Meta Llama 3.3 70B Instruct Turbo Description
Basic Information
- Model Name: Meta Llama 3.3 70B Instruct Turbo
- Developer/Creator: Meta Platforms, Inc.
- Release Date: December 6, 2024
- Version: 1.0
- Model Type: Large Language Model (LLM)
Overview:
Meta Llama 3.3 70B Instruct Turbo is a highly optimized large language model designed for efficient text generation and instruction-following tasks. Leveraging advanced AI techniques, this model aims to deliver high-quality outputs with improved inference speeds while maintaining a focus on safety and flexibility.
Key Features:
- Optimized Performance: Utilizes FP8 quantization for significantly faster inference speeds with only a minor trade-off in accuracy.
- Large Context Window: Supports an extensive context length, allowing for more comprehensive interactions and detailed responses.
- Instruction Tuning: Specifically tuned for instruction-following tasks, making it suitable for applications requiring conversational capabilities and task-oriented responses.
- State-of-the-Art Benchmarks: Achieves top performance across various benchmarks, including conversational tasks, language translation, and text generation.
- Safety and Mitigation: Designed with a focus on responsible deployment to mitigate risks such as bias, toxicity, and misinformation.
Intended Use:
The model is intended for developers and researchers looking to implement advanced natural language processing capabilities in applications such as chatbots, virtual assistants, content creation tools, and educational software.
Language Support:
Meta Llama 3.3 supports multiple languages, enhancing its usability in global applications and diverse linguistic contexts.
Technical Details
Architecture:
Meta Llama 3.3 employs a transformer architecture optimized for performance through techniques such as FP8 quantization. This architecture allows the model to efficiently process large amounts of text while maintaining high-quality output.
Training Data:
The model was trained on a diverse dataset sourced from various publicly available texts to ensure robust performance across different scenarios.
- Data Source and Size: The training dataset includes a wide range of topics and genres, although specific sizes are not disclosed.
- Knowledge Cutoff: The model's knowledge is current as of December 2023.
- Diversity and Bias: The training data was curated to minimize biases while maximizing diversity in topics and styles, contributing to the model's overall effectiveness.
Performance Metrics and Comparison to Other Models:
Meta Llama 3.3 has demonstrated strong performance metrics:
Benchmark |
Llama 3.1 8B Instruct |
Llama 3.1 70B Instruct |
Llama-3.3 70B Instruct |
Llama 3.1 405B Instruct |
MMLU (CoT) |
73.0 |
86.0 |
86.0 |
88.6 |
MMLU Pro (CoT) |
48.3 |
66.4 |
68.9 |
73.3 |
IFEval |
80.4 |
87.5 |
92.1 |
88.6 |
GPQA Diamond (CoT) |
31.8 |
48.0 |
50.5 |
49.0 |
HumanEval |
72.6 |
80.5 |
88.4 |
89.0 |
MBPP EvalPlus (base) |
72.8 |
86.0 |
87.6 |
88.6 |
MATH (CoT) |
51.9 |
68.0 |
77.0 |
73.8 |
BFCL v2 |
65.4 |
77.5 |
77.3 |
81.1 |
MGSM |
68.9 |
86.9 |
91.1 |
91.6 |
Usage
Code Samples:
The model is available on the AI/ML API platform as "Meta Llama 3.3 70B Instruct Turbo" .
const { OpenAI } = require('openai');
const api = new OpenAI({
baseURL: 'https://api.aimlapi.com/v1',
apiKey: '<YOUR_API_KEY>',
});
const main = async () => {
const result = await api.chat.completions.create({
model: 'meta-llama/Llama-3.3-70B-Instruct-Turbo',
messages: [
{
role: 'system',
content: 'You are an AI assistant who knows everything.',
},
{
role: 'user',
content: 'Tell me, why is the sky blue?'
}
],
});
const message = result.choices[0].message.content;
console.log(`Assistant: ${message}`);
};
main();
API Documentation:
Detailed API Documentation is available here.
Ethical Guidelines
Meta emphasizes ethical considerations in AI development by promoting transparency regarding the model's capabilities and limitations. The organization encourages responsible usage to prevent misuse or harmful applications of generated content.
Licensing
The Meta Llama 3.3 models are available under a community license that allows both research and commercial usage rights while ensuring compliance with ethical standards regarding creator rights.
Get Meta Llama 3.3 70B Instruct Turbo API here.