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๐Ÿ’ป Programming83

[Model Inference] Torch-TensorRT ์‚ฌ์šฉ๋ฒ• | ๋”ฅ๋Ÿฌ๋‹ ๋ชจ๋ธ ์ตœ์ ํ™” ๋ฐ ์ธํผ๋Ÿฐ์Šค ๊ฐ€์†ํ™” Torch-TensorRT๋Š” PyTorch์™€ NVIDIA์˜ TensorRT๋ฅผ ํ†ตํ•ฉํ•˜์—ฌ ๋”ฅ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ ์ตœ์ ํ™”ํ•˜๊ณ  ๊ฐ€์†ํ™”ํ•˜๋Š” ๋ฐ ์‚ฌ์šฉ๋˜๋Š” PyTorch/TorchScript/FX์šฉ ์ปดํŒŒ์ผ๋Ÿฌ์ด๋‹ค. Torch-TensorRT๋Š” PyTorch ์ต์Šคํ…์…˜์œผ๋กœ ๋™์ž‘ํ•˜๋ฉฐ JIT(Just In Time) ๋Ÿฐํƒ€์ž„์— ์›ํ• ํ•˜๊ฒŒ ํ†ตํ•ฉ๋˜๋Š” ๋ชจ๋“ˆ์„ ์ปดํŒŒ์ผํ•œ๋‹ค. NVIDIA TensorRT๋Š” NVIDIA GPU์—์„œ ๋ชจ๋ธ์„ ๋” ๋น ๋ฅด๊ฒŒ ์‹คํ–‰ํ•˜๊ธฐ ์œ„ํ•œ ์ตœ์ ํ™”๋œ ๋Ÿฐํƒ€์ž„ ์—”์ง„์œผ๋กœ, ํŠนํžˆ ๋”ฅ ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ ๋ฐฐํฌ ํ™˜๊ฒฝ์—์„œ ๋” ํšจ์œจ์ ์œผ๋กœ ์‹คํ–‰ํ•˜๊ณ  ์ถ”๋ก (inference) ์„ฑ๋Šฅ์„ ํ–ฅ์ƒ์‹œํ‚ค๋Š” ๋ฐ ์‚ฌ์šฉ๋œ๋‹ค. ๊ธฐ์กด์— ํŒŒ์ด์ฌ์œผ๋กœ TensorRT๋ฅผ ์‚ฌ์šฉํ•˜๊ธฐ ์œ„ํ•ด์„œ๋Š” ์˜คํ”ˆ์†Œ์Šค ์ปค๋ฎค๋‹ˆํ‹ฐ์—์„œ ๊ฐœ๋ฐœํ•œ torch2trt ํŒจํ‚ค์ง€๋ฅผ ์‚ฌ์šฉํ•ด์„œ pytorch ๋ชจ๋ธ์„ tenso.. 2023. 10. 2.
[Docker] (12) ๊นƒํ—ˆ๋ธŒ๋กœ ๋„์ปค ์ด๋ฏธ์ง€ ๊ณต์œ ํ•˜๊ธฐ | Packages Container Registry Docker ์ „์ฒด ํฌ์ŠคํŒ… ๋”๋ณด๊ธฐ [Docker] (1) ๋„์ปค ๊ฐœ๋… ์„ค๋ช… | ๋„์ปค๋Š” ์™œ ์‚ฌ์šฉํ•˜๋Š” ๊ฑธ๊นŒ? [Docker] (2) ๋„์ปค & ๋„์ปค์ปดํฌ์ฆˆ ๋‹ค์šด๋กœ๋“œ [Docker] (3) ๋„์ปค ํ•ต์‹ฌ ๊ฐœ๋… - ์ด๋ฏธ์ง€, ์ปจํ…Œ์ด๋„ˆ, ๋„์ปค ํ—ˆ๋ธŒ [Docker] (4) docker pull(์ด๋ฏธ์ง€ ๋‹ค์šด๋กœ๋“œ) & docker run(์ปจํ…Œ์ด๋„ˆ ์ƒ์„ฑ/์‹คํ–‰) & ํฌํŠธํฌ์›Œ๋”ฉ(ํฌํŠธ๋งคํ•‘) [Docker] (5) ๋„์ปค run ๋ช…๋ น์–ด ์˜ต์…˜, ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๊ฐ€ ์ข…๋ฃŒ๋˜์ง€ ์•Š๊ฒŒ ํ•˜๋Š” ๋ฐฉ๋ฒ• [Docker] (6) ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๋กœ ์ ‘์†ํ•˜๊ธฐ - docker exec & docker attach [Docker] (7) ๋„์ปค volume(๋ณผ๋ฅจ) ์˜ต์…˜ - ์ปจํ…Œ์ด๋„ˆ ํด๋”์™€ ํ˜ธ์ŠคํŠธ ํด๋” ์—ฐ๊ฒฐํ•˜๊ธฐ [Docker] (8) ๋„์ปค commit(์ปค๋ฐ‹) & push(ํ‘ธ์‹œ.. 2023. 8. 31.
