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Qualcomm Hexagon

From Wikipedia, the free encyclopedia
Family of digital signal processor microprocessors
Hexagon
DesignerQualcomm
Bits32-bit, 64-bit
Introduced2006 (QDSP6)
Design4-way multithreadedVLIW
TypeLoad–store
EncodingFixed 4 byte per instruction, up to 4 instructions in VLIW multiinstruction
OpenProprietary
Registers
General-purpose32-bit GPR: 32, can be paired to 64-bit[1]

Hexagon is the brand name for a family ofdigital signal processor (DSP) and laterneural processing unit (NPU) products byQualcomm.[2] Hexagon is also known as QDSP6, standing for “sixth generation digital signal processor.” According to Qualcomm, the Hexagon architecture is designed to deliver performance with low power over a variety of applications.[3][4]

Each version of Hexagon has an instruction set and a micro-architecture. These two features are intimately related.

Hexagon is used inQualcomm Snapdragon chips, for example in smartphones, cars, wearable devices and other mobile devices and is also used in components of cellular phone networks.

Instruction set architecture

[edit]

Computing devices haveinstruction sets, which are their lowest, most primitive languages. Common instructions are those which cause two numbers to be added, multiplied or combined in other ways, as well as instructions that direct the processor where to look in memory for its next instruction. There are many other types of instructions.

Assemblers and compilers that translate computer programs into streams of instructions – bit streams - that the device can understand and carry out (execute). As an instruction stream executes, the integrity of system function is supported by the use of instruction privilege levels. Privileged instructions have access to more resources in the device, including memory. Hexagon supports privilege levels.

Originally, Hexagon instructions operated on integer numbers but not floating point numbers,[5] but in v5 floating point support was added.[6]

The processing unit which handles execution of instructions is capable of in-order dispatching up to 4 instructions (the packet) to 4execution units every clock.[7][8]

Micro-architecture

[edit]

Micro-architecture is the physical structure of a chip or chip component that makes it possible for a device to carry out the instructions. A given instruction set can be implemented by a variety of micro-architectures. The buses – data transfer channels – for Hexagon devices are 32 bits wide. That is, 32 bits of data can be moved from one part of the chip to another in a single step. The Hexagon micro-architecture is multi-threaded,[4] which means that it can simultaneously process more than one stream of instructions, enhancing data processing speed. Hexagon supports very long instruction words,[9][10] which are groupings of four instructions that can be executed “in parallel.” Parallel execution means that multiple instructions can run simultaneously without one instruction having to complete before the next one starts. The Hexagon micro-architecture supports single instruction, multiple data operations,[11] which means that when a Hexagon device receives an instruction, it can carry out the operation on more than one piece of data at the same time.

According to 2012 estimation, Qualcomm shipped 1.2 billion DSPcores inside itssystem on a chip (SoCs) (average 2.3 DSP core per SoC) in 2011, and 1.5 billion cores were planned for 2012, making the QDSP6 the most shipped architecture of DSP[12] (CEVA had around 1 billion of DSP cores shipped in 2011 with 90% of IP-licensable DSP market[13]).

The Hexagon architecture is designed to deliver performance with low power over a variety of applications. It has features such as hardware assistedmultithreading, privilege levels,very long instruction word (VLIW),single instruction, multiple data (SIMD),[14][15] and instructions geared toward efficient signal processing. Hardware multithreading is implemented asbarreltemporal multithreading - threads are switched in round-robin fashion each cycle, so the 600 MHz physical core is presented as three logical 200 MHz cores before V5.[16][17] Hexagon V5 switched to dynamic multithreading (DMT) withthread switch on L2 misses, interrupt waiting or on special instructions.[17][18]

At Hot Chips 2013 Qualcomm announced details of their Hexagon 680 DSP. Qualcomm announced Hexagon Vector Extensions (HVX). HVX is designed to allow significant compute workloads for advanced imaging and computer vision to be processed on the DSP instead of the CPU.[19] In March 2015 Qualcomm announced their Snapdragon Neural Processing Engine SDK which allowAI acceleration using the CPU, GPU and Hexagon DSP.[20]

