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Time to First Token (TTFT) measurement on Context sequences 32K-256K (vLLM 0.18.0/0.20.0)

2.944TTFT (Dense, s)Qwen3.5-9B (distilled indexer)
1.0251613.9773326.929539.88167Jun 5, 2026

Evaluation results

MethodLinks
Qwen3.5-9B (distilled indexer)Indexer=distilled, Hardware=GPU 80G, Serving=vLLM 0.20 chunk 4K, Dense baseline=FA2, Context=32K, top-k=10242026.062.9442.7471.07
Qwen3.5-0.8B (distilled indexer)Indexer=distilled, Hardware=NPU 64G, Serving=vLLM 0.18 full, Dense baseline=Ascend FA, Context=128K, top-k=10242026.065.9574.6131.29
Qwen3.5-9B (distilled indexer)Indexer=distilled, Hardware=GPU 80G, Serving=vLLM 0.20 chunk 4K, Dense baseline=FA2, Context=64K, top-k=20482026.066.8636.0241.14
Qwen3.5-9B (distilled indexer)Indexer=distilled, Hardware=GPU 80G, Serving=vLLM 0.20 chunk 4K, Dense baseline=FA2, Context=100K, top-k=20482026.0611.789.1731.28
Qwen3.5-9B (distilled indexer)Indexer=distilled, Hardware=GPU 80G, Serving=vLLM 0.20 chunk 4K, Dense baseline=FA2, Context=128K, top-k=20482026.0617.65212.4521.42
Qwen3.5-0.8B (distilled indexer)Indexer=distilled, Hardware=NPU 64G, Serving=vLLM 0.18 full, Dense baseline=Ascend FA, Context=256K, top-k=10242026.0617.92810.4911.71
Qwen3.5-9B (distilled indexer)Indexer=distilled, Hardware=GPU 80G, Serving=vLLM 0.20 chunk 4K, Dense baseline=FA2, Context=256K, top-k=20482026.0650.91526.3221.93