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[FEAT] Visualize transformer Transformer-Explainabilityย #17

@CoodingPenguin

Description

@CoodingPenguin

๐Ÿ˜ฅ Explain the Problem

  • ํ˜„์žฌ ๋ชจ๋ธ์„ ํŒ๋‹จํ•˜๋Š” ์ง€ํ‘œ๋กœ ground truth token๊ณผ error rate๊ฐ€ ๋†’์€ ์ด๋ฏธ์ง€๋ฅผ ๋ณด๊ณ  ํŒ๋‹จ์„ ํ•˜๊ณ  ์žˆ๋‹ค.
  • ํ•˜์ง€๋งŒ ์ด๋ ‡๊ฒŒ ๋ณด๋ ค๋ฉด ๋ชจ๋“  ์ด๋ฏธ์ง€์™€ ground truth๋ฅผ ๋น„๊ตํ•ด๊ฐ€๋ฉฐ ์ž˜ ์•ˆ ๋‚˜์˜จ ๊ฒฝ์šฐ์˜ ๊ณตํ†ต์ ์„ ๋ถ„์„ํ•ด์•ผ ํ•œ๋‹ค.
  • ์ •ํ™•ํ•œ ํŒ๋‹จ์„ ์œ„ํ•ด์„œ๋Š” ๋ชจ๋ธ์ด ์–ด๋–ป๊ฒŒ ํ•ด์„์„ ํ•˜๋Š”์ง€๋ฅผ ์•Œ ํ•„์š”๊ฐ€ ์žˆ๋‹ค.

โœจ Describe A New Feature

  • ์ €๋ฒˆ ์ฃผ ๊ธˆ์š”์ผ์— ์ง„ํ–‰ํ•œ "ํŠธ๋žœ์Šคํฌ๋จธ ์‹œ๊ฐํ™”"๋ฅผ ์ฐธ๊ณ ํ•˜์—ฌ ์•„๋ž˜ GitHub๋ฅผ ์ด์šฉํ•˜๋ฉด ์ธ์ฝ”๋” ๋‹จ์— ๊ฒฐ๊ณผ๊ฐ’์„ ๊ฐ€์ ธ์™€ ํžˆํŠธ๋งต์œผ๋กœ ์‹œ๊ฐํ™”ํ•  ์ˆ˜ ์žˆ๋‹ค.
  • ์ด ํžˆํŠธ๋งต ๊ฒฐ๊ณผ๋ฅผ wandb์— ์˜ฌ๋ ค์„œ ๋ชจ๋ธ ์„ฑ๋Šฅ ํŒ๋‹จ์„ ์กฐ๊ธˆ ๋” ์ง๊ด€์ ์œผ๋กœ ํ•  ์ˆ˜ ์žˆ๊ฒŒ ๋œ๋‹ค.

https://github.com/hila-chefer/Transformer-Explainability

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