Xeon Phi

Xeon Phi
Max. CPU clock rate 1.053 GHz to 1.7 GHz
Cores
  • 57-61 (X100 Series)
  • 64-72 (x200 Series)
L1 cache 64 KB per core
L2 cache 512 KB per core
Created 2012
Transistors 22 nm transistors (Tri-Gate)
14 nm transistors (Tri-Gate)
Architecture x64
Extensions
Socket(s)
Brand name(s)
    • Xeon Phi 3100
    • Xeon Phi 5100
    • Xeon Phi 7100
    • Xeon Phi 7200

Xeon Phi[1] is a brand name given to a series of manycore processors designed, manufactured, marketed, and sold by Intel, targeted at supercomputing, enterprise, and high-end workstation markets. Intel's MIC (Many Integrated Core) architecture allows use of standard programming language APIs such as OpenMP.[2]

Initially in the form of PCIe-based add-on cards, a second generation product, codenamed Knights Landing was announced in June 2013. These second generation chips could be used as a standalone CPU, not just as an add-in card.

The Tianhe-2 supercomputer uses Xeon Phi processors

In June 2013, the Tianhe-2 supercomputer at the National Supercomputing Center in Guangzhou (NSCC-GZ) was announced[3] as the world's fastest supercomputer (As of November 2016, it is #2[4]). It uses Intel Xeon Phi coprocessors and Ivy Bridge-EP Xeon processors to achieve 33.86 petaFLOPS.[5]

Competitors include Nvidia's Tesla-branded product lines.

History

Background

The Larrabee microarchitecture (in development since 2006[6]) introduced very wide (512-bit) SIMD units to a x86 architecture based processor design, extended to a cache-coherent multiprocessor system connected via a ring bus to memory; each core was capable of four-way multithreading. Due to the design being intended for GPU as well as general purpose computing the Larrabee chips also included specialised hardware for texture sampling.[7][8] The project to produce a retail GPU product directly from the Larrabee research project was terminated in May 2010.[9]

Another contemporary Intel research project implementing x86 architecture on a many-multicore processor was the 'Single-chip Cloud Computer' (prototype introduced 2009[10]), a design mimicking a cloud computing computer datacentre on a single chip with multiple independent cores: the prototype design included 48 cores per chip with hardware support for selective frequency and voltage control of cores to maximize energy efficiency, and incorporated a mesh network for interchip messaging. The design lacked cache-coherent cores and focused on principles that would allow the design to scale to many more cores.[11]

The Teraflops Research Chip (prototype unveiled 2007[12]) is an experimental 80-core chip with two floating point units per core, implementing a 96-bit VLIW architecture instead of the x86 architecture.[13] The project investigated intercore communication methods, per-chip power management, and achieved 1.01 TFLOPS at 3.16 GHz consuming 62 W of power.[14][15]

Knights Ferry

Intel's MIC prototype board, named Knights Ferry, incorporating a processor codenamed Aubrey Isle was announced May 31, 2010. The product was stated to be a derivative of the Larrabee project and other Intel research including the Single-chip Cloud Computer.[16][17]

The development product was offered as a PCIe card with 32 in-order cores at up to 1.2 GHz with four threads per core, 2 GB GDDR5 memory,[18] and 8 MB coherent L2 cache (256 KB per core with 32 KB L1 cache), and a power requirement of ~300 W,[18] built at a 45 nm process.[19] In the Aubrey Isle core a 1,024-bit ring bus (512-bit bi-directional) connects processors to main memory.[20] Single board performance has exceeded 750 GFLOPS.[19] The prototype boards only support single precision floating point instructions.[21]

Initial developers included CERN, Korea Institute of Science and Technology Information (KISTI) and Leibniz Supercomputing Centre. Hardware vendors for prototype boards included IBM, SGI, HP, Dell and others.[22]

Knights Corner

The Knights Corner product line is made at a 22 nm process size, using Intel's Tri-gate technology with more than 50 cores per chip, and is Intel's first many-cores commercial product.[16][19]

