RedPajama-INCITE-Instruct-3B-v1
| Property | Value |
|---|---|
| Model Size | 2.8B parameters |
| License | Apache 2.0 |
| Language | English |
| Hardware Requirements | 8GB GPU (6GB with Int8) |
What is RedPajama-INCITE-Instruct-3B-v1?
RedPajama-INCITE-Instruct-3B-v1 is an instruction-tuned language model developed by Together Computer in collaboration with leading AI research institutions. Built upon the RedPajama-INCITE-Base-3B-v1 architecture, this model has been specifically fine-tuned for few-shot applications using carefully curated datasets.
Implementation Details
The model was trained using 8 A100 GPUs with Adam optimizer, processing 131M tokens with a learning rate of 1e-5. It supports multiple inference modes including GPU, CPU, and Int8 quantization for reduced memory footprint.
- Supports both GPU and CPU inference with configurable parameters
- Implements temperature and top-p sampling for controlled text generation
- Requires transformers version 4.25.1 or higher
- Offers Int8 quantization option for reduced memory usage
Core Capabilities
- Sentiment Analysis
- Question Answering
- Topic Classification
- Text Summarization
- Word Sense Disambiguation
- Natural Language Inference
- Paraphrasing
Frequently Asked Questions
Q: What makes this model unique?
The model stands out for its efficient architecture that enables high-quality language understanding while maintaining a relatively small parameter count of 2.8B. It's particularly noteworthy for its ability to handle diverse NLP tasks with few-shot learning capabilities.
Q: What are the recommended use cases?
The model excels in various natural language processing tasks including sentiment analysis, question answering, topic classification, and text summarization. However, it's important to note that it should not be used for generating harmful content, fake news, or any malicious purposes.