Qualcomm'sSnapdragon 855 contains their 4th generation on-device AI engine, which includes the Hexagon 690 DSP and Hexagon Tensor Accelerator (HTA) forAI acceleration.[21]Snapdragon 865 contains the 5th generation on-device AI engine based on the Hexagon 698 DSP capable of 15 trillion operations per second (TOPS).[22]Snapdragon 888 contains the 6th generation on-device AI engine based on the Hexagon 780 DSP capable of 26 TOPS.[23]Snapdragon 8 contains the 7th generation on-device AI engine based on the Hexagon DSP capable of 52 TOPS and up to 104 TOPS in some cases.[24]

Software support

[edit]

Operating systems

[edit]

Theport ofLinux for Hexagon runs under ahypervisor layer ("HexagonVirtual Machine"[25]) and was merged with the 3.2 release of thekernel.[26][27] The original hypervisor is closed-source, and in April 2013 a minimal open-source hypervisor implementation for QDSP6 V2 and V3, the "Hexagon MiniVM" was released by Qualcomm under aBSD-style license.[28][29]

Compilers

[edit]

Support for Hexagon was added in 3.1 release ofLLVM by Tony Linthicum.[30] Hexagon/HVX V66 ISA support was added in 8.0.0 release ofLLVM.[31] There is also a non-FSF maintained branch ofGCC andbinutils.[32]

Adoption of the SIP block

[edit]

Qualcomm Hexagon DSPs have been available inQualcomm Snapdragon SoC since 2006.[33][34] In Snapdragon S4 (MSM8960 and newer) there are three QDSP cores, two in the Modem subsystem and one Hexagon core in the Multimedia subsystem. Modem cores are programmed by Qualcomm only, and only Multimedia core is allowed to be programmed by user.

They are also used in somefemtocell processors of Qualcomm, including FSM98xx, FSM99xx and FSM90xx.[35]

Third-party integration

[edit]

In March 2016, it was announced that semiconductor companyConexant's AudioSmartaudio processing software was being integrated into Qualcomm's Hexagon.[36]

In May 2018wolfSSL added support for using Qualcomm Hexagon.[37] This is support for running wolfSSL crypto operations on the DSP. In addition to use of crypto operations a specialized operation load management library was later added.

Versions

[edit]

There are six versions of QDSP6 architecture released: V1 (2006), V2 (2007–2008), V3 (2009), V4 (2010–2011), QDSP6 V5 (2013, in Snapdragon 800),[38] and QDSP6 V6 (2016, in Snapdragon 820)[34] V4 has 20 DMIPS per milliwatt, operating at 500 MHz.[33][34]

Clock speed of Hexagon varies in 400–2000 MHz for QDSP6 and in 256–350 MHz for previous generation of the architecture, the QDSP5.[39]

