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Page 1: PRIMEHPC FX10: Advanced Software - Fujitsu · PRIMEHPC FX10: Advanced Software ... HPC Portal / System Management Portal PRIMEHPC FX10 Linux-based enhanced Operating System ... Error

PRIMEHPC FX10: Advanced Software

Koh Hotta

Fujitsu Limited

Page 2: PRIMEHPC FX10: Advanced Software - Fujitsu · PRIMEHPC FX10: Advanced Software ... HPC Portal / System Management Portal PRIMEHPC FX10 Linux-based enhanced Operating System ... Error

Copyright 2011 FUJITSU LIMITED

System Software supports ---

Stable/Robust & Low Overhead Execution of Large Scale

Programs

Operating System

File System

Program Development for High Speed Execution

Just Compile and Enjoy High Performance

Compiler

MPI

Tuning Support Environment

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Copyright 2011 FUJITSU LIMITED

System Software Stack

User/ISV Applications

High-performance file system

Lustre-based distributed file system High scalability IO bandwidth guarantee High reliability & availability

HPC Portal / System Management Portal

PRIMEHPC FX10

Linux-based enhanced Operating System

File system, operations management Application development environment

System operations management

System configuration management System control System monitoring System installation & operation

Job operations management

Job manager Job scheduler Resource management Parallel execution environment

VISIMPACTTM

Shared L2 cache on a chip Hardware intra-processor

synchronization

Compilers

Support Tools

MPI Library Scalability of High-Func. Barrier Comm.

IDE Profiler & Tuning tools Interactive debugger

Hybrid parallel programming Sector cache support SIMD / Register file extensions

Enhanced hardware support System noise reduction Error detection / Low power

Linux-based enhanced Operating System Enhanced hardware support System noise reduction Error detection / Low power

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Copyright 2011 FUJITSU LIMITED

OS: Linux ported on SPARC64

You can port your applications

on PC clusters with little effort

Additional feature for large

scale system

Daemons are scheduled to reduce

waiting

CPU suspension facility

Node 1

Node 2

Node 3

Node 4

Synchronous daemon scheduling

Application running

idle wait Daemon services = System noise

Node 1

Node 2

Node 3

Node 4

Application running

Idle → CPU suspend Job running

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Copyright 2011 FUJITSU LIMITED

Flexible System Management

Hierarchical structure in large

scale systems

A job is distributed to each node

thorough the sub job management

node.

A single system image through

the control node

A logical resource partition,

named “Resource Unit”

allocated flexibly

Job management node Job operations

management

Easy to operate

with single

system image

System administrator

Compute nodes

Compute nodes

IO node IO node

・・・

・・・

Compute nodes

Compute nodes

IO node IO node

・・・

・・・

Tofu interconnect

- Power control - Hardware monitoring - Software service monitoring

による効率的な運用

Cluster Control node

Sub job management node Sub job management node

Nodegroup#1 Nodegroup#2

Hierarchical

structure for

efficient

operation

Resource Unit #1 Resource Unit#2 階層化による効率的な

Logical Resource Partition

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Copyright 2011 FUJITSU LIMITED

Robust system operation

The important nodes have redundancy.

Control node

Job management node

Sub job management node

File servers

In case of job management node failure

A stand-by node succeeds

Job data synchronization between active nodes and

stand-by nodes.

Executing jobs can continue to run

Job management nodes

JOBs

active stand-by data

sync user

failure

active

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Copyright 2011 FUJITSU LIMITED

System Software Stack

User/ISV Applications

High-performance file system

Lustre-based distributed file system High scalability IO bandwidth guarantee High reliability & availability

HPC Portal / System Management Portal

PRIMEHPC FX10

Linux-based enhanced Operating System

File system, operations management Application development environment

System operations management

System configuration management System control System monitoring System installation & operation

Job operations management

Job manager Job scheduler Resource management Parallel execution environment

VISIMPACTTM

Shared L2 cache on a chip Hardware intra-processor

synchronization

Enhanced hardware support System noise reduction Error detection / Low power

Support Tools

Compilers

MPI Library Scalability of High-Func. Barrier Comm.

Hybrid parallel programming Sector cache support SIMD / Register file extensions

IDE Profiler & Tuning tools Interactive debugger

VISIMPACTTM

Shared L2 cache on a chip Hardware intra-processor

synchronization

Page 8: PRIMEHPC FX10: Advanced Software - Fujitsu · PRIMEHPC FX10: Advanced Software ... HPC Portal / System Management Portal PRIMEHPC FX10 Linux-based enhanced Operating System ... Error

Copyright 2011 FUJITSU LIMITED

I have a dream

that one day you just compile your programs and

enjoy high performance on your high-end

supercomputer.

So, we must provide easy hybrid parallel programming

method including compiler and run-time system support.

