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mlflowをwindowsで起動するのはめんどくさい
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Aipa
March 15, 2019
Technology
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mlflowをwindowsで起動するのはめんどくさい
データ分析チャンプルー val.1@琉球大学で発表してきた
https://nobdata.connpass.com/event/122314/
Aipa
March 15, 2019
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Transcript
σʔλੳͪΌΜΔʔ vol.1 ΞΠύʔୂ@ླྀٿେֶ
ࣗݾհ
ࣗݾհ • ΞΠύʔୂ(ࠓ 29) • ೋਲ͍Ͱ͢ • ͪΎΒσʔλגࣜձࣾ • PyData.OkinawaڞಉΦʔΨφΠβʔ
• ࡢ͔ΒϏʔϧ͕ݏ͍ʹͳΓ·ͨ͠
ࠂ
PyData.Okinawa #38 LTେձ https://pydataokinawa.connpass.com/event/121724/ ໌ 15:00 ~ 18:00 ॴླྀٿେֶʢҬੜ૯߹ݚڀ౩ʣ
͕͋Γ·͢ʂʂʢશһථʣ
ݱ࣌શһೖ֬ఆ ʢΑ͔ͬͨΒཔΉདྷͯ͘ΕཔΉʣ
΅͘͜Ε͔Β࡞Γ·͢ʂʂ ʢ͔ͩΒ҆৺ͯ͠དྷͯ͘Εʣ
͢લʹ
ຊεϥΠυͰಡΈͮΒ͍Լهϫʔυ͕Ͱ͖ͯ·͢ • fcntl • WSGI • Gunicorn
ຊεϥΠυͰ͜͏ݺͼ·͢ • fcntl → ͑;͜ΜͱΖʔΔ • WSGI → ͏͌ͣ͗ʔ •
Gunicorn → ͙ʹ͜ʔΜ
ຊεϥΠυͰ͜͏ݺͼ·͢ • fcntl → ͑;͜ΜͱΖʔΔ • WSGI → ͏͑͗͢ •
Gunicorn → ͙ʹ͜ʔΜ https://twitter.com/moon_in_nagano/status/1001315017273167872
ຊεϥΠυͰ͜͏ݺͼ·͢ • fcntl → ͑;͜ΜͱΖʔΔ • WSGI → ͏͑͗͢ •
Gunicorn → ͙ʹ͜ʔΜ https://twitter.com/moon_in_nagano/status/1001315017273167872
ຊ͓͢Δ͜ͱ
ຊ͓͢Δ͜ͱ
mlflowྑͦ͞͏ https://qiita.com/ike_dai/items/3121a8cc8398c6ec6a33
͔͠͠ࠓճͷཁ݅ • Windows OS • HogeHogeFlow • FugaFuga-learn
͔͠͠ࠓճͷཁ݅ • Windows OS • HogeHogeFlow • FugaFuga-learn
do not support (´ʀωʀʆ)
֬ೝͯ͠ͳ͍͚ͩͰಈ͘Ͱ͠ΐʢͳ΄͡ʔ
(´ʀωʀʆ) GDOUM͕ͳ͍
WindowsͰfcntlಈ͔ͳ͍ https://stackoverflow.com/questions/1422368/fcntl-substitute-on-windows
WindowsͰfcntlಈ͔ͳ͍ https://stackoverflow.com/questions/1422368/fcntl-substitute-on-windows
Կނಈ͔ͳ͍͔ௐΔ
Τϥʔ͔ΒௐΔ
Τϥʔ͔ΒௐΔ https://github.com/benoitc/gunicorn/blob/master/gunicorn/util.py#L8
gunicornͰΤϥʔ͕ग़͍ͯΔΑ͏ͩ • gunicorn is Կʁ • Python༻ͷWSGI HTTP Server
gunicornΛwindowsͰ ಈ࡞͢ΔΑ͏ʹ मਖ਼͢Ε͍͍ͷͰ??!
Dead end. ×2
͓ʁʢ^ω^ = ^ω^ʣ
Dead end. ×3
Dead end. ×3
mlflow windowsͰ͑·ͤΜ
ɹ͏গ͠ؤுͬͯΈΔ
mlflowͷίʔυΛಡΉ HVOJDPSOΛ ىಈ͢Δͱ͜Ζ NMqPXTFSWFS Λ࣮ߦ͢ΔͱݺΕΔؔ https://github.com/mlflow/mlflow/blob/master/mlflow/server/__init__.py
mlflowͷίʔυΛಡΉ https://github.com/mlflow/mlflow/blob/master/mlflow/server/__init__.py 'MBTLͬͯΔ
ݟ͖͑ͯͨΞʔΩςΫνϟʢΠϯϑϥʣ
ݟ͖͑ͯͨΞʔΩςΫνϟʢαʔόʣ
WSGI͍Βͳ͍આ ᶃHVOJDPSOͷྶѹΛফ͢ ᶄ'MBTLΛىಈ͢Δ͚ͩ
վम͢Δ
mlflow/server/__init__.pyΛ Flask͕ىಈ͢ΔΑ͏मਖ਼ ͓·͡ͳ͍ ˞ىಈޙʹڥม͕ ͳ͍ͱΤϥʔʹͳΔ 'MBTLͷىಈίʔυ
ىಈͨ͠
ىಈͨ͠
·͊ͰFlask͚ͩ͡Ό Γͳ͍߹͕͋Δ
FlaskͷσϑΥϧτͰಉ࣌ΞΫηεΛॲཧͰ͖ͳ͍ https://qiita.com/5zm/items/251be97d2800bf67b1c6
ͳͥgunicornͳͲͷWSGIαʔόʔΛ͏ͷ͔ https://blog.hirokiky.org/entry/2018/10/06/151830
͠ຊ൪Քಇ͍ͤͨ͞ͳΒ Apache, NginxΛ͍͍ͨ
WindowsͰಈ࡞͢Δ WSGIΛ୳͢
͋ͬͨ https://docs.pylonsproject.org/projects/waitress/en/stable/
ΊͬͪΌ؆୯ͦ͏ https://docs.pylonsproject.org/projects/waitress/en/stable/usage.html
WSGIΛࠩ͠ସ͑Δઆ ᶃHVOJDPSOΛ XBJUSFTTมߋ͢Δ waitress
मਖ਼͢Δ
mlflow/server/__init__.py 'MBTLͷΦϒδΣΫτΛ XBJUSFTTʹ৯ΘͤΔ͚ͩ
ىಈͨ͠
ࡶײ
ࡶײ • mlflowwindowsͰಈ͔ͤΔ • શػೳςετͨ͠Θ͚Ͱͳ͍ͷͰϋϚΓͲ͜Ζ ·ͩ͋Γͦ͏ • ͰɺͬͺΓΊΜͲ͍͔͘͞Β Dockerͬͨ΄͏͕͍͍Α
None