Pipeline-Bubble Management for LLMs: The GPUs You Paid For Are Waiting

Description and use

<p><em>Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review built for your business-critical systems. <a href="https://github.com/HexmosTech/LiveReview/" rel="noopener noreferrer">Star us</a> to help devs discover the project, give it a try, and share your feedback to help improve the product.</em></p> <p>You can have eight expensive GPUs, a well-optimized model, fast networking, FlashAttention, continuous batching, and a carefully tuned runtime.</p> <p>And still waste a large fraction of your machine doing absolutely nothing.</p> <p>The culprit i

Problem

<p><em>Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review built for your business-critical systems. <a href="https://github.com/HexmosTech/LiveReview/" rel="noopener noreferrer">Star us</a> to help devs discover the project, give it a try, and share your feedback to help improve the product.</em></p> <p>You can have eight expensive GPUs, a well-optimized model, fast networking, FlashAttention, continuous batching, and a carefully tuned runtime.</p> <p>And still waste a large fraction of your machine doing absolutely nothing.</p> <p>The culprit i

Outcome

<p><em>Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review built for your business-critical systems. <a href="https://github.com/HexmosTech/LiveReview/" rel="noopener noreferrer">Star us</a> to help devs discover the project, give it a try, and share your feedback to help improve the product.</em></p> <p>You can have eight expensive GPUs, a well-optimized model, fast networking, FlashAttention, continuous batching, and a carefully tuned runtime.</p> <p>And still waste a large fraction of your machine doing absolutely nothing.</p> <p>The culprit i

Evidence

Pipeline-Bubble Management for LLMs: The GPUs You Paid For Are Waiting

Source