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LoadEFT: Efficient Scheduler Proposal
for Electronic Funds Transfer Companies
Tiago Nascimento, Cristiano André da Costa, Rodrigo da Rosa Righi
CLEI 2014 - Conferencia Latinoamericana em Informática
Contact: rrrighi@unisinos.br
Agenda
• Introduction
• LoadEFT
• Evaluation Methodology
• Results
• Conclusion
Introduction
Electronic medias for payment operations have
become mainstream, instead of using money in
currency paper and check.
After arriving in the service provider company,
transactions are received by a switch that acts as a
scheduler responsible for assigning them to
processing machines.
Introduction
The standard mechanism for
mapping transactions to PMs is
based on the Round-Robin
algorithm, which schedules a list
of resources in a circular fashion.
Round-Robin achieves the Optimum schedule when
all transactions present a single type, with the same
CPU and I/O requirements among themselves, and
PMs are built with the same pieces of hardware and
present the same software configuration.
T1 SchedulerT2T3T4T5
PM1
PM2
PM3
PM4
T1
T2
T3
T4
T5
Homogeneous Transactions (T)
Homogeneous
Processing
Machines (PM)
Round-Robin
Optimal
Scheduling
500 flops
1 GHz
T1 T5. . .
PM1 PM4. . .
Legend
Introduction
Nevertheless, the Round-Robin scheduling approach
may not be the best alternative when either dynamic or
heterogeneous systems are involved.
In spite of the disadvantages explained earlier, many
transaction processing companies still use a Round-
Robin-based scheduling.
T1 SchedulerT2T3T4T5
PM1
PM2
PM3
PM4
T1
T2
T3
T4
T5
Heterogeneous Transactions (T)
Heterogeneous
Processing
Machines (PM)
GetLB
Scheduling
T1 T4
T2 T3 T5
PM1 PM3
PM2 PM4
500 flops
1 GHz
1000 flops
500 MHz
Legend
T1 SchedulerT2T3T4T5
PM1
PM2
PM3
PM4
T1
T2
T3
T4
T5
Heterogenenous Transactions (T)
Homogeneous
Processing
Machines (PM)
Round-Robin
Scheduling
1 GHzPM1 PM4. . .
T1 T4
T2 T3 T5 500 flops
1000 flops
Legend
Introduction
EFT works with
heterogeneous
transactions
Heterogeneity
on transactions
Heterogeneity
on resources
Introduction
T1
Slice1
T1
Slice2
T1
Slice3
T2
Slice2
T2
Slice1
T1
Slice1
T1
Slice2
T1
Slice3
T2
Slice1
T2
Slice2
Transactions Flow Dispatcher
Processing
Machines
Example of
Scheduling
T1
Company1
T2
Company1
T3
Company1
T4
Company2
T1
Company1
T2
Company1
T3
Company1
T4
Company2
Dispatcher
Processing
Machines
Example of
Scheduling
Transactions Flow
Technical Problems
Allocation for
companies
Packet-based
scheduling
Introduction
LoadEFT: Load balancing model for Electronic Funds Transfer Systems
Dynamic Data about
transactions and
processing machines
Performance center to
save data about the
targets
Simple prediction using
moving averages
Overcome
technical
problems
LoadEFT
Internet
User
Cluster Frontend server
Virtual Servers
192.168.0.1: 80 Cluster Web
192.168.0.1: 443 Cluster SSL
192.168.0.1: 23 Cluster Telnet
Machine
172.16.1.11
Services
172.16.1.11:80
Machine
172.16.1.12
Machine
172.16.1.13
Machine
172.16.1.14
Services
172.16.1.12:80
172.16.1.12:443
Services
172.16.1.13:80
172.16.1.13:23
Services
172.16.1.14:80
172.16.1.14:23
172.16.1.14:443
External Network: 192.168.0.10
Internal Network: 172.16.1.1
Machine
192.168.0.2
Idea: Use of Virtual Servers - Single point of entrance
LoadEFT
Driver Load
Balancer
Driver
Authorizer
Driver
Authorizer
Driver
Authorizer
Performance
Center
Event
Manager
Scalability
Control
Auxiliary
Services
Transactions
Waiting
Response
Answered
Transactions
Authorizers
Performance
Shared-Memory
Region
MTD
Scheduler
Load Balancing
Socket ConnectionAccess to the
Shared-Memory
Communication FlowLegend
Architecture
Evaluation Methodology
4800 transactions
Cluster Type Host 1 Host 2 Host 3 Host 4
Homogeneous 20 20 20 20
Heterogeneous 10 20 40 10
Debit and credit
transactions
Timeout of 7 seconds
Conditions
Results
Homogeneous cluster
Round-Robin
LoadEFTMapping of transactions
Results
Heterogeneous cluster
Round-Robin
LoadEFT
Mapping of transactions
Results
Number of both successfully answered transactions and timeouts
Conclusion
Importance of load-balancing at runtime
Time is one of the most important factors on users’ experience
EFT is a heterogeneous system, so Round-Robin is
not the most suitable option for such systems.
Scheduling
Scheduling
calculus
Scheduling
Quality
LoadEFT presents
better performance on
heterogeneous
resources
= +
LoadEFT: Efficient Scheduler Proposal
for Electronic Funds Transfer Companies
Tiago Nascimento, Cristiano André da Costa, Rodrigo da Rosa Righi
CLEI 2014 - Conferencia Latinoamericana em Informática
Contact: rrrighi@unisinos.br

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Efficient Scheduler for Electronic Funds Tranfer (EFT) Scenarios