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nabinno/2_APIを介してバッチ処理で学習した予測結果を取得する.svg

Last active September 22, 2020 00:29
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『仕事ではじめる機械学習』より
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2_APIを介してバッチ処理で学習した予測結果を取得する.svg
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2_APIを介してバッチ処理で学習した予測結果を取得する.uml
@startuml
skinparam monochrome true
skinparam backgroundColor #EEEEEE
actor アプリケーション as A
database DB as D
actor 予測APIサーバー as P
control 特徴抽出器 as F
collections 予測モデル as M
control 学習器 as L
group 予測
A <-> D: - ユーザーID\n- 商品ID
activate A
A -> P: - ユーザーID\n- 商品ID
activate P
P -> F
activate F
F -> M: 特徴量
deactivate F
activate M
M -> P
deactivate M
P -> A: 予測結果
deactivate P
deactivate A
end
group 学習バッチ
D -> F: - ログ\n- ユーザー情報
activate F
F -> L: 特徴量
deactivate F
activate L
L -> M: 学習結果
deactivate L
end
@enduml
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3_DBを介してバッチ処理で学習した予測結果を取得する.svg
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stroke-width: 1.0; stroke-dasharray: 5.0,5.0;" x1="252" x2="252" y1="86.2969" y2="418.7578"/><line style="stroke: #383838; stroke-width: 1.0; stroke-dasharray: 5.0,5.0;" x1="356" x2="356" y1="86.2969" y2="418.7578"/><line style="stroke: #383838; stroke-width: 1.0; stroke-dasharray: 5.0,5.0;" x1="450" x2="450" y1="86.2969" y2="418.7578"/><line style="stroke: #383838; stroke-width: 1.0; stroke-dasharray: 5.0,5.0;" x1="531" x2="531" y1="86.2969" y2="418.7578"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="112" x="23" y="82.9951">アプリケーション</text><ellipse cx="82" cy="13" fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" rx="8" ry="8" style="stroke: #383838; stroke-width: 2.0;"/><path d="M82,21 L82,48 M69,29 L95,29 M82,48 L69,63 M82,48 L95,63 " fill="none" filter="url(#fydkj4z3q6nmb)" style="stroke: #383838; stroke-width: 2.0;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="112" x="23" y="430.7529">アプリケーション</text><ellipse cx="82" cy="444.0547" fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" rx="8" ry="8" style="stroke: #383838; stroke-width: 2.0;"/><path d="M82,452.0547 L82,479.0547 M69,460.0547 L95,460.0547 M82,479.0547 L69,494.0547 M82,479.0547 L95,494.0547 " fill="none" filter="url(#fydkj4z3q6nmb)" style="stroke: #383838; stroke-width: 2.0;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="21" x="155.5" y="82.9951">DB</text><path d="M151,34 C151,24 169,24 169,24 C169,24 187,24 187,34 L187,60 C187,70 169,70 169,70 C169,70 151,70 151,60 L151,34 " fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" style="stroke: #000000; stroke-width: 1.5;"/><path d="M151,34 C151,44 169,44 169,44 C169,44 187,44 187,34 " fill="none" style="stroke: #000000; stroke-width: 1.5;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="21" x="155.5" y="430.7529">DB</text><path d="M151,444.0547 C151,434.0547 169,434.0547 169,434.0547 C169,434.0547 187,434.0547 187,444.0547 L187,470.0547 C187,480.0547 169,480.0547 169,480.0547 C169,480.0547 151,480.0547 151,470.0547 L151,444.0547 " fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" style="stroke: #000000; stroke-width: 1.5;"/><path d="M151,444.0547 C151,454.0547 169,454.0547 169,454.0547 C169,454.0547 187,454.0547 187,444.0547 " fill="none" style="stroke: #000000; stroke-width: 1.5;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="105" x="197" y="82.9951">予測APIサーバー</text><ellipse cx="252.5" cy="13" fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" rx="8" ry="8" style="stroke: #383838; stroke-width: 2.0;"/><path d="M252.5,21 L252.5,48 M239.5,29 L265.5,29 M252.5,48 L239.5,63 M252.5,48 L265.5,63 " fill="none" filter="url(#fydkj4z3q6nmb)" style="stroke: #383838; stroke-width: 