FastAPI ๅฎๅ จใฌใคใ
ๆฌ่ฌ็พฉใฏFastAPIใฎๆ ธๅฟๆฉ่ฝใจใจใใซใWebใตใผใใน้็บใฎๅ จ้็จใ็ฟๅพใงใใใใใซๆงๆใใพใใใๆฌ่ฌ็พฉใ้ใใฆใ็ๆงใ็พๅ ดใงๅฟ ่ฆใจใใFastAPIๅฐ้้็บ่ ใซๆ้ทใใใฆใใใ ใใพใใ
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ๅ่ฌ็ใฎ็ๆงใใใใซใกใฏใ
ใใฃใไปใAirflowๅฎๅ จใฌใคใ Part 1่ฌๅบงใใชใชใผในใใใฐใใใงใใ
ใใใผใฟใใคใใฉใคใณใไธๆฐใซๆป็ฅ๏ผAirflowใในใฟใผใฏใฉในใ
Airflowใฎๆ ธๅฟ็ใชๅไฝๅ็ใใใๅคๆงใชOperatorใHookใฎๆดป็จๆณใพใงใๅ่ฌ็ใฎ็ๆงใๅฎๅใง่ชใใใใAirflowใฎๅฐ้ๅฎถใธใจๆ้ทใใใใใใ้ญใ่พผใใฆๆฌ่ฌ็พฉใๅถไฝใใพใใใ
่ฌ็พฉ็ดนไปใใผใธ: https://inf.run/2Y8Z4
่ฌ็พฉ็ดนไปๅ็ป: https://inf.run/znn8V
Airflowๅฎๅ จใฌใคใ Part 1่ฌๅบงใฏใใชใชใผใน่จๅฟตใจใใฆๆฌๆฅใใ2้ฑ้ใ40%ๅฒๅผใๅฎๆฝใใฆใใพใใใใใใฆใ็งใฎไปใฎใในใฆใฎ่ฌๅบงใ2้ฑ้ใ30%ๅฒๅผใๅๆใซๅฎๆฝใใใใพใใ
ๆฌ่ฌ็พฉใAirflowใๅญฆใถใใใฎๆๅใฎ้ธๆใงใใใจใ่ชไฟกใๆใฃใฆใใใใใใใใพใใใใใใจใใใใใพใใ
ใใใซใกใฏใ็ใใใใฏใฉใณใปใใงใซใใณใงใใ
ไปๅใ็งใใๅฎ่ฃ ใใชใใๅญฆใถTransformerใใจใใใฟใคใใซใงๆฐใใ่ฌๅบงใใชใชใผในใใพใใใ
ๆฌ่ฌ็พฉใฏใTransformerใฎๆ ธๅฟใกใซใใบใ ใงใใMulti Head AttentionใใOriginal TransformerใขใใซใใใณBERTใEncoder-Decoder็ฟป่จณใขใใซใงใใMarianMTใขใใซใพใงใผใญใใ็ดๆฅๅฎ่ฃ ใใชใใTransformerใ้ ใ ใพใงๅญฆใถใใจใใงใใ่ฌ็พฉใงใใ
ใใใพใงTransformerใซ่ๅณใฏใใฃใใใฎใฎใTransformerใฎ็่งฃใซๅฐ้ฃใๆใใฆใใๆนใงใใใฐใๅใใใใใ่ฉณ็ดฐใช็่ซ่ชฌๆใใๅฎ้ใฎใณใผใๅฎ่ฃ ใพใง็นใใๆฌ่ฌๅบงใใ็ใใใฎTransformerใธใฎๆธๆใใใฃใใใจ่งฃๆฑบใใฆใใใใใจใงใใใใ
็พๅจใชใผใใณ่จๅฟต35%ๅฒๅผใๅฎๆฝไธญใงใไปฅไธใฏ่ฌ็พฉ็ดนไปใใผใธใงใใ
ใๅฎ่ฃ ใใชใใๅญฆใถTransformer่ฌๅบงใใฎๅ ฌๅผ็ใชๅๆๅ่ฌ่ฌๅบงใฏใใใฃใผใใฉใผใใณใฐCNNๅฎ็งใฌใคใ - Pytorch็ใใงใใใใฃใผใใฉใผใใณใฐCNNๅฎ็งใฌใคใ - Pytorch็่ฌๅบงใ25%ๅฒๅผใๅฎๆฝใใฆใใพใใ
Pytorchใงใขใใซๅฎ่ฃ ใฎ็ต้จใใใ็จๅบฆใใใใงใใใใๅๆ่ฌๅบงใๅ่ฌใใใซใๆๆฆใใฆใใใ ใใพใใใใ่ฉณใใๅ ๅฎนใฏhttps://inf.run/K4ZyT
ๅ็ปใใๅ็ งใใ ใใใ
ๅคฉๆฐใใ ใใถ่ๅฏใใชใฃใฆใใพใใญใใใคใใไฝใซใๆฐใใคใใฆใๆดปๆฐใซๆบใกใไธๆฅใใ้ใใใใ ใใใ
