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LowFrequency Pulsar Surveys and Supercomputing

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Low-Frequency Pulsar Surveys and Supercomputing. Matthew Bailes. Outline: ... 4 Stokes, umpteen pulsars. Real-time fold to DM=250 pc/cc. O(100) Ops/sample ... – PowerPoint PPT presentation

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Title: LowFrequency Pulsar Surveys and Supercomputing


1
Low-Frequency Pulsar Surveys and Supercomputing
  • Matthew Bailes

2
Outline
  • Baseband Instrumentation
  • MultiBOB
  • MWA survey vs PKSMB survey
  • Data rates
  • CPU times
  • Low-Frequency Pulsar Monitoring
  • The Future Supercomputers

3
Pulsar Dedispersion
  • Incoherent

4
Coherent Dedispersion
  • Unresolved on us timescales
  • From young or millisecond pulsars
  • Power-law distribution of energies

PSR J02184232
5
10221001 Pulsar Timing (Kramer et al.)
6
CPSR2 Timing (Hotan, Bailes Ord)
7
Swinburne Baseband Recorders etc
  • 1998 Canadian S2 to computer (16 MHz x 2)
  • 100K system video tapes
  • 2000 CPSR
  • 20 MHz x 2 DLT7000 drives x 4
  • 2002 CPSR2
  • 128 MHz x 2 real-time supercomputer (60 cores)
  • 2006 DiFX (Deller, Tingay, Bailes West)
  • Software Correlator (ATNF adopted)
  • 2007 APSR
  • 1024 MHz x 2 real-time supercomputer (160
    cores)
  • 2008 MultiBOB
  • 13 x 1024 ch x 64us fibre 1600-core
    supercomputer

8
dspsr software
  • Mature
  • Delivers lt 100 ns timing on selected pulsars
  • Total power estimation every 8us with RFI
    excision
  • Write a loader
  • Can do
  • Giant pulse work
  • Pulsar searching (coherent filterbanks)
  • Pulsar timing/polarimetry
  • Interferometry with pulsar gating

9
PSRDADA (van Straten)
  • psrdada.sourceforge.net
  • Generic UDP data capture system (APSR/MultiBOB)
  • Ring Buffer(s)
  • Can attach threads to fold/dedisperse etc
  • Hierachical buffers
  • Shares available CPU resources/disk
  • Web-based control/monitoring
  • Free! hooks to dspsr psrchive.

10
APSR
  • Takes 8 Gb/s voltages
  • Forms
  • 16 x 128 channels (with coherent dedispersion)
  • 4 Stokes, umpteen pulsars
  • Real-time fold to DM250 pc/cc.
  • O(100) Ops/sample
  • Sustaining gtgt100 Gflops
  • 100K computers.
  • June 2008
  • 192 MHz working _at_ 4bits
  • 768 MHz working _at_ 2bits

11
Coherent Dedispersion BW/time
1024
x
(100K)
BW
128
(300K)
x
16 20
x
x
1998 2000 2002 2004 2006 2008
year
12
Coherent Dedispersion
  • Now trivial
  • FFT ease B-2/?3

13
MultiBOB
  • High Resolution Universe Survey (PALFA of the
    South)
  • Werthimers iBOB boards
  • 1024 channels, down to 10us sampling
  • Two pols
  • FPGA coding hard
  • Use software gain equalizer/summer
  • 5 MB/s beam
  • 1 Gb/s Fibre to Swinburne (gt1000 km fibre)
  • Real time searching!

14
New PKS MB Survey
  • Bailes
  • 13 beams
  • 9 minutes/pointing
  • 1024 channels
  • 300 MHz BW
  • 64 us sampling
  • /- 15 deg
  • Kramer
  • 13 beams
  • 70 minutes/pointing
  • 1024 channels
  • 300 MHz BW
  • 64 us sampling
  • /- 3.5 deg
  • Johnston
  • 13 beams
  • 4.5 minutes/pointing
  • 1024 channels
  • 300 MHz BW
  • 32 us sampling
  • The rest

15
MWA
  • Samples
  • Takes (24x1.3MHz32 MHz) x 2 x 512
  • Just 32 GB/s (64 Gsamples/s)
  • FFTs it
  • (5 N log2 ops/pt 2.2 Tflops)
  • XMultiplies adds
  • (512)256B4 16 TMACs