Versions of QDSP6
(DSP/NPU)
Process
node, nm
YearNumber of
simultaneous
threads
Per-thread
clock, MHz
Total core
clock, MHz
Product
QDSP6 V165[17]2006
QDSP6 V2[40]652007[17]6100600
QDSP6 V3 (1st gen)[40]452009667400
QDSP6 V3 (2nd gen)[40]4520094100400
QDSP6 V4[40]
(V4M, V4C, V4L)[17]
2820103[18]167500Snapdragon
600
QDSP6 V5[41]
(V5A, V5H)[17]
2820133[17]200 or greater
with DMT[18]
600Snapdragon
410/412/800/801
53612/282014205/208/210/212
Snapdragon
425/427/429/430/435/439
V50 (or QDSP6 V5.0)282014700/800 (805)Snapdragon
415/610/615/616/805
54614/282015Snapdragon
450/617/625/626/632
V56 (or QDSP6 V5.6)20/282015800 (808/810)Snapdragon
650/652/653/808/810
642142017Snapdragon
630
680 (or QDSP6 V6)1420164500787 (660),[42] 2000
(820[43][44] & 821)
Snapdragon
636/660/820/821
682102017Snapdragon
835
683112020Snapdragon
460/662
68510/112018(3 TOPS)Snapdragon
670/675/678/710/712/845/850
6866/8/112019(3.3 TOPS)Snapdragon
480/480+/665/680/685/695
68882019(3.6 TOPS)Snapdragon
730/730G/732G
69072019(7 TOPS/
9 TOPS)
Snapdragon
855/855+/860/8c/8cx/8cx Gen 2
Microsoft SQ1/SQ2
69282020(5 TOPS)Snapdragon
690/720G/7c/7c Gen 2
69482020(4.7 TOPS)Snapdragon
750G
69672020(5.4 TOPS)Snapdragon
765/765G/768G
69872020(15 TOPS)Snapdragon
865/865+/870/8cx Gen 3
Microsoft SQ3
7705/62021(12 TOPS)Snapdragon
778G/778G+/780G/782G
78052021(26 TOPS/
32 TOPS)
Snapdragon
888/888+
790 (NPU/HTP)[45]42021(32 TOPS)
(INT8)
Snapdragon
8 Gen 1/8+ Gen 1
NPU (HTP Gen 2)42022(26 TOPS)
(INT8)
Snapdragon
8 Gen 2
NPU (HTP Gen 3)42023(34 TOPS)
(INT8)
Snapdragon
8 Gen 3/8s Gen 3
NPU (HTP Gen 4)32024(50 TOPS)
(INT8)[46]
Snapdragon
8 Elite
NPU (HTP Gen 4)42024(45 TOPS)
(INT8)[47][48]
Snapdragon
X (Plus/Elite)

Availability in Snapdragon products

[edit]

Both Hexagon (QDSP6) and pre-Hexagon (QDSP5) cores are used in modern Qualcomm SoCs, QDSP5 mostly in low-end products. Modem QDSPs (often pre-Hexagon) are not shown in the table.

QDSP5 usage:

Snapdragon generationChipset (SoC) IDDSP generationDSP frequency, MHzProcess node, nm
S1[39]MSM7627, MSM7227, MSM7625, MSM7225QDSP532065
S1[39]MSM7627A, MSM7227A, MSM7625A, MSM7225AQDSP535045
S2[39]MSM8655, MSM8255, APQ8055, MSM7630, MSM7230QDSP525645
S4 Play[39]MSM8625, MSM8225QDSP535045
S200[49]8110, 8210, 8610, 8112, 8212, 8612, 8225Q, 8625QQDSP538445 LP

QDSP6 (Hexagon) usage:

Snapdragon generationChipset (SoC) IDQDSP6 versionDSP frequency, MHzProcess node, nm
S1[39]QSD8650, QSD8250QDSP660065
S3[39]MSM8660, MSM8260, APQ8060QDSP6 (V3?)40045
S4 Prime[39]MPQ8064QDSP6 (V3?)50028
S4 Pro[39]MSM8960 Pro, APQ8064QDSP6 (V3?)50028
S4 Plus[39]MSM8960, MSM8660A, MSM8260A, APQ8060A, MSM8930,
MSM8630, MSM8230, APQ8030, MSM8627, MSM8227
QDSP6 (V3?)50028
S400[49]8926, 8930, 8230, 8630, 8930AB, 8230AB, 8630AB, 8030AB, 8226, 8626QDSP6V450028 LP
S600[49]8064T, 8064MQDSP6V450028 LP
S800[49]8974, 8274, 8674, 8074QDSP6V5A60028 HPm
S820[43]8996QDSP6V6200014 FinFET LPP

Hardware codec supported

[edit]

The different video codecs supported by the Snapdragon SoCs.

D - decode;E - encode

FHD = FullHD = 1080p = 1920x1080px

HD = 720p which can be 1366x768px or 1280x720px

Snapdragon 200 series

[edit]

The different video codecs supported by the Snapdragon 200 series.

