Archive: 2022 April

News
[Long Review] Fully Sharded Data Parallel: faster AI training with fewer GPUs
Tutorials

[๊ธด ๊ฒ€ํ† ] ์™„์ „ํžˆ ์ƒค๋”ฉ๋œ ๋ฐ์ดํ„ฐ ๋ณ‘๋ ฌ: ๋” ์ ์€ GPU๋กœ ๋” ๋น ๋ฅธ AI ํ›ˆ๋ จ

์ ๋‹นํ•œ GPU ์˜ˆ์‚ฐ์œผ๋กœ 10์–ต ๋งค๊ฐœ๋ณ€์ˆ˜ ์Œ์„ฑ ๋˜๋Š” ์–ธ์–ด ๋ชจ๋ธ์„ ๊ต์œกํ•œ๋‹ค๋Š” ๊ฒƒ์€ ํŒŒ์ดํ”„๋ผ์ธ ๋ณ‘๋ ฌ ์ฒ˜๋ฆฌ, ํ…์„œ ๋ณ‘๋ ฌ ์ฒ˜๋ฆฌ ๋˜๋Š” ZeRO ์Šคํƒ€์ผ ์ตœ์ ํ™” ์ƒค๋”ฉ ์ „๋ฐ˜์— ๊ฑธ์ณ ๋…์„ ์„ ํƒํ•˜๋Š” ๊ฒƒ์„ ์˜๋ฏธํ–ˆ์Šต๋‹ˆ๋‹ค.

4์›” 23, 2022ยท 1 min read
[Short Review] Fully Sharded Data Parallel: faster AI training with fewer GPUs
Tutorials

[๊ฐ„๋žตํ•œ ๋ฆฌ๋ทฐ] ์™„์ „ํžˆ ์ƒค๋”ฉ๋œ ๋ฐ์ดํ„ฐ ๋ณ‘๋ ฌ: ๋” ์ ์€ GPU๋กœ ๋” ๋น ๋ฅธ AI ํ›ˆ๋ จ

์™„์ „ ์ƒค๋”ฉ๋œ ๋ฐ์ดํ„ฐ ๋ณ‘๋ ฌ์€ ๋ชจ๋“  ์Œ์„ฑ ๋ฐ ์–ธ์–ด ํŒ€์ด ์ตœ์ข…์ ์œผ๋กœ ๋ฌป๋Š” ์งˆ๋ฌธ์— ๋Œ€ํ•œ Meta์˜ ๋‹ต๋ณ€์ž…๋‹ˆ๋‹ค. ํ•œ ๋‹จ๊ณ„ ๋” ๋งŽ์€ GPU๋ฅผ ํ”„๋กœ๋น„์ €๋‹ํ•˜์ง€ ์•Š๊ณ  ์–ด๋–ป๊ฒŒ ํ•œ ๋‹จ๊ณ„ ๋” ํฐ ๋ชจ๋ธ์„ ๊ต์œกํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๊นŒ?

4์›” 23, 2022ยท 1 min read
[Long Review] Deduplicating Training Data Makes Language Models Better
Tutorials

[๊ธด ๊ฒ€ํ† ] ํ›ˆ๋ จ ๋ฐ์ดํ„ฐ ์ค‘๋ณต ์ œ๊ฑฐ๋กœ ์–ธ์–ด ๋ชจ๋ธ์ด ๋” ์ข‹์•„์ง‘๋‹ˆ๋‹ค

๋‹จ์ผ 61 ๋‹จ์–ด ๋ฌธ์žฅ์ด C4 ๋‚ด์—์„œ 60,000๋ฒˆ ์ด์ƒ ๋‚˜ํƒ€๋‚˜๊ณ  ์ด๋Ÿฌํ•œ ๋ง๋ญ‰์น˜๋กœ ํ›ˆ๋ จ๋œ ์–ธ์–ด ๋ชจ๋ธ์ด ํ›ˆ๋ จ ์„ธํŠธ ํ…์ŠคํŠธ๋ฅผ ์‚ฌ์šฉ์ž์—๊ฒŒ ๋ถˆ์•ˆํ•œ ๋ฐ˜์‘์œผ๋กœ ๋‹ค์‹œ ๋ฑ‰์–ด๋‚ธ๋‹ค๋Š” ์‚ฌ์‹ค์„ ์•Œ๊ธฐ ์ „๊นŒ์ง€๋Š” ์ค‘๋ณต ์ œ๊ฑฐ๊ฐ€ ์ง€๋ฃจํ•˜๊ฒŒ ๋“ค๋ฆฝ๋‹ˆ๋‹ค.

4์›” 16, 2022ยท 1 min read
[Long Review] CLAS: Deep context: end-to-end contextual speech recognition
Tutorials

[์žฅ๊ธฐ ๊ฒ€ํ† ] CLAS: ์‹ฌ์ธต ์ปจํ…์ŠคํŠธ: ์—”๋“œํˆฌ์—”๋“œ ์ƒํ™ฉ๋ณ„ ์Œ์„ฑ ์ธ์‹

ASR ์ œํ’ˆ์„ ๋ฐฐ์†กํ•ด ๋ณธ ์‚ฌ๋žŒ์ด๋ผ๋ฉด ๋ˆ„๊ตฌ๋‚˜ ์—ฐ๋ฝ์ฒ˜ ์ด๋ฆ„, ๋…ธ๋ž˜ ์ œ๋ชฉ, ์•ฝ๋ฌผ ์ด๋ฆ„, ๋ชจํ˜ธํ•œ ์ง€๋ช… ๋“ฑ ๊ณ ์œ  ๋ช…์‚ฌ์˜ ๊ณ ํ†ต์„ ์•Œ๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.

4์›” 9, 2022ยท 1 min read
[Long Review] Hurdles to Progress in Long Form Question Answering
Tutorials

[์žฅ๊ธฐ ๊ฒ€ํ† ] ๊ธด ํ˜•์‹์˜ ์งˆ๋ฌธ ๋‹ต๋ณ€ ์ง„ํ–‰์„ ๊ฐ€๋กœ๋ง‰๋Š” ์žฅ์• ๋ฌผ

๊ธด ํ˜•์‹์˜ ์งˆ๋ฌธ ๋‹ต๋ณ€์€ ๋ฆฌ๋”๋ณด๋“œ์—์„œ๋Š” ์ธ์ƒ์ ์ด์ง€๋งŒ ํ˜„๋ฏธ๊ฒฝ์œผ๋กœ ๋ณด๋ฉด ๋ถˆ์•ˆํ•ด ๋ณด์ด๋Š” ๋ฒค์น˜๋งˆํฌ ์ค‘ ํ•˜๋‚˜์ž…๋‹ˆ๋‹ค.

4์›” 2, 2022ยท 1 min read