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A multi-core processor is a
microprocessor A microprocessor is a computer processor where the data processing logic and control is included on a single integrated circuit, or a small number of integrated circuits. The microprocessor contains the arithmetic, logic, and control circ ...
on a single integrated circuit with two or more separate processing units, called cores, each of which reads and executes program instructions. The instructions are ordinary
CPU instructions In computer programming, machine code is any low-level programming language, consisting of machine language instructions, which are used to control a computer's central processing unit (CPU). Each instruction causes the CPU to perform a very ...
(such as add, move data, and branch) but the single processor can run instructions on separate cores at the same time, increasing overall speed for programs that support multithreading or other parallel computing techniques. Manufacturers typically integrate the cores onto a single integrated circuit die (known as a chip multiprocessor or CMP) or onto multiple dies in a single
chip package Integrated circuits are put into protective packages to allow easy handling and assembly onto printed circuit boards and to protect the devices from damage. A very large number of different types of package exist. Some package types have stand ...
. The microprocessors currently used in almost all personal computers are multi-core. A multi-core processor implements multiprocessing in a single physical package. Designers may couple cores in a multi-core device tightly or loosely. For example, cores may or may not share caches, and they may implement
message passing In computer science, message passing is a technique for invoking behavior (i.e., running a program) on a computer. The invoking program sends a message to a process (which may be an actor or object) and relies on that process and its support ...
or shared-memory inter-core communication methods. Common network topologies used to interconnect cores include
bus A bus (contracted from omnibus, with variants multibus, motorbus, autobus, etc.) is a road vehicle that carries significantly more passengers than an average car or van. It is most commonly used in public transport, but is also in use for cha ...
,
ring Ring may refer to: * Ring (jewellery), a round band, usually made of metal, worn as ornamental jewelry * To make a sound with a bell, and the sound made by a bell :(hence) to initiate a telephone connection Arts, entertainment and media Film and ...
, two-dimensional
mesh A mesh is a barrier made of connected strands of metal, fiber, or other flexible or ductile materials. A mesh is similar to a web or a net in that it has many attached or woven strands. Types * A plastic mesh may be extruded, oriented, exp ...
, and crossbar. Homogeneous multi-core systems include only identical cores; heterogeneous multi-core systems have cores that are not identical (e.g. big.LITTLE have heterogeneous cores that share the same instruction set, while AMD Accelerated Processing Units have cores that do not share the same instruction set). Just as with single-processor systems, cores in multi-core systems may implement architectures such as
VLIW Very long instruction word (VLIW) refers to instruction set architectures designed to exploit instruction level parallelism (ILP). Whereas conventional central processing units (CPU, processor) mostly allow programs to specify instructions to exe ...
, superscalar,
vector Vector most often refers to: *Euclidean vector, a quantity with a magnitude and a direction *Vector (epidemiology), an agent that carries and transmits an infectious pathogen into another living organism Vector may also refer to: Mathematic ...
, or multithreading. Multi-core processors are widely used across many application domains, including general-purpose, embedded,
network Network, networking and networked may refer to: Science and technology * Network theory, the study of graphs as a representation of relations between discrete objects * Network science, an academic field that studies complex networks Mathematics ...
, digital signal processing (DSP), and graphics (GPU). Core count goes up to even dozens, and for specialized chips over 10,000, and in supercomputers (i.e. clusters of chips) the count can go over 10 million (and in one case up to 20 million processing elements total in addition to host processors). The improvement in performance gained by the use of a multi-core processor depends very much on the
software Software is a set of computer programs and associated software documentation, documentation and data (computing), data. This is in contrast to Computer hardware, hardware, from which the system is built and which actually performs the work. ...
algorithms used and their implementation. In particular, possible gains are limited by the fraction of the software that can run in parallel simultaneously on multiple cores; this effect is described by
Amdahl's law In computer architecture, Amdahl's law (or Amdahl's argument) is a formula which gives the theoretical speedup in latency of the execution of a task at fixed workload that can be expected of a system whose resources are improved. It states tha ...
. In the best case, so-called
embarrassingly parallel In parallel computing, an embarrassingly parallel workload or problem (also called embarrassingly parallelizable, perfectly parallel, delightfully parallel or pleasingly parallel) is one where little or no effort is needed to separate the problem ...
problems may realize speedup factors near the number of cores, or even more if the problem is split up enough to fit within each core's cache(s), avoiding use of much slower main-system memory. Most applications, however, are not accelerated as much unless programmers invest effort in
refactoring In computer programming and software design, code refactoring is the process of restructuring existing computer code—changing the '' factoring''—without changing its external behavior. Refactoring is intended to improve the design, structu ...
. The parallelization of software is a significant ongoing topic of research. Cointegration of multiprocessor applications provides flexibility in network architecture design. Adaptability within parallel models is an additional feature of systems utilizing these protocols.


