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We were observing a 40% performance drop compared with trtllm serve when benchmarking with isl=1000 and osl=200 at a concurrency level > 128.

The number of the tokenization worker is the bottleneck. After bumping the tokenization processors number to 5, dynamo's benchmarking perf could match the trtllm serve's perf.

Co-authored-by: Ziqi Fan <ziqif@nvidia.com>

Signed-off-by: Tanmay Verma <tanmay2592@gmail.com>
Signed-off-by: Tanmay Verma <tanmayv@nvidia.com>
Co-authored-by: Neelay Shah <neelays@nvidia.com>

Signed-off-by: Tanmay Verma <tanmay2592@gmail.com>
Co-authored-by: Dmitry Tokarev <dtokarev@nvidia.com>

Co-authored-by: ishandhanani <82981111+ishandhanani@users.noreply.github.com>

Co-authored-by: finofliu <finofliu@tencent.com>

Co-authored-by: Neelay Shah <neelays@nvidia.com>