code, developers can retain their familiar workflows without the need to change their interfaces. KAT-Coder utilizes a sophisticated multi-stage training pipeline that merges supervised fine-tuning with extensive reinforcement learning, allowing it to understand programming contexts and effectively manage complex tasks. As a result, KAT-Coder significantly boosts productivity and equips developers with the freedom to concentrate on the more creative elements of their projects. Moreover, its adaptive capabilities ensure that developers can continuously improve their coding practices, which leads to even more innovative solutions.

Media

Media

Integrations Supported

OpenAI
ChatGPT
CodeQwen
Git
GitHub
LM Studio
Python
Tabby
Taylor AI
Visual Studio Code

Integrations Supported

OpenAI
Claude
Claude Duet
Claude for Legal
MiniMax
OpenClaw

API Availability

API Availability

Has API

Pricing Information

Free
Free Version

Pricing Information

$0.30 per month
Free Version

Supported Platforms

Windows
Mac
On-Prem
Linux

Supported Platforms

SaaS

Customer Service / Support

Not specified

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

BigCode

Date Founded

2023

Company Website

huggingface.co/blog/starcoder

Company Facts

Organization Name

StreamLake

Company Location

United States

Company Website

www.streamlake.ai/product/kat-coder

Categories and Features

AI Code Generators

Not specified

AI Coding Assistants

Not specified

AI Coding Models

Not specified

AI Copilots

Not specified

AI Models

Not specified

AI Tools

Not specified

Large Language Models

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

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