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[Feature]: MultiModal benchmark_latency, benchmark_throughput, and benchmark_online #8385

@functionstackx

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@functionstackx

🚀 The feature, motivation and pitch

  • multimodal feature to benchmark offline latency, throughput and online serving for multimodal for pixtral

Alternatives

  • everyone writes their own script with different image shapes and output lens and it is hard to compare results

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