[Docker] (11) ๋„์ปค ์ปจํ…Œ์ด๋„ˆ์™€ vscode ์—ฐ๋™ํ•˜๊ธฐ | ๋„์ปค ์ปจํ…Œ์ด๋„ˆ์—์„œ ๊ฐœ๋ฐœ Docker ์ „์ฒด ํฌ์ŠคํŒ… ๋”๋ณด๊ธฐ [Docker] (1) ๋„์ปค ๊ฐœ๋… ์„ค๋ช… | ๋„์ปค๋Š” ์™œ ์‚ฌ์šฉํ•˜๋Š” ๊ฑธ๊นŒ? [Docker] (2) ๋„์ปค & ๋„์ปค์ปดํฌ์ฆˆ ๋‹ค์šด๋กœ๋“œ [Docker] (3) ๋„์ปค ํ•ต์‹ฌ ๊ฐœ๋… - ์ด๋ฏธ์ง€, ์ปจํ…Œ์ด๋„ˆ, ๋„์ปค ํ—ˆ๋ธŒ [Docker] (4) docker pull(์ด๋ฏธ์ง€ ๋‹ค์šด๋กœ๋“œ) & docker run(์ปจํ…Œ์ด๋„ˆ ์ƒ์„ฑ/์‹คํ–‰) & ํฌํŠธํฌ์›Œ๋”ฉ(ํฌํŠธ๋งคํ•‘) [Docker] (5) ๋„์ปค run ๋ช…๋ น์–ด ์˜ต์…˜, ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๊ฐ€ ์ข…๋ฃŒ๋˜์ง€ ์•Š๊ฒŒ ํ•˜๋Š” ๋ฐฉ๋ฒ• [Docker] (6) ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๋กœ ์ ‘์†ํ•˜๊ธฐ - docker exec & docker attach [Docker] (7) ๋„์ปค volume(๋ณผ๋ฅจ) ์˜ต์…˜ - ์ปจํ…Œ์ด๋„ˆ ํด๋”์™€ ํ˜ธ์ŠคํŠธ ํด๋” ์—ฐ๊ฒฐํ•˜๊ธฐ [Docker] (8) ๋„์ปค commit(์ปค๋ฐ‹) & push(ํ‘ธ์‹œ.. 2023. 8. 25.
[Docker] (10) Dockerfile ๋นŒ๋“œ ์˜ˆ์‹œ | ENTRYPOINT ์™€ CMD์˜ ์ฐจ์ด Docker ์ „์ฒด ํฌ์ŠคํŒ… ๋”๋ณด๊ธฐ [Docker] (1) ๋„์ปค ๊ฐœ๋… ์„ค๋ช… | ๋„์ปค๋Š” ์™œ ์‚ฌ์šฉํ•˜๋Š” ๊ฑธ๊นŒ? [Docker] (2) ๋„์ปค & ๋„์ปค์ปดํฌ์ฆˆ ๋‹ค์šด๋กœ๋“œ [Docker] (3) ๋„์ปค ํ•ต์‹ฌ ๊ฐœ๋… - ์ด๋ฏธ์ง€, ์ปจํ…Œ์ด๋„ˆ, ๋„์ปค ํ—ˆ๋ธŒ [Docker] (4) docker pull(์ด๋ฏธ์ง€ ๋‹ค์šด๋กœ๋“œ) & docker run(์ปจํ…Œ์ด๋„ˆ ์ƒ์„ฑ/์‹คํ–‰) & ํฌํŠธํฌ์›Œ๋”ฉ(ํฌํŠธ๋งคํ•‘) [Docker] (5) ๋„์ปค run ๋ช…๋ น์–ด ์˜ต์…˜, ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๊ฐ€ ์ข…๋ฃŒ๋˜์ง€ ์•Š๊ฒŒ ํ•˜๋Š” ๋ฐฉ๋ฒ• [Docker] (6) ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๋กœ ์ ‘์†ํ•˜๊ธฐ - docker exec & docker attach [Docker] (7) ๋„์ปค volume(๋ณผ๋ฅจ) ์˜ต์…˜ - ์ปจํ…Œ์ด๋„ˆ ํด๋”์™€ ํ˜ธ์ŠคํŠธ ํด๋” ์—ฐ๊ฒฐํ•˜๊ธฐ [Docker] (8) ๋„์ปค commit(์ปค๋ฐ‹) & push(ํ‘ธ์‹œ.. 2023. 8. 24.