CodecSnapdragon

200[50]

Snapdragon

200[50]

Qualcomm

205[51]

Snapdragon

208/210[52]

Snapdragon

212[53]

Availability20132013201720142015
HexagonQDSP5QDSP6536536536
H263D & ED & ED & ED & ED & E
VC-1
H.264D & ED & ED & ED & ED & E
H.264 10-bit-----
VP8D & ED & ED & ED & ED & E
H.265D HD & E HDD HD & E HDD HD & E HDD FHD & E HDD FHD & E HD
H.265 10-bit-----
H.265 12-bit-----
VVC
VP9-----
VP9 10-bit-----
AV1-----

Snapdragon 400 series

[edit]

The different video codecs supported by the Snapdragon 400 series.

CodecSnapdragon

400[54]

Snapdragon

410/415[55]

Snapdragon

425/427

Snapdragon

429/439[56]

Snapdragon

450[57]

Snapdragon

460[58]

Snapdragon

480/480+[59]

AvailabilityQ4 20132014/2015Q1 2016/Q3 2017Q2 2018Q2 2017Q1 2020Q1 2021
HexagonQDSP6QDSP6 V5536(256KB)536546683686
H263D & ED & ED & ED & ED & ED & ED & E
VC-1
H.264D & ED & ED & ED & ED & ED & ED & E
H.264 10-bit------D & E
VP8D & ED & ED & ED & ED & ED & ED & E
H.265-D & ED & ED & ED & ED & ED & E
H.265 10-bit------
H.265 12-bit------
VVC------
VP9----D & ED & E
VP9 10-bit------
AV1-------
Video frame rate support, decodingHD 60 fps
FHD 60 fpsFHD 60 fpsFHD 60 fps
Video frame rate support, encodingHD 60 fps
FHD 60 fpsFHD 60 fpsFHD 60 fps

Snapdragon 600 series

[edit]

The different video codecs supported by the Snapdragon 600 series.

CodecSnapdragon 600[60]Snapdragon 610[61]Snapdragon 650/652/653Snapdragon 630[62]Snapdragon 632[56]Snapdragon 636/660[62]Snapdragon 662[63]Snapdragon 665[64]Snapdragon 670/675/678[65]Snapdragon 690[66]
AvailabilityQ1 2013Q1 2015Q2 2018Q1 2020Q2 20192019Q2 2020
HexagonQDSP6 V4QDSP6 V50QDSP6 V56642546680683686685692
H263D & ED & ED & ED & ED & ED & ED & ED & ED & ED & E
VC-1D[67] & ?
H.264D & ED & ED & ED & ED & ED & ED & ED & ED & ED & E
H.264 10-bit---------
VP8D & ED & ED & ED & ED & ED & ED & ED & ED & ED & E
H.265-D & ED & ED & ED & ED & ED & ED & ED & E
H.265 10-bit---D & ?-D & ?--D & E
VVC----------
VP9--D[67] & ?D & ED & ED & ED & ED & ED & ED & E
VP9 10-bit---------
AV1----------
FPS
Video decoding frame rate supportHD 60 fpsHD 120 fpsHD 240 fps[68]HD 240 fpsHD 240 fps[69]HD 60 fpsHD 240 fpsHD 240 fpsHD 240 fps
FHD 30 fpsFHD 60 fpsFHD 120 fpsFHD 120 fps[68]FHD 120 fpsFHD 120 fps[69]FHD 60 fpsFHD 120 fpsFHD 120 fpsFHD 120 fps
No 4KNo 4K4K30 fps4K30 fps[68]4K30 fps4K30 fps[69]No 4K4K60 fps4K60 fps[65]4K60 fps
Video encoding frame rate supportHD 60 fpsHD 60 fpsHD 240 fps[68]HD 240 fpsHD 240 fps[69]HD 60 fpsHD 240 fpsHD 240 fpsHD 240 fps
FHD 30 fpsFHD 30 fpsFHD 120 fpsFHD 120 fps[68]FHD 120 fpsFHD 120 fps[69]FHD 60 fpsFHD 120 fpsFHD 120 fpsFHD 120 fps
No 4KNo 4K4K30 fps4K30 fps[68]4K30 fps4K30 fps[69]No 4K4K30 fps4K30 fps4K30 fps
HDR formats
Display and

playback

HDR10,HLG
Video

recording

HDR10,HLG

Snapdragon 700 series

[edit]

The different video codecs supported by the Snapdragon 700 series.