16
Sensitivity
(folded factor)
17
PKS vs MWA
  • G 3-5 x better
  • Tsys 14 x worse ?
  • B1/2 3 x worse
  • Flux 25 x better (1400 vs 200 MHz)
  • t1/2 32 x better

Single Pulse work Comparable Coherent search
32x improvement!
But There is a limit to the time you can observe
a pulsar! 4m vs 144m -gt 5x deeper.
18
Scattering b0
  • 1,10,100,1000ms

19
Scattering b5d
  • 1,10,50,100ms

20
b30
  • 0.5,1ms

21
Search instrumentation?
Volts
Spectra
Visibilities
FBanks
uv
32 MHz
Dedisp
F
X
Grid
2D FFT-1
36 GB/s
x 512
x 512 x 256
x 1922
x 512
36 GB/s
1024 GB/s 32 bits
600 GB/s
30 GB/s 5 bits
200 GB/s 32 bits
Fold
FFT
Spectra
Pulsars lt1 bit/s
22
Search Timings
  • 36,000 coherent beams (768m/4m192)2
  • 36 gigapixels/s
  • Dedisperse/CPU core
  • Gigapixel/120s
  • 36 x 120 4320 cores 500 machines 250 kW
  • NFFT 36,000 1024 (DMs)/8192 4608 FFTs/sec
  • Seek (3s / 8192 x 1024 pt FFT)
  • 14,000 cores 1800 machines MW. (M/yr)

23
Supercomputing _at_ Swinburne
The Green Machine
  • installed May/June 2007
  • 185 Dell PowerEdge1950 nodes
  • 2 quad-core processors
  • (Clovertown Intel Xeon 64-bit 2.33 GHz)
  • 16GB RAM
  • 1TB disk -gt 300 TB total
  • 1640 cores/14 Tflops
  • dual channel gigabit ethernet
  • CentOS Linux OS
  • job queue submission
  • 20 Gb infiniband (Q1 2008)
  • 83 kW .vs. 130 kW cooling

Machines 1.2M Fuel 100K/yr
24
Search Times
  • Depend only upon
  • Npixels x Nchans x Tsamp-1
  • Requires
  • No acceleration trials
  • PSR J0437-4715
  • In 8192s, small width from acceleration

25
Search Timings (32x32 tiles)
  • 36000-gt1024 coherent beams
  • 36-gt1 gigapixels/s
  • Dedisperse/core
  • Gigapixel/120s
  • 120 120 cores 15 machines 7 kW
  • NFFT 1024 1024 (DMs)/8192(s/FFT) 128
    FFTs/sec
  • Seek (3s / (8192 x 1024) pt FFT)
  • 378 cores 50 machines 25 kW.

26
RRATs
  • Log N - Log S (helps with long pointings)
  • 1000 x integration time.
  • Maybe good RRAT finder.

27
Monitoring
Monitoring?
28
Monitoring
29
Build Your Own Telescope?
  • May be cheaper to build dedicated PSR telescope
    than attempt to process everything from existing
    telescopes!
  • 32x32 tile (2D FFT - 1D FFT - dedisperse - FFT)
  • 2M telescopes
  • 2M beamformer/receivers
  • 1M correlator
  • 1M Supercomputer
  • 1M construction
  • 7-8M

30
Next-Gen Supercomputers (IO or Tflops?)
  • Infiniband 20 Gb (40Gb)
  • 288 port switch
  • 10 Tb/s IO Capacity (1-2K/node)
  • Teraflop CPU capacities/node (140 Gflops now)
  • Teraflop Server or Tflop GPU?
  • 10 GB/s vs 76 GB/s
  • Power (0.1W/)
  • 2M 200 kW

31
Architecture (2011??)
288 Ports 40 Gb/s
288 Ports 40 Gb/s
144 Tflops
144 Tflops
FX
300K
1M
300K
1M
32
Summary
  • Strong motivation for multiple (100) tied array
    beams
  • PSRs/deg2
  • Surveys only possible with compact configurations
  • At present
  • Future Supercomputers may allow search even with
    MWA-like telescopes
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