In June 2011, SGI announced a partnership with Intel to use the MIC architecture in its high performance computing products.[23] In September 2011, it was announced that the Texas Advanced Computing Center (TACC) will use Knights Corner cards in their 10 petaFLOPS "Stampede" supercomputer, providing 8 petaFLOPS of compute power.[24] According to "Stampede: A Comprehensive Petascale Computing Environment" the "second generation Intel (Knights Landing) MICs will be added when they become available, increasing Stampede's aggregate peak performance to at least 15 PetaFLOPS."[25]

On November 15, 2011, Intel showed an early silicon version of a Knights Corner processor.[26][27]

On June 5, 2012, Intel released open source software and documentation regarding Knights Corner.[28]

On June 18, 2012, Intel announced at the 2012 Hamburg International Supercomputing Conference that Xeon Phi will be the brand name used for all products based on their Many Integrated Core architecture.[1][29][30][31][32][33][34] In June 2012, Cray announced it would be offering 22 nm 'Knight's Corner' chips (branded as 'Xeon Phi') as a co-processor in its 'Cascade' systems.[35][36]

In June 2012, ScaleMP announced it will provide its virtualization software to allow using 'Knight's Corner' chips (branded as 'Xeon Phi') as main processor transparent extension. The virtualization software will allow 'Knight's Corner' to run legacy MMX/SSE code and access unlimited amount of (host) memory without need for code changes.[37] An important component of the Intel Xeon Phi coprocessor’s core is its vector processing unit (VPU).[38] The VPU features a novel 512-bit SIMD instruction set, officially known as Intel® Initial Many Core Instructions (Intel® IMCI). Thus, the VPU can execute 16 single-precision (SP) or 8 double-precision (DP) operations per cycle. The VPU also supports Fused Multiply-Add (FMA) instructions and hence can execute 32 SP or 16 DP floating point operations per cycle. It also provides support for integers. The VPU also features an Extended Math Unit (EMU) that can execute operations such as reciprocal, square root, and logarithm, thereby allowing these operations to be executed in a vector fashion with high bandwidth. The EMU operates by calculating polynomial approximations of these functions.

On November 12, 2012, Intel announced two Xeon Phi coprocessor families using the 22 nm process size: the Xeon Phi 3100 and the Xeon Phi 5110P.[39][40][41] The Xeon Phi 3100 will be capable of more than 1 teraFLOPS of double precision floating point instructions with 240 GB/sec memory bandwidth at 300 W.[39][40][41] The Xeon Phi 5110P will be capable of 1.01 teraFLOPS of double precision floating point instructions with 320 GB/sec memory bandwidth at 225 W.[39][40][41] The Xeon Phi 7120P will be capable of 1.2 teraFLOPS of double precision floating point instructions with 352 GB/sec memory bandwidth at 300 W.

On June 17, 2013, the Tianhe-2 supercomputer was announced[3] by TOP500 as the world's fastest. Tianhe-2 used Intel Ivy Bridge Xeon and Xeon Phi processors to achieve 33.86 petaFLOPS. It was the fastest on the list for two and a half years, lastly in November 2015.[42]

Design and programming

The cores of Knights Corner are based on a modified version of P54C design, used in the original Pentium.[43] The basis of the Intel MIC architecture is to leverage x86 legacy by creating an x86-compatible multiprocessor architecture that can use existing parallelization software tools.[19] Programming tools include OpenMP,[44] OpenCL,[45] Cilk/Cilk Plus and specialised versions of Intel's Fortran, C++[46] and math libraries.[47]

Design elements inherited from the Larrabee project include x86 ISA, 4-way SMT per core, 512-bit SIMD units, 32 KB L1 instruction cache, 32 KB L1 data cache, coherent L2 cache (512 KB per core[48]), and ultra-wide ring bus connecting processors and memory.