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Copyright 2011 FUJITSU LIMITED

Hybrid Parallelism on huge # of cores

Too large # of processes to manipulate To reduce number of processes,

hybrid thread-process programming is required

But Hybrid parallel programming is annoying for programmers

Even for multi-threading, procedure level or outer loop parallelism was desired Little opportunity for such coarse grain parallelism

System support for “fine grain” parallelism is required

VISIMPACT solves these problems

Page 10: PRIMEHPC FX10: Advanced Software - Fujitsu · PRIMEHPC FX10: Advanced Software ... HPC Portal / System Management Portal PRIMEHPC FX10 Linux-based enhanced Operating System ... Error

Copyright 2011 FUJITSU LIMITED

VISIMPACTTM

(Virtual Single Processor by Integrated Multi-core Parallel Architecture)

Mechanism that treats multiple cores as one high-speed CPU Practical automatic parallelization

Program and compile

And enjoy high-speed

You need not think about hybrid

Shared L2 cache memory

to avoid false sharing

CPU technologies

Memory

CPU

Core

L2$

Process

Core

L2$

Process

Memory

CPU

Core

Core

L2$

Process Inter-core

thread parallel

processing

Core • • •

Barrier synchronization

Thread 1

Hardware barrier synchronization: 10

times faster than conventional system

Tim

e

• • •

• • •

Core

Thread 2

Core

Thread N

Inter-core hardware barrier facilities

to reduce overhead of

thread synchronization

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Copyright 2011 FUJITSU LIMITED

Compiler uses HPC-ACE architecture

Instruction-level parallelism with SIMD instructions

Improvement of computing efficiency used 256 floating point registers

Improvement of cache efficiency used “sector cache”

0

0.2

0.4

0.6

0.8

1

1.2

Memory wait Cache missesOperation wait Instructions committed

NPB3.3 LU Execution time comparison (relative values)

FX1 PRIMEHPC FX10

Faster

Efficient use of

Expanded registers

reduces Operation wait

0

0.2

0.4

0.6

0.8

1

1.2

Memory wait Cache missesOperation wait Instructions committed

NPB3.3 MG Execution time comparison (relative values)

FX1 PRIMEHPC FX10

Faster

SIMD implementation

reduces Instructions

committed

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Copyright 2011 FUJITSU LIMITED

MPI Approach for FX10

Open MPI based Open Standard, Open Source, Multi-Platform including PC Cluster

Adding extension to Open MPI for “Tofu” interconnect

High Performance Short-cut message path for low latency communication

Torus oriented protocol: Message Size, Location, Hop Sensitive

Trunking Communication utilizing multi-dimensional network links by Tofu selective routing.

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Copyright 2011 FUJITSU LIMITED

Goal for MPI on FX10

High Performance Low Latency & High Bandwidth

Highly Scalability Collective Performance Optimized for Tofu interconnect

High Availability, Flexibility and Easy to Use Providing Logical 3D-Torus for each JOB with eliminating failure nodes.

Providing New up version of MPI Standard functions as soon as possible

Page 14: PRIMEHPC FX10: Advanced Software - Fujitsu · PRIMEHPC FX10: Advanced Software ... HPC Portal / System Management Portal PRIMEHPC FX10 Linux-based enhanced Operating System ... Error

Copyright 2011 FUJITSU LIMITED

MPI Software stack

MPI

PML

BML

BTL openib BTL

ob1 PML

r2 BML

OpenFabrics Verbs

MPI

PML

(Point-to-Point Messaging Layer)

BML

(BTL Management Layer)

BTL

(Byte Transfer Layer)

COLL

Original Open MPI Software Stack

(Using openib BTL)

MPI

BML

BTL tofu BTL

r2 BML

Tofu Library

MPI

BML

BTL

tofu

LLP

COLL

ob1 PML PML

tofu common

Supported special Bcast・Allgather・

Alltoall・Allreduce for Tofu

Special Hardware dependent layer

For Tofu Interconnect

LLP (Low Latency Path) Providing Common Data processing

and structures for BTL・LLP・COLL

Rendezvous Protocol Optimization etc

Adapting to tofu

Extension Extension

Hardware dependent

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Copyright 2011 FUJITSU LIMITED

Flexible Process Mapping to Tofu environment

You can allocate your processes as you like.

