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How Does the WSE Process Multiple Users at Once?

How Does the WSE Process Multiple Users at Once?

[๐—”๐—œ] How does the WSE process multiple users at once?

Cerebras WSE handles multiple users with a ๐—ฝ๐—ถ๐—ฝ๐—ฒ๐—น๐—ถ๐—ป๐—ฒ, not big batches.

  • ๐—ข๐—ป๐—ฒ ๐˜๐—ผ๐—ธ๐—ฒ๐—ป ๐—ฑ๐—ผ๐—ฒ๐˜€๐—ปโ€™๐˜ ๐˜‚๐˜€๐—ฒ ๐—ฎ๐—น๐—น ๐˜๐—ต๐—ฒ ๐—ฏ๐—ฎ๐—ป๐—ฑ๐˜„๐—ถ๐—ฑ๐˜๐—ต, so the chip fills the leftover capacity with other users.
  • ๐——๐—ถ๐—ณ๐—ณ๐—ฒ๐—ฟ๐—ฒ๐—ป๐˜ ๐—น๐—ฎ๐˜†๐—ฒ๐—ฟ๐˜€ ๐—ฟ๐˜‚๐—ป ๐—ถ๐—ป ๐—ฑ๐—ถ๐—ณ๐—ณ๐—ฒ๐—ฟ๐—ฒ๐—ป๐˜ ๐˜„๐—ฎ๐—ณ๐—ฒ๐—ฟ ๐—ฟ๐—ฒ๐—ด๐—ถ๐—ผ๐—ป๐˜€, so multiple requests can be in flight at once.
  • ๐—จ๐˜€๐—ฒ๐—ฟ๐˜€ ๐—บ๐—ผ๐˜ƒ๐—ฒ ๐˜๐—ต๐—ฟ๐—ผ๐˜‚๐—ด๐—ต ๐˜๐—ต๐—ฒ ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น ๐—น๐—ถ๐—ธ๐—ฒ ๐—ฐ๐—ฎ๐—ฟ๐˜€ ๐—ผ๐—ป ๐—ฎ ๐—ฐ๐—ผ๐—ป๐˜ƒ๐—ฒ๐˜†๐—ผ๐—ฟ ๐—ฏ๐—ฒ๐—น๐˜: one user in Layer 2, another right behind in Layer 1.
  • ๐—ฅ๐—ฒ๐˜€๐˜‚๐—น๐˜: the whole wafer stays busy, boosting throughput ๐˜„๐—ถ๐˜๐—ต๐—ผ๐˜‚๐˜ ๐˜๐—ต๐—ฒ ๐—ฒ๐˜…๐˜๐—ฟ๐—ฎ ๐—น๐—ฎ๐˜๐—ฒ๐—ป๐—ฐ๐˜† of GPU-style batching.

๐—ง๐—ต๐—ฒ ๐—ช๐—ฆ๐—˜ ๐—ธ๐—ฒ๐—ฒ๐—ฝ๐˜€ ๐—บ๐—ฎ๐—ป๐˜† ๐˜‚๐˜€๐—ฒ๐—ฟ๐˜€ ๐—บ๐—ผ๐˜ƒ๐—ถ๐—ป๐—ด ๐—ฎ๐˜ ๐—ผ๐—ป๐—ฐ๐—ฒ ๐—ฏ๐˜† ๐˜€๐˜๐—ฟ๐—ฒ๐—ฎ๐—บ๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ฒ๐—บ ๐˜๐—ต๐—ฟ๐—ผ๐˜‚๐—ด๐—ต ๐˜๐—ต๐—ฒ ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น ๐—น๐—ฎ๐˜†๐—ฒ๐—ฟ ๐—ฏ๐˜† ๐—น๐—ฎ๐˜†๐—ฒ๐—ฟ.

Originally published on LinkedIn.

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