The Knights Corner instruction set documentation is available from Intel.[49][50][51]

Models
Xeon Phi

X100 Series

Designation Cores

(Threads)

Frequency Turbo L2 Cache Memory

System

Memory

Controllers

Memory

Bandwidth

Peak DP

Compute

TDP (W) Cooling

System

Form Factor Released Launch

Price

(USD)

Xeon Phi 3110X[52] SE3110X 61 (244) 1053 MHz N/A 30.5 MB 6/8 GB GDDR5 ECC 6/8x Dual-Channel 240/320 GB/s 1028 GFLOPS 300 Bare Board PCIe 2.0 x16 Card ??? ???
Xeon Phi 3120A[53] SC3120A 57 (228) 1100 MHz N/A 28.5 MB 6 GB GDDR5 ECC 6x Dual-Channel 240 GB/s 1003 GFLOPS 300 Fan/Heatsink PCIe 2.0 x16 Card June 17, 2013 $1695
Xeon Phi 3120P [54] SC3120P 57 (228) 1100 MHz N/A 28.5 MB 6 GB GDDR5 ECC 6x Dual-Channel 240 GB/s 1003 GFLOPS 300 Passive Heatsink PCIe 2.0 x16 Card June 17, 2013 $1695
Xeon Phi 31S1P[55] BC31S1P 57 (228) 1100 MHz N/A 28.5 MB 8 GB GDDR5 ECC 8x Dual-Channel 320 GB/s 1003 GFLOPS 270 Passive Heatsink PCIe 2.0 x16 Card June 17, 2013 $1695
Xeon Phi 5110P[56] SC5110P 60 (240) 1053 MHz N/A 30 MB 8 GB GDDR5 ECC 8x Dual-Channel 320 GB/s 1011 GFLOPS 225 Passive Heatsink PCIe 2.0 x16 Card Nov 12, 2012 $2649
Xeon Phi 5120D[57] SC5120D

BC5120D

60 (240) 1053 MHz N/A 30 MB 8 GB GDDR5 ECC 8x Dual-Channel 352 GB/s 1011 GFLOPS 245 Bare Board SFF 230-Pin Card June 17, 2013 $2759
Xeon Phi SE10P[58] SE10P 61 (244) 1100 MHz N/A 30.5 MB 8 GB GDDR5 ECC 8x Dual-Channel 352 GB/s 1074 GFLOPS 300 Passive Heatsink PCIe 2.0 x16 Card Nov. 12, 2012 ???
Xeon Phi SE10X[59] SE10X 61 (244) 1100 MHz N/A 30.5 MB 8 GB GDDR5 ECC 8x Dual-Channel 352 GB/s 1074 GFLOPS 300 Bare Board PCIe 2.0 x16 Card Nov. 12, 2012 ???
Xeon Phi 7110P[60] SC7110P 61 (244) 1250 MHz ??? 30.5 MB 16 GB GDDR5 ECC 8x Dual-Channel 352 GB/s 1220 GFLOPS 300 Passive Heatsink PCIe 2.0 x16 Card ??? $5399?
Xeon Phi 7110X[61] SC7110X 61 (244) 1250 MHz ??? 30.5 MB 16 GB GDDR5 ECC 8x Dual-Channel 352 GB/s 1220 GFLOPS 300 Bare Board PCIe 2.0 x16 Card ??? $5399?
Xeon Phi 7120A[62] SC7120A 61 (244) 1238 MHz 1333 MHz 30.5 MB 16 GB GDDR5 ECC 8x Dual-Channel 352 GB/s 1208 GFLOPS 300 Fan/Heatsink PCIe 2.0 x16 Card April 6, 2014 $4235
Xeon Phi 7120D[63] SC7120D 61 (244) 1238 MHz 1333 MHz 30.5 MB 16 GB GDDR5 ECC 8x Dual-Channel 352 GB/s 1208 GFLOPS 270 Bare Board SFF 230-Pin Card March ??, 2014 $4235
Xeon Phi 7120P[64] SC7120P 61 (244) 1238 MHz 1333 MHz 30.5 MB 16 GB GDDR5 ECC 8x Dual-Channel 352 GB/s 1208 GFLOPS 300 Passive Heatsink PCIe 2.0 x16 Card June 17, 2013 $4129
Xeon Phi 7120X[65] SC7120X 61 (244) 1238 MHz 1333 MHz 30.5 MB 16 GB GDDR5 ECC 8x Dual-Channel 352 GB/s 1208 GFLOPS 300 Bare Board PCIe 2.0 x16 Card June 17, 2013 $4129

Knights Landing

Code name for the second generation MIC architecture product from Intel.[25] Intel officially first revealed details of its second generation Intel Xeon Phi products on June 17, 2013.[5] Intel said that the next generation of Intel MIC Architecture-based products will be available in two forms, as a coprocessor or a host processor (CPU), and be manufactured using Intel's 14nm process technology. Knights Landing products will include integrated on-package memory for significantly higher memory bandwidth.

