LLMIRLLMIR Related Publications
LLMIR Publications
Planned Publications
As LLMIR is a new project in active development, formal publications are currently in preparation. The following represents our publication roadmap as the project matures:
Core LLMIR Architecture
LLMIR: A Specialized Intermediate Representation for Large Language Model Inference - A comprehensive overview of the LLMIR architecture, design principles, and implementation strategy.
Optimizing KV Cache Management Through LLMIR - A detailed exploration of how LLMIR represents and optimizes key-value caches for transformer models.
LLMIR for Quantization: Compiler Support for Efficient LLM Inference - An exploration of LLMIR’s approach to quantization for reduced memory footprint and improved performance.
LLMIR Applications
Distributed LLM Inference with LLMIR Pipeline Parallelism - How LLMIR enables efficient distribution of LLM computation across multiple devices.
Hardware-Specific Optimizations for LLM Inference: The LLMIR Approach - An exploration of LLMIR’s strategies for targeting different hardware backends.
Technical Documents
In the meantime, we maintain detailed technical documentation:
Development Plan - The comprehensive development roadmap for LLMIR, including architectural details and implementation strategies.
LLMIR Architecture Overview - Technical overview of the LLMIR system architecture and key components.
Early Adopters & Case Studies
As LLMIR matures, we plan to document case studies on:
- Integration with vLLM for high-performance inference
- SGLang and LLMIR for structured generation
- LLMIR optimization techniques for various hardware targets
Contact for Research Collaboration
If you’re interested in collaborating on LLMIR-related research or publications, please contact the project maintainers through our GitHub repository.