[Docker] (9) Dockerfile(๋„์ปคํŒŒ์ผ) - ์Šค๋งˆํŠธํ•˜๊ฒŒ ๋„์ปค ์ด๋ฏธ์ง€๋ฅผ ๋นŒ๋“œํ•˜๋Š” ๋ฐฉ๋ฒ• Docker ์ „์ฒด ํฌ์ŠคํŒ… ๋”๋ณด๊ธฐ [Docker] (1) ๋„์ปค ๊ฐœ๋… ์„ค๋ช… | ๋„์ปค๋Š” ์™œ ์‚ฌ์šฉํ•˜๋Š” ๊ฑธ๊นŒ? [Docker] (2) ๋„์ปค & ๋„์ปค์ปดํฌ์ฆˆ ๋‹ค์šด๋กœ๋“œ [Docker] (3) ๋„์ปค ํ•ต์‹ฌ ๊ฐœ๋… - ์ด๋ฏธ์ง€, ์ปจํ…Œ์ด๋„ˆ, ๋„์ปค ํ—ˆ๋ธŒ [Docker] (4) docker pull(์ด๋ฏธ์ง€ ๋‹ค์šด๋กœ๋“œ) & docker run(์ปจํ…Œ์ด๋„ˆ ์ƒ์„ฑ/์‹คํ–‰) & ํฌํŠธํฌ์›Œ๋”ฉ(ํฌํŠธ๋งคํ•‘) [Docker] (5) ๋„์ปค run ๋ช…๋ น์–ด ์˜ต์…˜, ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๊ฐ€ ์ข…๋ฃŒ๋˜์ง€ ์•Š๊ฒŒ ํ•˜๋Š” ๋ฐฉ๋ฒ• [Docker] (6) ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๋กœ ์ ‘์†ํ•˜๊ธฐ - docker exec & docker attach [Docker] (7) ๋„์ปค volume(๋ณผ๋ฅจ) ์˜ต์…˜ - ์ปจํ…Œ์ด๋„ˆ ํด๋”์™€ ํ˜ธ์ŠคํŠธ ํด๋” ์—ฐ๊ฒฐํ•˜๊ธฐ [Docker] (8) ๋„์ปค commit(์ปค๋ฐ‹) & push(ํ‘ธ์‹œ.. 2023. 8. 21.
[Docker] (8) ๋„์ปค commit(์ปค๋ฐ‹) & push(ํ‘ธ์‹œ) - ์ปจํ…Œ์ด๋„ˆ๋ฅผ ์ƒˆ๋กœ์šด ๋„์ปค ์ด๋ฏธ์ง€๋กœ ์ €์žฅํ•˜๊ณ  ๋ ˆํผ์ง€ํ† ๋ฆฌ์— ์—…๋กœ๋“œ Docker ์ „์ฒด ํฌ์ŠคํŒ… ๋”๋ณด๊ธฐ [Docker] (1) ๋„์ปค ๊ฐœ๋… ์„ค๋ช… | ๋„์ปค๋Š” ์™œ ์‚ฌ์šฉํ•˜๋Š” ๊ฑธ๊นŒ? [Docker] (2) ๋„์ปค & ๋„์ปค์ปดํฌ์ฆˆ ๋‹ค์šด๋กœ๋“œ [Docker] (3) ๋„์ปค ํ•ต์‹ฌ ๊ฐœ๋… - ์ด๋ฏธ์ง€, ์ปจํ…Œ์ด๋„ˆ, ๋„์ปค ํ—ˆ๋ธŒ [Docker] (4) docker pull(์ด๋ฏธ์ง€ ๋‹ค์šด๋กœ๋“œ) & docker run(์ปจํ…Œ์ด๋„ˆ ์ƒ์„ฑ/์‹คํ–‰) & ํฌํŠธํฌ์›Œ๋”ฉ(ํฌํŠธ๋งคํ•‘) [Docker] (5) ๋„์ปค run ๋ช…๋ น์–ด ์˜ต์…˜, ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๊ฐ€ ์ข…๋ฃŒ๋˜์ง€ ์•Š๊ฒŒ ํ•˜๋Š” ๋ฐฉ๋ฒ• [Docker] (6) ๋„์ปค ์ปจํ…Œ์ด๋„ˆ๋กœ ์ ‘์†ํ•˜๊ธฐ - docker exec & docker attach [Docker] (7) ๋„์ปค volume(๋ณผ๋ฅจ) ์˜ต์…˜ - ์ปจํ…Œ์ด๋„ˆ ํด๋”์™€ ํ˜ธ์ŠคํŠธ ํด๋” ์—ฐ๊ฒฐํ•˜๊ธฐ [Docker] (8) ๋„์ปค commit(์ปค๋ฐ‹) & push(ํ‘ธ์‹œ.. 2023. 8. 21.
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