Knights Landing will be built using up to 72 Airmont (Atom) cores with four threads per core,[66][67] using LGA 3647 socket[68] supporting for up to 384 GB of "far" DDR4 RAM and 816 GB of stacked "near" 3D MCDRAM, a version of the Hybrid Memory Cube. Each core will have two 512-bit vector units and will support AVX-512 SIMD instructions, specifically the Intel AVX-512 Foundational Instructions (AVX-512F) with Intel AVX-512 Conflict Detection Instructions (AVX-512CD), Intel AVX-512 Exponential and Reciprocal Instructions (AVX-512ER), and Intel AVX-512 Prefetch Instructions (AVX-512PF).[69]

The National Energy Research Scientific Computing Center announced that Phase 2 of its newest supercomputing system "Cori" would use Knights Landing Xeon Phi coprocessors.[70]

On June 20, 2016, Intel launched the Intel Xeon Phi product family x200 based on the Knights Landing architecture, stressing its applicability to not just traditional simulation workloads, but also to machine learning.[71][72] The model lineup announced at launch included only Xeon Phi of bootable form-factor, but two versions of it: standard processors and processors with integrated Intel Omni-Path architecture fabric.[73] The latter is denoted by the suffix F in the model number. Integrated fabric is expected to provide better latency at a lower cost than discrete high-performance network cards.[71]

On November 14, 2016, the 48th list of TOP500 contained 10 systems using Knights Landing platforms.

Models

All models can boost to their peak speeds, adding 200 MHz to their base frequency when running just one or two cores. When running from 3 to the maximum number of cores, the chips can only boost 100 MHz above the base frequency. All chips run high-AVX code at a frequency reduced by 200 MHz.[74]

Xeon Phi

7200 Series

sSpec Number Cores

(Threads)

Frequency Turbo L2 Cache Memory System Memory Bandwidth Peak DP Compute TDP (W) Socket Release Date Part Number Launch Price

(USD)

Xeon Phi 7210[75] SR2ME (B0)

SR2X4 (B0)

64 (256) 1300 MHz 1500 MHz 32 MB 16 GB 8-Channel 3D MCDRAM

384GB 6-channel DDR4-2133

400+ GB/s MCDRAM

102 GB/s DDR4

2662 GFLOPS 215 SVLCLGA3647 June 20, 2016 HJ8066702859300 $2438
Xeon Phi 7210F[76] SR2X5 (B0) 64 (256) 1300 MHz 1500 MHz 32 MB 16 GB 8-Channel 3D MCDRAM

384GB 6-channel DDR4-2133

400+ GB/s MCDRAM

102 GB/s DDR4

2662 GFLOPS 230 SVLCLGA3647 June 20, 2016 HJ8066702975000 $2707
Xeon Phi 7230[77] SR2MF (B0)

SR2X3 (B0)

64 (256) 1300 MHz 1500 MHz 32 MB 16 GB 8-Channel 3D MCDRAM

384GB 6-channel DDR4-2400

400+ GB/s MCDRAM

115.2 GB/s DDR4

2662 GFLOPS 215 SVLCLGA3647 June 20, 2016 HJ8066702859400 $3710
Xeon Phi 7230F[78] SR2X2 (B0) 64 (256) 1300 MHz 1500 MHz 32 MB 16 GB 8-Channel 3D MCDRAM

384GB 6-channel DDR4-2400

400+ GB/s MCDRAM

115.2 GB/s DDR4

2662 GFLOPS 230 SVLCLGA3647 June 20, 2016 HJ8066702269002 $4039
Xeon Phi 7250[79] SR2MD (B0)

SR2X1 (B0)

68 (272) 1400 MHz 1600 MHz 34 MB 16 GB 8-Channel 3D MCDRAM

384GB 6-channel DDR4-2400

400+ GB/s MCDRAM

115.2 GB/s DDR4

3046 GFLOPS[80] 215 SVLCLGA3647 June 20, 2016 HJ8066702859200 $4876
Xeon Phi 7250F[81] SR2X0 (B0) 68 (272) 1400 MHz 1600 MHz 34 MB 16 GB 8-Channel 3D MCDRAM

