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Realtime Sentiment Classification with FastAPI

์š”์•ฝ
FastAPI ๊ธฐ๋ฐ˜ Kubernetes ์•ฑ ๋ฐฐํฌ๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ, GCP์— ์กด์žฌํ•˜๋Š” ML ๋ชจ๋ธ์„ ์„œ๋น™ํ•˜๋Š” ํ”„๋กœ์ ํŠธ์ž…๋‹ˆ๋‹ค.
์ง„ํ–‰ ๊ธฐ๊ฐ„
2024/01/10 โ†’ 2024/02/28
๊ธฐ์ˆ  ์Šคํƒ
Scikit-learn
Git
Docker
Kubernetes
Google Cloud Platform
ArgoCD
FastAPI
์นดํ…Œ๊ณ ๋ฆฌ
๊ฐœ์ธ ํ”„๋กœ์ ํŠธ

ํ”„๋กœ์ ํŠธ ๋งํฌ

fastapi-model-serving
jihoahn9303

ํ”„๋กœ์ ํŠธ ๊ฐœ์š”

Google Cloud Platform์— ์ €์žฅ๋œ ๊ฐ์„ฑ ๋ถ„์„ ๋ชจ๋ธ์„ FastAPI ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ํ†ตํ•ด ์„œ๋น™ํ•˜๋Š” MLOps ํ”„๋กœ์ ํŠธ์ž…๋‹ˆ๋‹ค.
๋ชจ๋ธ ํ•™์Šต ๋ฐ ์•„ํ‹ฐํŒฉํŠธ ๋ฐฐํฌ์™€ ๊ด€๋ จ๋œ ์†Œ์Šค ๋ฐ ๋ธ”๋กœ๊ทธ ์„ค๋ช…์€ ์•„๋ž˜ ๋งํฌ๋ฅผ ์ฐธ๊ณ ํ•ด์ฃผ์„ธ์š”!
์ฝ”๋“œ ์ €์žฅ์†Œ: Code source
๋ธ”๋กœ๊ทธ: Blog
๋จธ์‹ ๋Ÿฌ๋‹ ํƒœ์Šคํฌ์˜ ๊ฒฝ์šฐ, ์˜๋ฌธ ๋ฆฌ๋ทฐ๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•œ ์ด์ง„ ๊ฐ์„ฑ ๋ถ„๋ฅ˜ ๋ฌธ์ œ๋ฅผ ์„ ํƒํ•˜์˜€์Šต๋‹ˆ๋‹ค. (positive/negative)
๋ชจ๋ธ ํ•™์Šต ๋ฐ ํ‰๊ฐ€๋ฅผ ์œ„ํ•œ ๋ฐ์ดํ„ฐ๋กœ์„œ, Kaggle์—์„œ ์ œ๊ณตํ•œ 'IMDB Dataset of 50K Movie Reviews'๋ฅผ ์‚ฌ์šฉํ•˜์˜€์Šต๋‹ˆ๋‹ค.
์ž์„ธํ•œ ์‚ฌํ•ญ์€ย ๋งํฌ๋ฅผ ์ฐธ๊ณ ํ•ด์ฃผ์„ธ์š” :)
๊ฐ์„ฑ ๋ถ„์„ ๋ชจ๋ธ: Scikit-learn์˜ Logistic Regression
์„ฑ๋Šฅ: 0.897(F1-score)
์„ฑ๊ณผ: ๋™์‹œ ์ ‘์†์ž๊ฐ€ 300๋ช…์ธ ํ™˜๊ฒฝ์—์„œ, ํ‰๊ท  ๋ชจ๋ธ ์ถ”๋ก  ์‹œ๊ฐ„์ด 28ms์ธ FastAPI ์›น ์„œ๋ฒ„ ๊ตฌ์ถ•
โ€ข
Locust ๋ถ€ํ•˜ ํ…Œ์ŠคํŠธ ๋ฆฌํฌํŠธ
report_1710226218.0885987.html
1623.4KB
โ€ข
ํฌํŠธํด๋ฆฌ์˜ค
[Self-project]Realtime_Sentiment_Classification_with_FastAPI.pdf
1042.1KB

๊ธฐ์ˆ  ์Šคํƒ

โ€ข
๋ชจ๋ธ ๊ตฌ์ถ•: Scikit-learn
โ€ข
์‹คํ—˜ ์„ค์ •: Hydra
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์‹คํ—˜ ๋ฐ ๋ชจ๋ธ ๋ฐฐํฌ: MLFlow
โ€ข
์ง€์†์  ํ†ตํ•ฉ ๋ฐ ๋ฐฐํฌ(CI/CD): Github Actions / Docker / Kubernetes / ArgoCD
โ€ข
ํด๋ผ์šฐ๋“œ ํ”Œ๋žซํผ: Google Cloud Platform
โ—ฆ
Docker image, Helm chart โ†’ Google Artifact Registry
โ—ฆ
Backend store โ†’ Google Cloud SQL
โ—ฆ
Artifact store โ†’ Google Cloud Storage
โ—ฆ
Kubernetes โ†’ Google Kubernetes