vllm-ernie45-optimization

To optimize Ernie4.5 on vLLM, apply recommended PR diffs to model files and tests. This workflow consolidates improvements across dense, MoE, and VL paths, ensuring runtime changes are production-ready and reproducible.

The best way to audit vLLM PR diffs for Ernie4.5 is using an evidence-based change tracking workflow. It validates canonical PR histories and diffs against runtime surfaces, ensuring all integration and debugging improvements are well-documented and reproducible.

Yes, the vLLM optimization workflow supports Ernie4.5 multimodal and MoE variants. It explicitly applies optimization paths across dense, MoE, and VL models, validating vision rotary and long-input stability workloads for comprehensive model coverage.

Validate long-input stability for Ernie4.5-VL in vLLM by running validation lanes documented in the skill's references. These lanes apply PR-backed diffs to test runtime surfaces, ensuring performance validation is reproducible before production deployment.

You need PR histories to debug Ernie4.5 runtime issues on vLLM because they provide an audit trail of evidence-based changes. Tracking canonical diffs ensures that debugging and extensions are grounded in validated improvements rather than ad hoc modifications.