CodecSnapdragon

710[70]/712[71]

Snapdragon

720G[72]

Snapdragon

730G[73]/732G[74]

Snapdragon

765[75]/765G[76]

/768G[76]

Snapdragon

778G[77]

Snapdragon

780G[78]

AvailabilityQ2 2018 / Q1 2019Q1 2020Q2 2019 / Q3 2020Q2 2019 / Q2 2019 / Q2 2020Q2 2021Q1 2021
Hexagon685692688696770770
H263D & ED & ED & ED & E
VC-1D & ED & ED & ED & E
H.264D & ED & ED & ED & E
H.264 10-bit--??
VP8D & ED & ED & ED & E
H.265D & ED & ED & ED & E
H.265 10-bitDDD & ED & E
H.265 12-bit----
VVC----
VP9D & ED & ED & ED & E
VP9 10-bitDDDD
AV1----
FPS
Video frame rate, decodingHD 240 fpsHD 240 fpsHD 240 fpsHD 480 fps
FHD 120 fpsFHD 120 fpsFHD 120 fps?
4K 30fps4K 30fps4K 30fps4K 60fps
Video frame rate support, encodingHD 240 fpsHD 240 fpsHD 240 fpsHD 480 fps
FHD 120 fpsFHD 120 fpsFHD 120 fps?
4K 30fps4K 30fps4K 30fps?
HDR formats
Display and playback10-bitHDRHDR10,HLGHDR10,HLG,HDR10+
Video recordingHDR10,HLGHDR10,HLG,HDR10+
Photo recording10-bitHDR HEIF

Snapdragon 800 series

[edit]

The different video codecs supported by the Snapdragon 800 series.

CodecSnapdragon

800[79]

Snapdragon

801[79]

Snapdragon

805[80]

Snapdragon

810[81]

Snapdragon

820/821[82]

Snapdragon

835[83]

Snapdragon

845/850[84]

Snapdragon

855/855+[85]

Snapdragon

865/865+

/870[86]

Snapdragon

888[87]

Snapdragon

8 Gen 1

AvailabilityQ2 2013Q1 2014Q1 2014Q3 2014Q4 2015

Q3 2016

Q2 2017Q1 201820192019

2021

Q4 20202021
HexagonQDSP6 V5QDSP6 V5QDSP6 V50QDSP6 V56680682685690[88]698780790
MPEG-4D & ED & ED & ED & ED & ED & ED & ED & ED & ED & E
H263D & ED & ED & ED & ED & E[89]D & ED & ED & ED & ED & E
VC-1D & ED & ED & ED & ED & ED & E
H.264D & ED & ED & ED & ED & E[90]D & ED & ED & ED & ED & E
H.264 10-bitN/AN/AN/AN/AN/AN/AD & ED & ED & ED & E
VP8D & ED & ED & ED & ED & E[91]D & ED & ED & ED & ED & E
H.265N/AD & E 720p@30D & ED & ED & ED & ED & ED & ED & ED & E
H.265 10-bitN/AN/AN/AN/ADDD & ED & ED & ED & E
VP9N/AN/AN/AN/ADD & ED & ED & ED & ED & E
VP9 10-bitN/AN/AN/AN/ADDD & ED & ED & ED & E
AV1N/AN/AN/AN/AN/AN/AN/AN/AN/AN/A
VVCN/AN/AN/AN/AN/AN/AN/AN/AN/AN/A
FPS
Decoding

FPS

HD@120HD@240HD@480[84]HD@480[92]HD@960
FHD@60FHD@120FHD@240[84]FHD@240?
4K@304K@60?4K@120
8K@?8K@60
Encoding

FPS

HD@120HD@240HD@480[93]HD@480HD@960
FHD@60FHD@120FHD@240[93]FHD@240?
4K@304K@60[93]4K@604K@120
8K@30
HDR formats
Display and

playback

HDRHDR10,

HLG[94]