384GB 6-channel DDR4-2400

400+ GB/s MCDRAM

115.2 GB/s DDR4

3046 GFLOPS 230 SVLCLGA3647 June 20, 2016 HJ8066702268900 $5260
Xeon Phi 7290[82] SR2WY (B0) 72 (288) 1500 MHz 1700 MHz 36 MB 16 GB 8-Channel 3D MCDRAM

384GB 6-channel DDR4-2400

400+ GB/s MCDRAM

115.2 GB/s DDR4

3456 GFLOPS 245 SVLCLGA3647 June 20, 2016 HJ8066702974700 $6254
Xeon Phi 7290F[83] SR2WZ (B0) 72 (288) 1500 MHz 1700 MHz 36 MB 16 GB 8-Channel 3D MCDRAM

384GB 6-channel DDR4-2400

400+ GB/s MCDRAM

115.2 GB/s DDR4

3456 GFLOPS 260 SVLCLGA3647 June 20, 2016 HJ8066702975200 $6703

Knights Hill

Knights Hill is the codename for the third-generation MIC architecture, for which Intel announced the first details at SC14. It will be manufactured in a 10 nm process.[84]

In April 2015, the United States Department of Energy announced that a supercomputer named Aurora will be deployed at Argonne National Laboratory[85] based upon the "third-generation Intel Xeon Phi" processor.[86]

Knights Mill

Knights Mill is Intel's codename for a Xeon Phi product specialized in deep learning.[87] While little is known about Knights Mill yet, it has been announced that it will improve efficiency. It is also expected to support reduced variable precision which have been used to accelerate machine learning in other products, such as half-precision floating-point variables in Nvidia's Tesla.

Programming

An empirical performance and programmability study has been performed by researchers,[88] in which the authors claim that achieving high performance with Xeon Phi still needs help from programmers and that merely relying on compilers with traditional programming models is still far from reality. However, research in various domains, such as life sciences,[89] deep learning[90] and computer-aided engineering[91] demonstrated that exploiting both the thread- and SIMD-parallelism of Xeon Phi achieves significant speed-ups.

