QwQ-32B_exl2_8.0bpw
Property | Value |
---|---|
Author | Dracones |
Parameter Count | 32 Billion |
Quantization | 8.0 bits per weight (EXL2) |
Model URL | Hugging Face |
What is QwQ-32B_exl2_8.0bpw?
QwQ-32B_exl2_8.0bpw is a quantized version of the Qwen/QwQ-32B model, optimized using EXL2 quantization at 8.0 bits per weight. This quantization achieves the best perplexity score of 6.4393 among various quantization levels tested, making it an efficient alternative to the full-precision model.
Implementation Details
The model implements EXL2 quantization technology to compress the original QwQ-32B model while maintaining impressive performance. The quantization process has been carefully optimized to preserve model quality while reducing computational requirements.
- 8.0 bits per weight quantization
- Best-in-class perplexity score of 6.4393
- EXL2 quantization implementation
- Optimal balance between model size and performance
Core Capabilities
- Maintains high performance with reduced precision
- Offers better efficiency compared to lower bit-width versions
- Demonstrates superior perplexity metrics compared to other quantization levels
Frequently Asked Questions
Q: What makes this model unique?
This model represents the highest performing quantized version of QwQ-32B, achieving the best perplexity score of 6.4393 at 8.0 bits per weight, making it ideal for applications requiring both efficiency and performance.
Q: What are the recommended use cases?
The model is suitable for applications where the full 32B parameter model would be too resource-intensive, but high performance is still required. The 8.0bpw quantization provides an optimal balance between model size and capability.