notdiamond-0001
| Property | Value |
|---|---|
| License | Apache 2.0 |
| Framework | PyTorch |
| Type | Text Classification |
| Community Stats | 135 likes, 272 downloads |
What is notdiamond-0001?
notdiamond-0001 is an intelligent router model that automatically determines whether to direct queries to GPT-3.5 or GPT-4. This innovative classifier has been trained on hundreds of thousands of data points from robust, cross-domain evaluation benchmarks, enabling it to make optimal routing decisions based on query complexity and requirements.
Implementation Details
The model is implemented using PyTorch and the Transformers library, utilizing BERT architecture for classification. It processes queries through a simple yet effective pipeline that returns a binary classification indicating whether to use GPT-3.5 or GPT-4.
- Built on the Transformers framework
- Uses BERT-based architecture for classification
- Supports truncation up to 512 tokens
- Returns binary classification (GPT-3.5 or GPT-4)
Core Capabilities
- Automatic model routing between GPT-3.5 and GPT-4
- Query analysis and complexity assessment
- Efficient processing with max length of 512 tokens
- Integration-ready implementation with PyTorch
- Cost optimization through intelligent model selection
Frequently Asked Questions
Q: What makes this model unique?
The model's ability to automatically route queries between different GPT models based on extensive training data makes it uniquely positioned to optimize both cost and performance in AI applications.
Q: What are the recommended use cases?
This model is ideal for applications that need to balance cost and performance when using GPT models, particularly in scenarios where query complexity varies significantly. It's perfect for businesses looking to optimize their AI infrastructure costs while maintaining high-quality responses.
