---
base_model:
- meta-llama/Llama-3.1-8B-Instruct
library_name: transformers
pipeline_tag: text-generation
tags:
- qaic
- qaicrt
---

# Model Information 
This model, derived from Meta’s Llama-3.1-8B-Instruct, has been converted and optimized to run efficiently on Qualcomm Cloud AI 100 hardware. Leveraging Qualcomm's developer-centric toolchain, it incorporates reengineered Transformer components and precision-optimized graph transformations for enhanced performance on-device.

# Key Features
- Optimized LLM Blocks: Includes custom modules to handle intermediate states and precision challenges, ensuring high-performance inference.
- Transformation Tools: Supports graph modifications to retain model accuracy while improving efficiency through mathematical optimizations.
- Export Ready: Compatible with ONNX for easy deployment.
- Comprehensive Testing: Each PR undergoes extensive validation, comparing MSE against the original model.