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Three Levels of Inference Speed Improvement

Three Levels of Inference Speed Improvement

[๐—”๐—œ] ๐—ง๐—ต๐—ฟ๐—ฒ๐—ฒ ๐—Ÿ๐—ฒ๐˜ƒ๐—ฒ๐—น๐˜€ ๐—ผ๐—ณ ๐—œ๐—ป๐—ณ๐—ฒ๐—ฟ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ฆ๐—ฝ๐—ฒ๐—ฒ๐—ฑ ๐—œ๐—บ๐—ฝ๐—ฟ๐—ผ๐˜ƒ๐—ฒ๐—บ๐—ฒ๐—ป๐˜

AI models achieve higher speeds through ๐˜๐—ต๐—ฟ๐—ฒ๐—ฒ ๐—ฑ๐—ถ๐˜€๐˜๐—ถ๐—ป๐—ฐ๐˜ ๐—น๐—ฎ๐˜†๐—ฒ๐—ฟ๐˜€:

  1. ๐—œ๐—ป๐—ณ๐—ฒ๐—ฟ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ข๐—ฝ๐˜๐—ถ๐—บ๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€

๐˜š๐˜ฐ๐˜ง๐˜ต๐˜ธ๐˜ข๐˜ณ๐˜ฆ ๐˜ต๐˜ฆ๐˜ค๐˜ฉ๐˜ฏ๐˜ช๐˜ฒ๐˜ถ๐˜ฆ๐˜ด like ๐—ฏ๐—ฎ๐˜๐—ฐ๐—ต๐—ถ๐—ป๐—ด, ๐—ฐ๐—ฎ๐—ฐ๐—ต๐—ถ๐—ป๐—ด, and ๐—พ๐˜‚๐—ฎ๐—ป๐˜๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป.

  1. ๐— ๐—ผ๐—ฑ๐—ฒ๐—น ๐—”๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ

๐˜š๐˜ต๐˜ณ๐˜ถ๐˜ค๐˜ต๐˜ถ๐˜ณ๐˜ข๐˜ญ ๐˜ค๐˜ฉ๐˜ฐ๐˜ช๐˜ค๐˜ฆ๐˜ด, such as ๐— ๐—ถ๐˜…๐˜๐˜‚๐—ฟ๐—ฒ ๐—ผ๐—ณ ๐—˜๐˜…๐—ฝ๐—ฒ๐—ฟ๐˜๐˜€ (๐— ๐—ผ๐—˜), that reduce the amount of computation required per token.

  1. ๐—›๐—ฎ๐—ฟ๐—ฑ๐˜„๐—ฎ๐—ฟ๐—ฒ

The ๐—ฝ๐—ต๐˜†๐˜€๐—ถ๐—ฐ๐—ฎ๐—น ๐—ฐ๐—ต๐—ถ๐—ฝ ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ, which is identified as the ๐—บ๐—ผ๐˜€๐˜ ๐—ฐ๐—ฟ๐—ถ๐˜๐—ถ๐—ฐ๐—ฎ๐—น ๐—ณ๐—ผ๐˜‚๐—ป๐—ฑ๐—ฎ๐˜๐—ถ๐—ผ๐—ป determining available ๐—บ๐—ฒ๐—บ๐—ผ๐—ฟ๐˜† and ๐—ฐ๐—ผ๐—บ๐—ฝ๐˜‚๐˜๐—ฒ.

Originally published on LinkedIn.

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