Competitors

See also

References

  1. 1 2 Radek (June 18, 2012). "Chip Shot: Intel Names the Technology to Revolutionize the Future of HPC - Intel® Xeon® Phi™ Product Family". Intel. Retrieved December 12, 2012.
  2. https://software.intel.com/en-us/articles/best-known-methods-for-using-openmp-on-intel-many-integrated-core-intel-mic-architecture
  3. 1 2 "TOP500 - June 2013". TOP500 - June 2013. TOP500. Retrieved June 18, 2013.
  4. "TOP500 - November 2016". TOP500 - November 2016. TOP500. Retrieved Dec 15, 2016.
  5. 1 2 "Intel Powers the World's Fastest Supercomputer, Reveals New and Future High Performance Computing Technologies". Retrieved June 21, 2013.
  6. Charlie Demerjian (July 3, 2006), "New from Intel: It's Mini-Cores!", www.theinquirer.net, The Inquirer
  7. Seiler, L.; Cavin, D.; Espasa, E.; Grochowski, T.; Juan, M.; Hanrahan, P.; Carmean, S.; Sprangle, A.; Forsyth, J.; Abrash, R.; Dubey, R.; Junkins, E.; Lake, T.; Sugerman, P. (August 2008). "Larrabee: A Many-Core x86 Architecture for Visual Computing" (PDF). ACM Transactions on Graphics. Proceedings of ACM SIGGRAPH 2008. 27 (3): 18:11–18:11. ISSN 0730-0301. doi:10.1145/1360612.1360617. Retrieved 2008-08-06.
  8. Tom Forsyth, "SIMD Programming with Larrabee" (PDF), www.stanford.edu, Intel
  9. Ryan Smith (May 25, 2010), "Intel Kills Larrabee GPU, Will Not Bring a Discrete Graphics Product to Market\", www.anandtech.com, AnandTech
  10. Tony Bradley (December 3, 2009), "Intel 48-Core "Single-Chip Cloud Computer" Improves Power Efficiency", www.pcworld.com, PCWorld
  11. "Intel Research : Single-Chip Cloud Computer", techresearch.intel.com, Intel
  12. Ben Ames (February 11, 2007), "Intel Tests Chip Design With 80-Core Processor", www.pcworld.com, IDG News
  13. "Intel Details 80-Core Teraflops Research Chip - X-bit labs". xbitlabs.com. Retrieved August 27, 2015.
  14. "Intel’s Teraflops Research Chip" (PDF), download.intel.com, Intel
  15. Anton Shilov (February 12, 2007), "Intel Details 80-Core Teraflops Research Chip", www.xbitlabs.com, Xbit laboratories
  16. 1 2 Rupert Goodwins (June 1, 2010), "Intel unveils many-core Knights platform for HPC", www.zdnet.co.uk, ZDNet
  17. "Intel News Release : Intel Unveils New Product Plans dor High-Performance Computing", www.intel.com, Intel, May 31, 2010
  18. 1 2 Mike Giles (June 24, 2010), "Runners and riders in GPU steeplechase" (PDF), people.maths.ox.ac.uk, pp. 8–10
  19. 1 2 3 4 Gareth Halfacree (June 20, 2011), "Intel pushes for HPC space with Knights Corner", www.thinq.co.uk, Net Communities Limited, UK
  20. "Intel Many Integrated Core Architecture" (PDF), www.many-core.group.cam.ac.uk, Intel, December 2010
  21. Rick Merritt (June 20, 2011), "OEMs show systems with Intel MIC chips", www.eetimes.com, EE Times
  22. Tom R. Halfhill (July 18, 2011), "Intel Shows MIC Progress", www.linleygroup.com, The Linley Group
  23. Andrea Petrou (June 20, 2011), "SGI wants Intel for super supercomputer", news.techeye.net
  24. ""Stampede's" Comprehensive Capabilities to Bolster U.S. Open Science Computational Resources", www.tacc.utexas.edu, Texas Advanced Computing Center, September 22, 2011
  25. 1 2 "Stampede: A Comprehensive Petascale Computing Environment" (PDF). IEEE Cluster 2011 Special Topic. Retrieved November 16, 2011.
  26. Yam, Marcus (November 16, 2011), "Intel's Knights Corner: 50+ Core 22nm Co-processor", www.tomshardware.com, Tom's Hardware, retrieved November 16, 2011
  27. Sylvie Barak (November 16, 2011), "Intel unveils 1 TFLOP/s Knights Corner", www.eetimes.com, EE Times, retrieved November 16, 2011
  28. James Reinders (June 5, 2012), Knights Corner: Open source software stack, Intel
  29. Prickett Morgan, Timothy (June 18, 2012), "Intel slaps Xeon Phi brand on MIC coprocessors", 222.theregister.co.uk