HDR10,HLG,

HDR10+,Dolby Vision

Video

recording

HDR10,

HLG[94]

HDR10,HLG,

HDR10+

HDR10,HLG,

HDR10+,Dolby Vision

Photo

recording

10-bitHDR HEIF

Code sample

[edit]

This is a singleinstruction packet from the inner loop of aFFT:[8][18]

{ R17:16 = MEMD(R0++M1)  MEMD(R6++M1) = R25:24  R20 = CMPY(R20, R8):<<1:rnd:sat  R11:10 = VADDH(R11:10, R13:12)}:endloop0

This packet is claimed by Qualcomm to be equal to 29 classic RISC operations; it includes vector add (4x 16-bit), complex multiply operation and hardware loop support. All instructions of the packet are done in the same cycle.

See also

[edit]

References

[edit]
  1. ^Baseband exploitation in 2013: Hexagon challengesArchived December 24, 2013, at theWayback Machine /Ralf-Philipp Weinmann Pacsec 20132013-11-14, Tokyo, Japan: "32-bit unified address space for code and data – Byte addressable; 32 General registers (32-bit) – also usable pairwise: 64-bit register pairs"
  2. ^"CSDL | IEEE Computer Society".www.computer.org. Retrieved2024-06-08.
  3. ^"Hexagon DSP SDK".Qualcomm Developer Network. Retrieved2021-01-14.
  4. ^ab"Hexagon DSP SDK Processor".Qualcomm Developer Network. Retrieved2021-01-14.
  5. ^Humrick, Matt."Qualcomm Details Snapdragon 835: Kryo 280 CPU, Adreno 540 GPU, X16 LTE".www.anandtech.com. Archived fromthe original on January 4, 2017. Retrieved2021-01-14.
  6. ^"Microprocessor Report"(PDF).
  7. ^"Rob Landley's Blog Thing for 2012". Landley.net. Retrieved2012-10-19.
  8. ^abPorting LLVM to a Next Generation DSP, L. Taylor Simpson (Qualcomm) // LLVM Developers’ Meeting: 11/18/2011
  9. ^"Hexagon - Microarchitectures - Qualcomm - WikiChip".en.wikichip.org. Retrieved2021-01-14.
  10. ^Iqbal, Faisal."Qualcomm Hexagon DSP".
  11. ^Technologies, Qualcomm (2018)."Qualcomm Hexagon V66 HVX Programmer's Reference Manual"(PDF).
  12. ^Will Strauss,Forward Concepts. Wireless/DSP Market Bulletin: Qualcomm Leads in Global DSP Silicon ShipmentsArchived May 28, 2013, at theWayback Machine // Forward Concepts: "In calendar year 2011, Qualcomm shipped a reported 521 million MSM chip shipments and we estimate that an average of 2.3 of its DSP cores in each unit resulted in 1.2 billion DSPs shipped in silicon. This (calendar) year, we estimate that the company will ship an average of 2.4 DSP cores with each (more complex) MSM chip."
  13. ^[1];[2]Archived 2015-01-14 at theWayback Machine;Ceva grabs 90% of DSP IP market, 2012
  14. ^Hexagon v2 Programmers Reference
  15. ^Lucian Codrescu (Qualcomm) (March–April 2014)."Hexagon DSP: An Architecture Optimized for Mobile Multimedia and Communications"(PDF). IEEE Micro 34.2. pp. 34–43.
  16. ^Faster 128-EEA3 and 128-EIA3 Software, Roberto Avanzi and Billy Bob Brumley (Qualcomm Research), Cryptology ePrint Archive: Report 2013/428, 2 Jul 2013. Page 9.
  17. ^abcdefg"Qualcomm Hexagon DSP: An architecture optimized for mobile multimedia and communications"(PDF). Palo Alto, CA: Hot Chips 25. August 2013.
  18. ^abcdQualcomm Extends Hexagon DSP: Hexagon v5 Adds Floating-Point Math, Dynamic Multithreading // Linley Gwennap, Microprocessor Report, August 2013
