[Huggingface] Model Memory Calculator, GPU ์–ผ๋งˆ๋ฉด ๋˜๋‹ˆ?
ยท
๐Ÿ—ฃ๏ธ Natural Language Processing
Model Memory Calculator, GPU ์–ผ๋งˆ๋ฉด ๋˜๋‹ˆ?  llama3, gemma2, florence ๋“ฑ llama1(2023.2.24)์ด ๋‚˜์˜จ ์ง€ ๋ฒŒ์จ 1๋…„์ด ๋„˜์–ด๊ฐ€๋Š”๋ฐ ์•„์ง ์˜คํ”ˆ llm์˜ ์ธ๊ธฐ๋Š” ์‹์„ ์ค„ ๋ชจ๋ฅด๊ณ  ์žˆ๋‹ค. ์•„๋‹ˆ ๋” ์ธ๊ธฐ๊ฐ€ ๋Š˜๊ณ  ์žˆ๋‹ค. ํ•™์Šต ํŒŒ์ดํ”„๋ผ์ธ์€ ๋”์šฑ ์‰ฝ๊ณ  ๊ฒฌ๊ณ ํ•ด์ง€๊ณ  ๋ชจ๋ธ inference๋Š” ๋”์šฑ ๋ฆฌ์†Œ์Šค ์†๋„ ๋‹ค ๋ฐœ๋‹ฌํ•˜๊ณ  ์žˆ๋‹ค. ๊ทธ๋Ÿฐ๊ณ ๋กœ ๋‚˜์˜ ๋ฆฌ์†Œ์Šค์— ๋งž๋Š” ๋ชจ๋ธ์€ ๋ฌด์—‡์ด๊ณ  ์ตœ๋Œ€์น˜๋กœ ๋Œ๋ฆด ์ˆ˜ ์žˆ๋Š” ๊ฒƒ๋“ค์ด ๊ถ๊ธˆํ•  ๊ฒƒ์ด๋‹ค.  ๋จผ์ € 2b, 7b, 9b์ด ์ˆซ์ž์— ๋Œ€ํ•ด ๊ฐ„๋‹จํžˆ ์„ค๋ช…ํ•˜๋ฉด ๋ชจ๋ธ์ด ํ•™์Šตํ•œ parameter์˜ ์ˆ˜์ด๋‹ค. ๊ฐ„๋‹จํžˆ ์ด์•ผ๊ธฐํ•˜๋ฉด ๋ชจ๋ธ์ด ํ‘œํ˜„ํ•  ์ˆ˜์žˆ๋Š” ๊ฒฝ์šฐ์˜ ์ˆ˜๊ฐ€ ์ด๋งŒํผ ๋งŽ๋‹ค๋Š” ๊ฒƒ์ด๋‹ค. ๊ณผ๊ฑฐ BERT ๋ชจ๋ธ์˜ ๋‹จ์œ„๊ฐ€ 3M, 5M ๋ฐฑ๋งŒ ๋‹จ์œ„๋ผ๋ฉด ์ง€๊ธˆ์€ ์ˆ˜์‹ญ์–ต ๋‹จ์œ„๋กœ ๋„˜์–ด์™”..
[Candle] huggingface Candle
ยท
๐Ÿ› ๏ธ Tools
git clone https://github.com/huggingface/candle.git Candle ์ด๋ž€? Candle์€ ์„ฑ๋Šฅ(GPU ์ง€์›)๊ณผ ์‚ฌ์šฉ ํŽธ์˜์„ฑ์— ์ค‘์ ์„ ๋‘” rust ์šฉ Minimalist ML ํ”„๋ ˆ์ž„์›Œํฌ์ž…๋‹ˆ๋‹ค. whisper, LLaMA2, T5, yolo, Segment Anything์„ ํ•œ๋ฒˆ์— ๋ถˆ๋Ÿฌ์™€ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๊ณ  huggingface์˜ ๋‹ค์–‘ํ•œ ๋ชจ๋ธ์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค. Kakaobot์— ์‚ฌ์šฉํ•  Stable Diffusion ์‚ฌ์šฉ ์˜ˆ์‹œ ์„ค์น˜ ๋ฐฉ๋ฒ• 1) Candle์€ Rust๋ฅผ ์‚ฌ์šฉํ•˜๋ฏ€๋กœ rust package ๊ด€๋ฆฌ์ž์ธ Cargo๋ฅผ ์„ค์น˜ํ•ด์ค€๋‹ค. curl https://sh.rustup.rs -sSf | sh # env enroll source "$HOME/.cargo/env" rustc ..
[Mac] Transformer model downloaded path
ยท
๐Ÿ—ฃ๏ธ Natural Language Processing
https://discuss.huggingface.co/t/where-is-the-model-path-on-macos/21376 macOS์˜ ๋ชจ๋ธ ๊ฒฝ๋กœ๋Š” ์–ด๋””์— ์žˆ์Šต๋‹ˆ๊นŒ?AutoModelxxx๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์„ ๋‹ค์šด๋กœ๋“œํ–ˆ์ง€๋งŒ ๋ชจ๋ธ์ด ์ €์žฅ๋œ ๊ฒฝ๋กœ๋ฅผ ์ฐพ์„ ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค. ์–ด๋””์— ์žˆ์Šต๋‹ˆ๊นŒ, os ์ฝ”๋“œ๋กœ ์–ด๋–ป๊ฒŒ ์ฐพ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๊นŒ? discuss.huggingface.co Transformer ๋‹ค์šด๋กœ๋“œ ๋ชจ๋ธ ๊ฒฝ๋กœ ~/.cache/huggingface/hub/ ~/.cache/huggingface/hub/ ์•ˆ์“ฐ๋Š” ๋ชจ๋ธ ์ œ๊ฑฐ rm -rf [model]
๋‹คํ–ˆ๋‹ค
'huggingface' ํƒœ๊ทธ์˜ ๊ธ€ ๋ชฉ๋ก