ใใใใจใใใใใพใใ
ใใใซใกใฏใ
Pytorch่ฌ็พฉใฎ็บๅฃฒใจๆฐใใๆฅใฎใคใใณใใงใไปๆฅ๏ผ4ๆ2ๆฅ๏ผใใ4ๆ15ๆฅใพใงใฎ2้ฑ้ใฎใในใฆใฎ่ฌ็พฉใ30๏ผ ๅฒๅผใใพใใ
Inflearnใใผใฑใใฃใณใฐใใผใ ใงใ็ฒใๆงใงใใใฎใงใไธ่จใคใใณใใใผใธใๅฅ้ไฝๆใใใใพใใใฎใงใใๅ็ งใใ ใใใ
ใใใฆใๆขๅญใฎใใฃใผใใฉใผใใณใฐใณใณใใฅใผใฟใใธใงใณๅฎ็งใฌใคใใจไปๅ็บๅฃฒใใใใฃใผใใฉใผใใณใฐCNNๅฎ็งใฌใคใ - Pytorchใใผใธใงใณใๆฐใใซใญใผใใใใใจใใฆๆงๆใใพใใใใ่ๅณใฎใใๆนใฏไธ่จใญใผใใใใใใผใธ่จชๅใ้กใใใพใใ
ใใใใจใใใใใพใใ
ใใใซใกใฏใ
ไบๅฎใใๆฉใใทในใใ ๆงๆใๅฎไบใใไปใๆฐ่ฆ่ฌ็พฉใงใใใใใฃใผใใฉใผใใณใฐCNNๅฎๅ จใฌใคใ - Pytorchใใผใธใงใณใ่ฌ็พฉใใชใผใใณใใพใใใ
้ทๆ้ใซใใใฃใฆๆฌ่ฌ็พฉใๆบๅใใฆใใพใใใๆขๅญใฎTFKeras็่ฌ็พฉใงใใๆนๅใใใ่ฌ็พฉๅ ๅฎนใจใจใใซใๆฌ่ฌ็พฉใ้ใใฆPyTorchใใผในใงCNNใฎๅ็ใใๅฎ็ฟใพใงๆฎต้็ใซๅญฆ็ฟใใๅฎๅใใญใธใงใฏใใงใใใใซ้ฉ็จใงใใๅฎๆฆ่ฝๅใ็ฉใใใจใใงใใใงใใใใ
ไธ่จURLใซใใใ่ฉณ็ดฐใช่ฌ็พฉ็ดนไปๅ ๅฎนใๅ้ฒใใพใใใ
่ฌ็พฉ็ดนไปใใผใธ: https://www.inflearn.com/course/%EB%94%A5%EB%9F%AC%EB%8B%9D-cnn-%EC%99%84%EB%B2%BD%EA%B0%80%EC%9D%B4%EB%93%9C-%ED%8C%8C9CEC
Pytorchใซ่ๅณใใใใฐใใใฎใใฃใผใใฉใผใใณใฐCNNๅฎๅ จใฌใคใ - Pytorchๅทใฎ้ธๆใๅพๆใใชใใงใใ ใใใ CNNใฏใใกใใใPytorchใฎๅบๆฌใใๆทฑๅใพใงใๆฌ่ฌ็พฉใ้ใใฆๅฎ็งใซใในใฟใผใใใใจใใงใใพใใ
ใใใใจใใใใใพใใ
ใใใซใกใฏใ
FastAPIๅฎๅ จใฌใคใ่ฌ็พฉใ้ธๆใใฆใใใ ใใใใใจใใใใใพใใ
่ฌ็พฉ็บๅฃฒๆใซFastAPI็ดนไปใปใฏใทใงใณใซใใฃใใFastAPI้ๅๆๅฆ็ใกใซใใบใ ใThreadPoolใใใณAsync้ฉ็จๆใฎ็ๆไบ้ ใmulti process่ตทๅใใใใณUvicorn/Starlette/FastAPIใญใผใซใชใฉใฎ่ฌ็พฉใๅฅใฎใปใฏใทใงใณใงใใFastAPI AsyncใใใซใThreadใใใซใProcessใธ็งปๅใใพใใใ
่ฌ็พฉใฎๅใใซๅใไธใใใซใฏๅฐใ้ใใใผใใฎใใใงใใใ็จๅบฆFastAPIใซๆ ฃใใฆใใใใฎๅ ๅฎนใๆฑใใใใซ่ฌ็พฉใฎไธญ็ค๏ผPydanticๆฌกใฎใปใฏใทใงใณ๏ผใซๆฐ่ฆใปใฏใทใงใณใไฝใฃใฆ็งปๅใใพใใใ
ใใใงใ่ฌ็พฉ่ณๆใๅฎ็ฟใณใผใใๆน่จใใพใใใใใงใซ่ฌ็พฉ่ณๆใๅฎ็ฟใณใผใใใใฆใณใญใผใใใฆใใๆนใฏใ็ณใ่จณใใใพใใใใๆน่จ่ณๆใใใฆใณใญใผใใใฆใใใ ใใใใจๆใใพใใ
ๅฎถๆใจไธ็ทใซใใฟใใชๅนธใใชใใฅใฝใฏใ้ใฃใฆใใ ใใใ
ใใใใจใใใใใพใใ
