Sep 16, 2024 · Artificial Intelligence

How TAG Makes LLM Inference Fully Asynchronous for Higher Throughput

With the growing complexity of LLM architectures like GQA, MLA, and MoE, runtime overhead has become a bottleneck; this article analyzes Python performance, communication costs, and synchronous execution in current inference frameworks, introduces the fully asynchronous TAG architecture, and demonstrates its superior throughput and latency through benchmarks.

GPU utilizationLLM inferenceRuntime Optimization

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How TAG Makes LLM Inference Fully Asynchronous for Higher Throughput