Dimension Specification for each rank

1D :(x)

2D :(x,y)

3D :(x,y,z)

(0) (1) (2) (3) (7) (6) (5) (4)

(0,0) (1,0) (2,0) (3,0) (3,1) (2,1) (1,1) (0,1)

(0,0,0) (1,0,0) (0,1,0) (1,1,0) (0,0,1) (0,1,1) (1,0,1) (1,1,1)

4 5 6 7

0 1 2 3 0 1 2 3

7 6 5 4

0 1

2 3 4 6

5 7

x

y

x

y

z

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Copyright 2011 FUJITSU LIMITED

Customized MPI Library for High Scalability

Point-to-Point communication

•Use a special type of low-latency path

that bypasses the software layer

•The transfer method optimization

according to the data length, process

location and number of hops

Collective communication

•High performance Barrier, Allreduce,

Bcast and Reduce used Tofu barrier

facility

•Scalable Bcast, Allgather, Allgatherv,

Allreduce and Alltoall algorithm

optimized for Tofu network

Barrier / Allreduce Performance

0

10

20

30

40

50

60

70

80

90

100

0 1,000 2,000 3,000 4,000 5,000 6,000 7,000 8,000 9,000 10,000

Number of Nodes (48x6xZ)E

lap

se

d T

ime

(m

icro

se

co

nd

s)

Barrier (Tofu Barrier) Allreduce (Tofu Barrier)

Barrier (software) Allreduce (software)

Quotation from K computer performance data

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Copyright 2011 FUJITSU LIMITED

Programming Model for High Scalability

Hybrid parallelism by VISIMPACT

and MPI library

VISIMPACT

•Multi-thread parallelization

MPI library

•Collective communications

using Tofu barrier facility

Scalability of Himeno benchmark(XL size)

0

2

4

6

8

10

12

14

16

18

20

1,000 10,000 100,000Number of cores

Performance

ratio

Hybrid + Tofu barrier

Hybrid

Flat MPI

Quotation from K computer performance data

Himeno benchmark detail (65536 Core)

0

0.2

0.4

0.6

0.8

1

1.2

Hybrid + Tofu

barrier

Hybrid Flat MPI

Time Ratio

Collective communication

Neighbor Communication and Calculation

Quotation from K computer performance data

Page 18: PRIMEHPC FX10: Advanced Software - Fujitsu · PRIMEHPC FX10: Advanced Software ... HPC Portal / System Management Portal PRIMEHPC FX10 Linux-based enhanced Operating System ... Error

Copyright 2011 FUJITSU LIMITED

Performance Tuning

Not only by compiler optimization,

but also you can manipulate performance

Compiler directives to tune programs.

Tools to help your effort to tune your programs

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Copyright 2011 FUJITSU LIMITED

Application Tuning Cycle and Tools

Execution

Job

Information

Open Source

Tools

Overall

Tuning

RMATT

Tofu-PA

MPI Tuning

CPU Tuning

PAPI

Vampir-trace

Profiler

Profiler

Vampir-trace

FX10 Specific

Tools

Profiler snapshot

Page 20: PRIMEHPC FX10: Advanced Software - Fujitsu · PRIMEHPC FX10: Advanced Software ... HPC Portal / System Management Portal PRIMEHPC FX10 Linux-based enhanced Operating System ... Error

Copyright 2011 FUJITSU LIMITED

Performance Tuning (Event Counter Example)

3-D job example

Display 4096 procs in

16 x 16 x 16 cells

Cells painted in colors

according to the proc status

(e.g. CPU time)

Cut a slice of jobs along

x-, y-, or z-axis to view

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Copyright 2011 FUJITSU LIMITED

Rank Mapping Optimization (RMATT : Rank Map Automatic Turning Tool)

Standard x,y,z order mapping 22.3ms

•Number of ranks : 4096 ranks

•Network configuration : 16x16x16 nodes (4096) Bruck algorism(Allgather type) Communication

Optimized rank map file

Reduce number of hops and congestion

RMATT

input

output

Log file of network configuration and

communication pattern (Communication

weight between ranks)

Communication analysis by Vampir-trace

Remapping with RMATT 5.5ms 4 times faster

•8 •6 •2

•1 •3 •0

•5 •7 •4

•0 •1 •2

•3 •4 •5

•6 •7 •8

Re-execution using optimized rank map file

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Copyright 2011 FUJITSU LIMITED

Conclusion: FX10 enables practical high-level parallel environment

LINUX for SPARC64 processors

Reducing the system noise effect & power usage

Highly available job/system management facilities

VISIMPACTTM lets you treat multi-core CPU as

one single high-speed core.

Collaboration by the CPU architecture and the compiler.

High-speed hardware barrier to reduce the overhead of synchronization

Shared L2 cache to improve memory access

Automatic parallelization to recognize parallelism and accelerate your program

Open MPI based MPI to utilize “Tofu” interconnect.

Tuning facility shows the activity of parallel programs.

Page 23: PRIMEHPC FX10: Advanced Software - Fujitsu · PRIMEHPC FX10: Advanced Software ... HPC Portal / System Management Portal PRIMEHPC FX10 Linux-based enhanced Operating System ... Error

Copyright 2011 FUJITSU LIMITED