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Inference & ServingMedium· Speculative Decoding· LLMOps· Performance Tuning
What would you do if the acceptance rate on production...
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See plansA low acceptance rate indicates a distribution mismatch between the draft model and the target model for specific traffic slices. The remediation process involves a systematic approach: first, perform granular profiling to isolate the affected prompt categories. Then, either improve the draft model through fine-tuning or distillation on the target domain, or dynamically adjust the speculation parameters, such as reducing the number of drafted tokens (K) to avoid the overhead of failed speculations.