  19. ^Ho, Joshua."Qualcomm Details Hexagon 680 DSP in Snapdragon 820: Accelerated Imaging".www.anandtech.com. Archived fromthe original on August 25, 2015. Retrieved2019-05-12.
  20. ^"On-Device AI with Qualcomm Snapdragon Neural Processing Engine SDK".Qualcomm Developer Network. Archived fromthe original on 2020-10-30. Retrieved2019-05-12.
  21. ^"Artificial Intelligence Engine in Qualcomm Snapdragon 855 Mobile Platform Powers On-Device AI User Experiences in Flagship Premium-Tier Smartphones".Qualcomm (Press release). 2019-02-24. Retrieved2019-05-12.
  22. ^"Qualcomm Introduces the World's Most Advanced 5G Mobile Platform".Qualcomm (Press release). 2019-12-03. Retrieved2023-05-14.
  23. ^"Exploring the AI capabilities of the Qualcomm Snapdragon 888 Mobile Platform".Qualcomm (Press release). 2020-12-01. Retrieved2023-05-14.
  24. ^"Snapdragon 8 Gen 1 Mobile Platform".Qualcomm. 2020-12-01. Retrieved2023-05-14.
  25. ^https://docs.qualcomm.com/bundle/publicresource/80-NB419-3_REV_A_Hexagin_Virtual_Machine_Specification.pdfArchived 2024-05-07 at theWayback Machine (restricted access)
  26. ^Corbet, Jonathan (2 November 2011)."3.2 merge window, part 1".lwn.net. Retrieved2012-10-19.
  27. ^Linux Kernel 3.2 Release Notes "1.4. New architecture: Hexagon"
  28. ^Richard Kuo,Hexagon MiniVMArchived 2013-12-24 at theWayback Machine // linux.ports.hexagon, 25 Apr 2013
  29. ^Hexagon MiniVMArchived 2013-05-22 at theWayback Machine // CodeAurora (Qualcomm)
  30. ^"LLVM 3.1 Release Notes". Llvm.org. 2012-05-15. Retrieved2012-10-19.
  31. ^"LLVM 8.0.0 Release Notes". Llvm.org. 2019-03-20. Retrieved2019-04-03.
  32. ^"Hexagon Project Wiki". Codeaurora.org. Archived fromthe original on 2013-12-24. Retrieved2012-05-23."Hexagon download".[permanent dead link]
  33. ^abQualcomm Announces Its 2012 Superchip: 28nm Snapdragon S4, 10/12/2011 by John Oram. Quote: "Hexagon DSPs have been in Snapdragon chips since 2006."
  34. ^abcQDSP6 V4: Qualcomm Gives Customers and Developers Programming Access to its DSP Core // InsideDSP, June 22, 2012
  35. ^Qualcomm Aims Hexagon at Femtocells, October 31, 2011. Linley Gwennap// Linley WIRE
  36. ^"Qualcomm to Integrate Conexant AudioSmart into Hexagon DSPs". Speech Tech Magazine. 2016-03-01. Retrieved2016-03-11.
  37. ^"wolfSSL Use With Hexagon Toolchain". wolfSLS. 2018-05-18. Retrieved2020-07-10.
  38. ^"Qualcomm Announces Next Generation Snapdragon Premium Mobile Processors" (Press release). Qualcomm. 7 January 2013.
  39. ^abcdefghij"List of Snapdragon SoCs"(PDF). developer.qualcomm.com. Archived fromthe original(PDF) on 2012-10-26. Retrieved2012-10-19.
  40. ^abcdQDSP6 V4: BDTI Benchmark Results and Implementation Details Of Qualcomm's DSP Core // BDTI, February 12, 2013
  41. ^Qualcomm's QDSP6 v5: Benchmarking Results Confirm That Floating-Point Support Has Arrived // BDTI, June 12, 2013
  42. ^"Qualcomm SDM660 SoC | Integrated LTE Application Processor based on Snapdragon 660 | Qualcomm".qualcomm.com. Retrieved2022-06-09.
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