  30. Intel Corporation (June 18, 2012), "Latest Intel(R) Xeon(R) Processors E5 Product Family Achieves Fastest Adoption of New Technology on Top500 List", www.marketwatch.com, Intel(R) Xeon(R) Phi(TM) is the new brand name for all future Intel(R) Many Integrated Core Architecture based products targeted at HPC, enterprise, datacenters and workstations. The first Intel(R) Xeon(R) Phi(TM) product family member is scheduled for volume production by the end of 2012
  31. Raj Hazra (June 18, 2012). "Intel Xeon Phi coprocessors accelerate the pace of discovery and innovation". Intel. Retrieved December 12, 2012.
  32. Rick Merritt (June 18, 2012). "Cray will use Intel MIC, branded Xeon Phi". EETimes. Retrieved December 12, 2012.
  33. Terrence O'Brien (June 18, 2012). "Intel christens its 'Many Integrated Core' products Xeon Phi, eyes exascale milestone". Engadget. Retrieved December 12, 2012.
  34. Jeffrey Burt (June 18, 2012). "Intel Wraps Xeon Phi Branding Around MIC Coprocessors". EWeek. Retrieved December 12, 2012.
  35. Merritt, Rick (June 8, 2012), "Cray will use Intel MIC, branded Xeon Phi", www.eetimes.com
  36. Latif, Lawrence (June 19, 2012), "Cray to support Intel's Xeon Phi in Cascade clusters", www.theinquirer.net
  37. "ScaleMP vSMP Foundation to Support Intel Xeon Phi", www.ScaleMP.com, ScaleMP, June 20, 2012
  38. https://software.intel.com/en-us/articles/intel-xeon-phi-coprocessor-codename-knights-corner
  39. 1 2 3 IntelPR (November 12, 2012). "Intel Delivers New Architecture for Discovery with Intel® Xeon Phi™ Coprocessors". Intel. Retrieved December 12, 2012.
  40. 1 2 3 Agam Shah (November 12, 2012). "Intel ships 60-core Xeon Phi processor". Computerworld. Retrieved December 12, 2012.
  41. 1 2 3 Johan De Gelas (November 14, 2012). "The Xeon Phi at work at TACC". AnandTech. Retrieved December 12, 2012.
  42. "Tianhe-2 (MilkyWay-2)". Top500.org. November 14, 2015. Retrieved May 6, 2016.
  43. Hruska, Joel (July 30, 2012). "Intel’s 50-core champion: In-depth on Xeon Phi". ExtremeTech. Ziff Davis, Inc. Retrieved December 2, 2012.
  44. Barker, J; Bowden, J (2013). "Manycore Parallelism through OpenMP". OpenMP in the Era of Low Power Devices and Accelerators. IWOMP. Lecture Notes in Computer Science, vol 8122. Springer.
  45. Rick Merritt (June 20, 2011), "OEMs show systems with Intel MIC chips", www.eetimes.com, EE Times
  46. Efficient Hybrid Execution of C++ Applications using Intel(R) Xeon Phi(TM) Coprocessor, November 23, 2012, arXiv:1211.5530Freely accessible
  47. "News Fact Sheet: Intel Many Integrated Core (Intel MIC) Architecture ISC'11 Demos and Performance Description" (PDF), newsroom.intel.com, Intel, June 20, 2011, archived from the original (PDF) on 24 March 2012
  48. Tesla vs. Xeon Phi vs. Radeon. A Compiler Writer’s Perspective // The Portland Group (PGI), CUG 2013 Proceedings
  49. "Intel® Many Integrated Core Architecture (Intel MIC Architecture) - RESOURCES (including downloads)". Intel. Retrieved January 6, 2014.
  50. "Intel Xeon Phi Coprocessor Instruction Set Architecture Reference Manual" (PDF). Intel. September 7, 2012. Retrieved January 6, 2014.
  51. "Intel® Developer Zone: Intel Xeon Phi Coprocessor". Intel. Retrieved January 6, 2014.
  52. "Intel SE3110X Xeon Phi 3110X Knights Corner 6GB Coprocessor-No Cooling -SabrePC.com -SabrePC.com". www.sabrepc.com. Retrieved 2017-02-22.
  53. "Intel® Xeon Phi™ Coprocessor 3120A (6GB, 1.100 GHz, 57 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  54. "Intel® Xeon Phi™ Coprocessor 3120P (6GB, 1.100 GHz, 57 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  55. "Intel Xeon Phi 31S1P - BC31S1P". www.cpu-world.com. Retrieved 2017-02-22.
  56. "Intel® Xeon Phi™ Coprocessor 5110P (8GB, 1.053 GHz, 60 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  57. "Intel® Xeon Phi™ Coprocessor 5120D (8GB, 1.053 GHz, 60 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  58. "Intel Xeon Phi SE10P". www.cpu-world.com. Retrieved 2017-02-22.
  59. "Intel Xeon Phi SE10X". www.cpu-world.com. Retrieved 2017-02-22.
