6/ · 2019. 6. 6. · oyi. =*ig@ ptrcmd ())papae )04 ,1t hig@ p9trcmfdpa e h9nh ),, nh )0 4,1 14 4...

Post on 26-Nov-2020

1 Views

Category:

Documents

0 Downloads

Preview:

Click to see full reader

TRANSCRIPT

© Copyright 2017 Pivotal Software, Inc. All rights Reserved. Version 1.0

6/

June 2019

� � Pivotal China

o● iG@ P TrC Md ())pa pae )0 4 ,1 t

● H iG@ P 9TrC m F d pa e

● H9 nh ),, nh)0 4 ,1 14 4 pa9 N e

● S H9 rgP ( ,, Lo

● D H eN n . , , , .. 51 Sl

● A rN r i mQ M rgP + )104 2 L 00 gPat

● D N O

● D O 9d F

● o 9 G

5 , 50 4 ,1 04

O P

� ( B G

� I KQD IH LQ

� ( ( - / ( / (

� AD

� -

� (

� )

6 LFJ:Ck v

u• Cloud Foundry: 8 B

,, o

• 11 0 1 ,0 ,27 (

6 LFJ:C F J: H HL 6

• 6 LFJ:C K J F HL 6:J L 8 J

• Greenplum: MPP DB

• 6FIJ H 74: OLTP• Gemfire: In-Memory Data Grid

• GH 2:L: H: MFHB

• r

• GH CFK ur

• w r

Pivotal Labs

i v k 6 LFJ:C m oQ J0K; 8 0:J 1,5 + $ FF C ecd+ $ ( P

wk $ ) % P R k P $ taP P (%

H GCK n p f bH GCK sSGFIJ H 74 sPl R sn H GCK sP g

15��������, ��� ����������PostgreSQL�Greenplum

� ����������� �� ������

� ( DHG ITA

� K P G K S

� ( ( - / ( / (

� -

� (

� ( LB KQO

� )

�����#�

���$���!�

● S● L● N L L● L

�������"���

●●● L L● Q L L

�� ������ �������

● L S

● L

● o

* Be *

l A Ke uK I n r

B l b

s D*beta available, GA expected 6/30/19

G g• P D D

• 6 l m

• t l G B K prl D :

6

b , U

h K

K

l Pp m AS r l

U G AMCi

G

e F h a c b

, Dno b�

� ( DHG ITA

� K P G K S

� ( ( - / ( / (

� -

� (

� ( LB KQO

� )

?

Pivotal Greenplum Database

#��MPP�� �����BI������

postgres&"%��"� � ���(��

�� ����Greenplum V5��$!50�)– GP V6 Beta 2019 6 .

- - A CVH GTO

● b k● s u z● m GP5 r

50● s (ODS) W z

mLO T

● l lsegmentsL PU

d L a Segments

--

● O O I G J /A ● n● I G J /A S ● W ou -z

● Qz B3● , Qcx BA H AG

K

● y PostgreSQL 9.4(1N+ CodeCommit)

● KzDH K K G t tLt

● - l eL

● q L H CBAF FG AG ) F p

● (E AC H B A AG Eh qL p

k● EDH G f

● ( GE ) F /● i●

P6T D

P

� ( DHG ITA

� K P G K S

� ( ( - / ( / (

� -

� (

� ( LB KQO

� )

Ai I ruvs?Ppe Lg ? mQ

Apache MADlib

g g gltS

G a o n U

$ 7 1

5 , Source: FICO

���(transparency)

���(������� �”��”)

����(binary prediction)

Fraud

OK

0 7 - %

Data Transformation

Traditional BI

MachineLearning

GraphData ScienceProductivity Tools

Geospatial

Text

��� ����(<=1GB/�)

����� ���� �

���

Deep Learning

© 2014 Pivotal Software, Inc. All rights reserved.

April 2018

Array and Matrix OperationsMatrix Factorization• Low Rank• Singular Value Decomposition (SVD)Norms and Distance FunctionsSparse VectorsEncoding Categorical VariablesPath FunctionsPivotSessionizeStemming

All Pairs Shortest Path (APSP)Breadth-First SearchHyperlink-Induced Topic Search (HITS)Average Path LengthCloseness CentralityGraph DiameterIn-Out DegreePageRank and Personalized PageRankSingle Source Shortest Path (SSSP)Weakly Connected Components

,Cross ValidationPrediction MetricsTrain-Test Split

Descriptive Statistics• Cardinality Estimators• Correlation and Covariance• SummaryInferential Statistics• Hypothesis TestsProbability Functions

:Neural NetworksSupport Vector Machines (SVM)Conditional Random Field (CRF)Regression Models• Clustered Variance• Cox-Proportional Hazards Regression• Elastic Net Regularization• Generalized Linear Models• Linear Regression• Logistic Regression• Marginal Effects• Multinomial Regression• Naïve Bayes• Ordinal Regression• Robust VarianceTree Methods• Decision Tree• Random Forest

• ARIMA

:Association Rules (Apriori)Clustering (k-Means)Principal Component Analysis (PCA)Topic Modelling (Latent Dirichlet Allocation)

Columns to VectorConjugate GradientLinear Solvers• Dense Linear Systems• Sparse Linear SystemsMini-BatchingPMML ExportTerm Frequency for TextVector to Columns

• k-Nearest Neighbors

Balanced/ Random/ Stratified Sampling

18

����� �������� ������

U r AeTA

(

hy t( C

e)

, CMe s

R A

StandbyMaster

MasterHost

SQL

Interconnect

Segment HostNode1

Segment HostNode2

Segment HostNode3

Segment HostNodeN

GPU N

…GPU 1 GPU N

…GPU 1 GPU N

…GPU 1

…GPU N

…GPU 1

• dDQG leLgfno

• , C Me

• ( SwmP

• S

• iKTb PTS

• a N SF d

� ( DHG ITA

� K P G K S

� ( ( - / ( / (

� -

� (

� ( LB KQO

� )

����� ���������������������

���������������������������� ��� Pivotal Greenplum for Kubernetes

● i C● t p● R● fh● & / :● : :

●●●

.● :●

●● D WG :● l : c ● ZJ c

I

C

r●●● K● v● a●

K8s ClusterK8s

Cluster

Greenplum Operator

GCEP ersistent DiskAWSElasticBlockStore

Vsphere Volume(formerlyScaleIO)Azure Disk

DA & . : eGnm

● ZJu

○ yrh

○ nmr s

○ L o r kN

● bP c F

8 , 8(

t i

Gc r

D

p )8 ( ) (

D

Gok S

S n

vCI

v gf

)/ u

yK

d l

be

s

ma

� ( DHG ITA

� K P G K S

� ( ( - / ( / (

� -

� (

� ( LB KQO

� )

© Copyright 2017 Pivotal Software, Inc. All rights Reserved. Version 1.0

Pivotal Postgres DBaaS

����������

© 2015 Pivotal Software, Inc. All rights reserved.

HO

1 1

1

3AD

30 -- 2

SL

GBcf

push

OLTPDB for PCF

Database!

DBA

/

© Copyright 2019 Pivotal Software, Inc. All rights Reserved.

top related