Optimize LLM Performance small project

@shubhankar1967

Hi, I can do it for you , i am from IIT and I have similar experience. Based on the use case I will try to prune the model

@shadabkhan92

Having cut my teeth in the field of Machine Learning, with a special focus on performance optimization and AI system integration, I'm confident that your search for a freelancer ends here. With your existing language model in production, I understand that your priority is to find targeted improvements rather than start over. This aligns perfectly with my expertise, as I have successfully undertaken similar optimization projects in the past. I am well acquainted with the tools and frameworks that you're currently using such as PyTorch and Hugging Face Transformers, enabling me to seamlessly step into your project and undertake the necessary inspection and identify bottlenecks. However, being open to new approaches, I'd also like to propose alternatives such as TensorRT, ONNX or quantization/pruning frameworks - if they promise better results for your case. Furthermore, let me assure you that I approach client projects not as mere exercises but as opportunities to deliver tangible value. Accordingly, the deliverables for this engagement - an optimization plan after the initial audit, updated code/scripts/checkpoints reflecting the implemented optimizations and a benchmark report showcasing the improvements - are all well within my domain expertise. My hourly payment structure provides reassurance that we will hit pre-defined milestones and guarantees the delivery of incremental value throughout our collaboration. Reach out and let's start optimizing together!