2.0;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="105" x="197" y="430.7529">予測APIサーバー</text><ellipse cx="252.5" cy="444.0547" fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" rx="8" ry="8" style="stroke: #383838; stroke-width: 2.0;"/><path d="M252.5,452.0547 L252.5,479.0547 M239.5,460.0547 L265.5,460.0547 M252.5,479.0547 L239.5,494.0547 M252.5,479.0547 L265.5,494.0547 " fill="none" filter="url(#fydkj4z3q6nmb)" style="stroke: #383838; stroke-width: 2.0;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="70" x="318" y="82.9951">特徴抽出器</text><ellipse cx="356" cy="54" fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" rx="12" ry="12" style="stroke: #383838; stroke-width: 2.0;"/><polygon fill="#383838" points="352,42,358,37,356,42,358,47,352,42" style="stroke: #383838; stroke-width: 1.0;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="70" x="318" y="430.7529">特徴抽出器</text><ellipse cx="356" cy="450.0547" fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" rx="12" ry="12" style="stroke: #383838; stroke-width: 2.0;"/><polygon fill="#383838" points="352,438.0547,358,433.0547,356,438.0547,358,443.0547,352,438.0547" style="stroke: #383838; stroke-width: 1.0;"/><rect fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" height="30.2969" style="stroke: #383838; stroke-width: 1.5;" width="84" x="408" y="47"/><rect fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" height="30.2969" style="stroke: #383838; stroke-width: 1.5;" width="84" x="404" y="51"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="70" x="411" y="70.9951">予測モデル</text><rect fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" height="30.2969" style="stroke: #383838; stroke-width: 1.5;" width="84" x="408" y="417.7578"/><rect fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" height="30.2969" style="stroke: #383838; stroke-width: 1.5;" width="84" x="404" y="421.7578"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="70" x="411" y="441.7529">予測モデル</text><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="42" x="507" y="82.9951">学習器</text><ellipse cx="531" cy="54" fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" rx="12" ry="12" style="stroke: #383838; stroke-width: 2.0;"/><polygon fill="#383838" points="527,42,533,37,531,42,533,47,527,42" style="stroke: #383838; stroke-width: 1.0;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacingAndGlyphs" textLength="42" x="507" y="430.7529">学習器</text><ellipse cx="531" cy="450.0547" fill="#F8F8F8" filter="url(#fydkj4z3q6nmb)" rx="12" ry="12" style="stroke: #383838; 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stroke-width: 1.0;"/><rect fill="none" height="31.1328" style="stroke: #000000; stroke-width: 2.0;" width="184" x="13" y="103.2969"/><text fill="#000000" font-family="sans-serif" font-size="13" font-weight="bold" lengthAdjust="spacingAndGlyphs" textLength="56" x="28" y="116.3638">予測参照</text><polygon fill="#383838" points="93,122.4297,83,126.4297,93,130.4297,89,126.4297" style="stroke: #383838; stroke-width: 1.0;"/><polygon fill="#383838" points="157,122.4297,167,126.4297,157,130.4297,161,126.4297" style="stroke: #383838; stroke-width: 1.0;"/><line style="stroke: #383838; stroke-width: 1.0;" x1="87" x2="163" y1="126.4297" y2="126.4297"/><path d="M141,148.4297 L256,148.4297 L256,155.4297 L246,165.4297 L141,165.4297 L141,148.4297 " fill="#EEEEEE" style="stroke: #000000; stroke-width: 1.0;"/><rect fill="none" height="119.6641" style="stroke: #000000; stroke-width: 2.0;" width="365" x="141" y="148.4297"/><text fill="#000000" font-family="sans-serif" font-size="13" font-weight="bold" lengthAdjust="spacingAndGlyphs" textLength="70" x="156" y="161.4966">予測バッチ</text><polygon fill="#383838" points="339,197.8281,349,201.8281,339,205.8281,343,201.8281" style="stroke: #383838; stroke-width: 1.0;"/><line style="stroke: #383838; stroke-width: 1.0;" x1="174" x2="345" y1="201.8281" y2="201.8281"/><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacingAndGlyphs" textLength="35" x="181" y="181.6294">- ログ</text><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacingAndGlyphs" textLength="87" x="181" y="196.7622">- ユーザー情報</text><polygon fill="#383838" points="433,226.9609,443,230.9609,433,234.9609,437,230.9609" style="stroke: #383838; stroke-width: 1.0;"/><line style="stroke: #383838; stroke-width: 1.0;" x1="356" x2="439" y1="230.9609" y2="230.9609"/><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacingAndGlyphs" textLength="39" x="363" y="225.895">特徴量</text><polygon fill="#383838" points="180,256.0938,170,260.0938,180,264.0938,176,260.0938" style="stroke: #383838; stroke-width: 1.0;"/><line style="stroke: #383838; stroke-width: 1.0;" x1="174" x2="449" y1="260.0938" y2="260.0938"/><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacingAndGlyphs" textLength="52" x="186" y="255.0278">予測結果</text><path d="M141,282.0938 L256,282.0938 L256,289.0938 L246,299.0938 L141,299.0938 L141,282.0938 " fill="#EEEEEE" style="stroke: #000000; stroke-width: 1.0;"/><rect fill="none" height="119.6641" style="stroke: #000000; stroke-width: 2.0;" width="424" x="141" y="282.0938"/><text fill="#000000" font-family="sans-serif" font-size="13" font-weight="bold" lengthAdjust="spacingAndGlyphs" textLength="70" x="156" y="295.1606">学習バッチ</text><polygon fill="#383838" points="339,331.4922,349,335.4922,339,339.4922,343,335.4922" style="stroke: #383838; stroke-width: 1.0;"/><line style="stroke: #383838; stroke-width: 1.0;" x1="169" x2="345" y1="335.4922" y2="335.4922"/><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacingAndGlyphs" textLength="35" x="176" y="315.2935">- ログ</text><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacingAndGlyphs" textLength="87" x="176" y="330.4263">- ユーザー情報</text><polygon fill="#383838" points="514,360.625,524,364.625,514,368.625,518,364.625" style="stroke: #383838; stroke-width: 1.0;"/><line style="stroke: #383838; stroke-width: 1.0;" x1="356" x2="520" y1="364.625" y2="364.625"/><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacingAndGlyphs" textLength="39" x="363" y="359.5591">特徴量</text><polygon fill="#383838" points="461,389.7578,451,393.7578,461,397.7578,457,393.7578" style="stroke: #383838; 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@startuml
skinparam monochrome true
skinparam backgroundColor #EEEEEE
actor アプリケーション as A
database DB as D
actor 予測APIサーバー as P
control 特徴抽出器 as F
collections 予測モデル as M
control 学習器 as L
group 予測参照
A <-> D
end
group 予測バッチ
D -> F: - ログ\n- ユーザー情報
activate D
activate F
F -> M: 特徴量
deactivate F
activate M
M -> D: 予測結果
deactivate M
deactivate D
end
group 学習バッチ
D -> F: - ログ\n- ユーザー情報
activate F
F -> L: 特徴量
deactivate F
activate L
L -> M: 学習結果
deactivate L
end
@enduml
PlantUML version 1.2019.12(Sun Nov 03 10:24:54 UTC 2019)
(GPL source distribution)
Java Runtime: OpenJDK Runtime Environment
JVM: OpenJDK 64-Bit Server VM
Java Version: 1.8.0_232-heroku-b09
Operating System: Linux
Default Encoding: UTF-8
Language: en
Country: US
--></g></svg>
Raw
3_DBを介してバッチ処理で学習した予測結果を取得する.uml
@startuml
skinparam monochrome true
skinparam backgroundColor #EEEEEE
actor アプリケーション as A
database DB as D
actor 予測APIサーバー as P
control 特徴抽出器 as F
collections 予測モデル as M
control 学習器 as L
group 予測参照
A <-> D
end
group 予測バッチ
D -> F: - ログ\n- ユーザー情報
activate D
activate F
F -> M: 特徴量
deactivate F
activate M
M -> D: 予測結果
deactivate M
deactivate D
end
group 学習バッチ
D -> F: - ログ\n- ユーザー情報
activate F
F -> L: 特徴量
deactivate F
activate L
L -> M: 学習結果
deactivate L
end
@enduml
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