  60. "Intel SC7110P Xeon Phi 7110P Knights Corner Coprocessor -SabrePC.com -SabrePC.com". www.sabrepc.com. Retrieved 2017-02-22.
  61. "Intel SC7110X Xeon Phi 7110X Knights Corner Coprocessor -SabrePC.com -SabrePC.com". www.sabrepc.com. Retrieved 2017-02-22.
  62. "Intel® Xeon Phi™ Coprocessor 7120A (16GB, 1.238 GHz, 61 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  63. "Intel® Xeon Phi™ Coprocessor 7120D (16GB, 1.238 GHz, 61 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  64. "Intel® Xeon Phi™ Coprocessor 7120P (16GB, 1.238 GHz, 61 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  65. "Intel® Xeon Phi™ Coprocessor 7120X (16GB, 1.238 GHz, 61 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  66. "Intel Xeon Phi 'Knights Landing' Features Integrated Memory With 500 GB/s Bandwidth and DDR4 Memory Support - Architecture Detailed". WCCFtech. Retrieved August 27, 2015.
  67. Sebastian Anthony (November 26, 2013), Intel unveils 72-core x86 Knights Landing CPU for exascale supercomputing, ExtremeTech
  68. Tom's Hardware: Intel Xeon Phi Knights Landing Now Shipping; Omni Path Update, Too. June 20, 2016
  69. James Reinders (July 23, 2013), AVX-512 Instructions, Intel
  70. http://www.nersc.gov/users/computational-systems/cori
  71. 1 2 2016 ISC High Performance: Intel's Rajeeb Hazra Delivers Keynote Address
  72. How Intel® Xeon Phi™ Processors Benefit Machine Learning/Deep Learning Apps and Frameworks
  73. Introducing the Intel® Xeon Phi™ Processor – Your Path to Deeper Insight
  74. "Intel Xeon Phi processor: Your Path to Deeper Insight" (PDF). Intel.com. Retrieved 25 February 2017.
  75. "Intel® Xeon Phi™ Processor 7210 (16GB, 1.30 GHz, 64 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  76. "Intel® Xeon Phi™ Processor 7210F (16GB, 1.30 GHz, 64 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  77. "Intel® Xeon Phi™ Processor 7230 (16GB, 1.30 GHz, 64 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  78. "Intel® Xeon Phi™ Processor 7230F (16GB, 1.30 GHz, 64 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  79. "Intel® Xeon Phi™ Processor 7250 (16GB, 1.40 GHz, 68 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  80. "Intel® Xeon Phi™ Processors". Intel. Retrieved 2017-02-25.
  81. "Intel® Xeon Phi™ Processor 7250F (16GB, 1.40 GHz, 68 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  82. "Intel® Xeon Phi™ Processor 7290 (16GB, 1.50 GHz, 72 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  83. "Intel® Xeon Phi™ Processor 7290F (16GB, 1.50 GHz, 72 core) Product Specifications". Intel® ARK (Product Specs). Retrieved 2017-02-22.
  84. Eric Gardner (November 25, 2014), What public disclosures has Intel made about Knights Landing?, Intel Corporation
  85. ALCF staff (April 9, 2015), Introducing Aurora
  86. ALCF staff (April 9, 2015), Aurora
  87. Smith, Ryan (17 August 2016). "Intel Announces Knight's Mill: A Xeon Phi for Deep Learning". Anandtech. Retrieved 17 August 2016.
  88. Fang, Jianbin; Sips, Henk; Zhang, Lilun; Xu, Chuanfu; Yonggang, Che; Varbanescu, Ana Lucia (2014). "Test-Driving Intel Xeon Phi" (PDF). Retrieved December 30, 2013.
  89. Accelerating DNA Sequence Analysis using Intel Xeon Phi, June 29, 2015, arXiv:1506.08612Freely accessible
  90. The Potential of the Intel Xeon Phi for Supervised Deep Learning, June 30, 2015, arXiv:1506.09067Freely accessible
  91. Margetts, L.; Arregui-Mena, J.D.; Hewitt, W.T.; Mason, L. (2–3 June 2016). Parallel finite element analysis using the Intel Xeon Phi. Emerging Technology Conference EMiT2016. Barcelona, Spain.
  92. Jon Stokes (June 20, 2011). "Intel takes wraps off 50-core supercomputing processor plans". Ars Technica.
  93. 1 2 Johan De Gelas (September 11, 2012). "Intel's Xeon Phi in 10 Petaflops supercomputer". AnandTech. Retrieved December 12, 2012.
This article is issued from Wikipedia. The text is licensed under Creative Commons - Attribution - Sharealike. Additional terms may apply for the media files.