row open per bank • Logical partitioningMemory 30 B0 B1 B2 B3 • One row open per bank • Logical partitioningMemory 31 B0 B1 B2 B3 BG0 • Bank group – a grouping of logically addressable banks B2 B3 BG0 B0 B1 B2 B3 BG1 • Bank group – a grouping of logically addressable banks • Multiple open rows per bank group • Multiple outstanding commands in progressMemory 33 B0 B1 B2 B3 BG0 B2 B3 BG1 B0 B1 B2 B3 BG2 • Bank group – a grouping of logically addressable banks • Multiple open rows per bank group • Multiple outstanding commands in progressMemory 34 B0 B1 B2 B3 BG0

a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 b0 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b13 b14 b15 0 0 1 1 0 0 1 1 0 0 0 0 1 1 1 1 a0 a1 b2 b3 a4 a5 b6 b7 a8 a9 a10 a11 b12 b13 b14 b15 mask a bCopyright a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 b0 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b13 b14 b15 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 b0 b1 b2 b3 <4> b aCopyright © 2020 Bob Steagall K E W B C a0 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 b0 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b13 b14 b15 <3> a13 a14 a15 b0 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b aCopyright © 2020 Bob Steagall

... ... ... cs−1 as−1,1 as−1,2 as−1,3 . . . as−1,s−1 0 cs as,1 as,2 as,3 . . . as,s−1 as,s b1 b2 b3 . . . bs−1 bs ai,j: coefficients (A: Runge-Kutta matrix) bj: weights ci: nodes s: number of stages cs−1 as−1,1 as−1,2 as−1,3 . . . as−1,s−1 0 cs as,1 as,2 as,3 . . . as,s−1 as,s b1 b2 b3 . . . bs−1 bs ˜b1 ˜b2 ˜b3 . . . ˜bs−1 ˜bs ˜yn+1 = yn + h s � i=1 ˜biki en+1 = ˜yn+1 − yn+1 = h s � i=1 (˜bi as−1,1 as−1,2 as−1,3 . . . as−1,s−1 as−1,s cs as,1 as,2 as,3 . . . as,s−1 as,s b1 b2 b3 . . . bs−1 bs ˜b1 ˜b2 ˜b3 . . . ˜bs−1 ˜bs yn+1 = yn + h s � i=1 biki ki = f � tn + cih, yn + h s � j=1 aijkj

▪ W1: [d1, dx] ▪ b1: [d1] ▪ H2 =H1W2 + b2 ▪ W2: [d2, d1] ▪ b2: [d2] ▪ H3 = H2W3 + b3 ▪ W3: [10, d2] ▪ b3: [10] Loss? ▪ H3: [1, d3] ▪ Y: [0/1/…/9] ▪ eg.: 1 => [0, 1, 0, 0, 0, 0, 0, 0, 0, 0 ?3 Gradient Descent ▪ objective = σ ???? − ? 2 ▪ minimize objective ▪ [W1, W2, W3] ▪ [b1, b2, b3] Inference ▪ For a new X ▪ ???? = ?3 ∗ ?2 ?1? + ?1 + ?2 + ?3 ▪ [0.1, 0.8, 0.01, 0, 0.02, …] ▪

�������� • �����������QPS�������������������� ���������������� 23 ���� ��A ��B1 ��B2 ��B3 ��C1 ��C2 ��C3 traceid�10000 traceid�10000 Spanid�1 traceid�10000 Spanid�2 traceid�10000 �����A2! 2.0�� SDK! �����A3! 3.0�� SDK! ������A �����B1! 1.0�� SDK! �����B2! 1.0�� SDK! �����B3! 2.0�� SDK! �����C1! 2.0�� SDK! �����C2! 2.0�� SDK! �����C3! 3.0�� SDK! � � � � � � B SDK! �����A3! 3.0�� PHP SDK! PHP���� �����B1! 2.0�� Java SDK! �����B2! 2.0�� Java SDK! �����B3! 3.0�� Java SDK! �����C1! 1.0��Go SDK! �����C2! 2.0��Go SDK! �����C3! 3.0��Go SDK! Java

(без группировки) @startuml skinparam groupInheritance 1 A1 <|-- B1 A2 <|-- B2 A2 <|-- C2 A3 <|-- B3 A3 <|-- C3 A3 <|-- D3 A4 <|-- B4 A4 <|-- C4 A4 <|-- D4 A4 <|-- E4 @enduml Справочное руководство если 2 и более) @startuml skinparam groupInheritance 2 A1 <|-- B1 A2 <|-- B2 A2 <|-- C2 A3 <|-- B3 A3 <|-- C3 A3 <|-- D3 A4 <|-- B4 A4 <|-- C4 A4 <|-- D4 A4 <|-- E4 @enduml 3.39.3 Установка параметра если 3 и более) @startuml skinparam groupInheritance 3 A1 <|-- B1 A2 <|-- B2 A2 <|-- C2 A3 <|-- B3 A3 <|-- C3 A3 <|-- D3 A4 <|-- B4 A4 <|-- C4 A4 <|-- D4 A4 <|-- E4 @enduml Справочное руководство

(keine Gruppierung) @startuml skinparam groupInheritance 1 A1 <|-- B1 A2 <|-- B2 A2 <|-- C2 A3 <|-- B3 PlantUML Sprachreferenz (1.2023.11) 87 / 528 3.39 Gruppierung von Vererbungspfeilspitzen 3 KLASSENDIAGRAMM (Gruppierung ab 2) @startuml skinparam groupInheritance 2 A1 <|-- B1 A2 <|-- B2 A2 <|-- C2 A3 <|-- B3 A3 <|-- C3 A3 <|-- D3 A4 <|-- B4 A4 <|-- C4 A4 <|-- D4 A4 <|-- E4 @enduml 3.39.3 Gruppenvererbung 11) 88 / 528 3.40 Anzeige von JSON-Daten im Klassen- oder Objektdiagramm 3 KLASSENDIAGRAMM A3 <|-- B3 A3 <|-- C3 A3 <|-- D3 A4 <|-- B4 A4 <|-- C4 A4 <|-- D4 A4 <|-- E4 @enduml 3.39.4 Gruppenvererbung

1 (no grouping) @startuml skinparam groupInheritance 1 A1 <|-- B1 A2 <|-- B2 A2 <|-- C2 A3 <|-- B3 A3 <|-- C3 A3 <|-- D3 A4 <|-- B4 A4 <|-- C4 A4 <|-- D4 A4 <|-- E4 @enduml 3.39.2 GroupInheritance Guide (1.2023.11) 92 / 550 3.39 Grouping inheritance arrow heads 3 CLASS DIAGRAM A2 <|-- C2 A3 <|-- B3 A3 <|-- C3 A3 <|-- D3 A4 <|-- B4 A4 <|-- C4 A4 <|-- D4 A4 <|-- E4 @enduml 3.39.3 GroupInheritance (grouping only from 3) @startuml skinparam groupInheritance 3 A1 <|-- B1 A2 <|-- B2 A2 <|-- C2 A3 <|-- B3 A3 <|-- C3 A3 <|-- D3 A4 <|-- B4 A4 <|-- C4 A4 <|-- D4 A4 <|-- E4 @enduml 3.39.4 GroupInheritance