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Comments on No. 71 of 137 · llamaindex.ai · edition of Wednesday 4 November 2026

The Inference Stack Behind OCRia

Summary

Inference-optimization write-up for OCRia-1, a document parsing model, reports a jump from about 285 to about 2,800 tokens per second on a single B200 GPU. The gains come from workload-aware mixed-precision quantization, speculative decoding with DFlash2, and a custom CUDA kernel for GDN state updates that cut per-layer time roughly…

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