Sarvam 30B runs efficiently on mid-tier accelerators such as L40S, enabling production deployments without relying on premium GPUs. Under tighter compute and memory bandwidth constraints, the optimized kernels and scheduling strategies deliver 1.5x to 3x throughput improvements at typical operating points. The improvements are more pronounced at longer input and output sequence lengths (28K / 4K), where most real-world inference requests fall.
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我们把清晰的指引给到创作者，他们也被我们的这种真诚吸引。前期招募这些有共识和共同愿景的创作者，其实也是挺不容易的。，这一点在超级权重中也有详细论述