Terminology

The terms ''multi-core'' and ''dual-core'' most commonly refer to some sort of
central processing unit A central processing unit (CPU), also called a central processor, main processor or just Processor (computing), processor, is the electronic circuitry that executes Instruction (computing), instructions comprising a computer program. The CPU per ...
(CPU), but are sometimes also applied to digital signal processors (DSP) and system on a chip (SoC). The terms are generally used only to refer to multi-core microprocessors that are manufactured on the ''same'' integrated circuit die; separate microprocessor dies in the same package are generally referred to by another name, such as ''
multi-chip module A multi-chip module (MCM) is generically an electronic assembly (such as a package with a number of conductor terminals or "pins") where multiple integrated circuits (ICs or "chips"), semiconductor dies and/or other discrete components are in ...
''. This article uses the terms "multi-core" and "dual-core" for CPUs manufactured on the ''same'' integrated circuit, unless otherwise noted. In contrast to multi-core systems, the term ''multi-CPU'' refers to multiple physically separate processing-units (which often contain special circuitry to facilitate communication between each other). The terms ''many-core'' and ''massively multi-core'' are sometimes used to describe multi-core architectures with an especially high number of cores (tens to thousands). Some systems use many
soft microprocessor A soft microprocessor (also called softcore microprocessor or a soft processor) is a microprocessor core that can be wholly implemented using logic synthesis. It can be implemented via different semiconductor devices containing programmable logic ...
cores placed on a single FPGA. Each "core" can be considered a " semiconductor intellectual property core" as well as a CPU core.


Development

While manufacturing technology improves, reducing the size of individual gates, physical limits of
semiconductor A semiconductor is a material which has an electrical conductivity value falling between that of a conductor, such as copper, and an insulator, such as glass. Its resistivity falls as its temperature rises; metals behave in the opposite way. ...
-based
microelectronics Microelectronics is a subfield of electronics. As the name suggests, microelectronics relates to the study and manufacture (or microfabrication) of very small electronic designs and components. Usually, but not always, this means micrometre-s ...
have become a major design concern. These physical limitations can cause significant heat dissipation and data synchronization problems. Various other methods are used to improve CPU performance. Some ''
instruction-level parallelism Instruction-level parallelism (ILP) is the parallel or simultaneous execution of a sequence of instructions in a computer program. More specifically ILP refers to the average number of instructions run per step of this parallel execution. Disc ...
'' (ILP) methods such as superscalar pipelining are suitable for many applications, but are inefficient for others that contain difficult-to-predict code. Many applications are better suited to '' thread-level parallelism'' (TLP) methods, and multiple independent CPUs are commonly used to increase a system's overall TLP. A combination of increased available space (due to refined manufacturing processes) and the demand for increased TLP led to the development of multi-core CPUs.


Commercial incentives

Several business motives drive the development of multi-core architectures. For decades, it was possible to improve performance of a CPU by shrinking the area of the integrated circuit (IC), which reduced the cost per device on the IC. Alternatively, for the same circuit area, more transistors could be used in the design, which increased functionality, especially for
complex instruction set computing A complex instruction set computer (CISC ) is a computer architecture in which single instructions can execute several low-level operations (such as a load from memory, an arithmetic operation, and a memory store) or are capable of multi-step o ...
(CISC) architectures.
Clock rate In computing, the clock rate or clock speed typically refers to the frequency at which the clock generator of a processor can generate pulses, which are used to synchronize the operations of its components, and is used as an indicator of the pr ...
s also increased by orders of magnitude in the decades of the late 20th century, from several megahertz in the 1980s to several gigahertz in the early 2000s. As the rate of clock speed improvements slowed, increased use of parallel computing in the form of multi-core processors has been pursued to improve overall processing performance. Multiple cores were used on the same CPU chip, which could then lead to better sales of CPU chips with two or more cores. For example, Intel has produced a 48-core processor for research in cloud computing; each core has an
x86 x86 (also known as 80x86 or the 8086 family) is a family of complex instruction set computer (CISC) instruction set architectures initially developed by Intel based on the Intel 8086 microprocessor and its 8088 variant. The 8086 was intr ...
architecture.


Technical factors

Since computer manufacturers have long implemented symmetric multiprocessing (SMP) designs using discrete CPUs, the issues regarding implementing multi-core processor architecture and supporting it with software are well known. Additionally: * Using a proven processing-core design without architectural changes reduces design risk significantly. * For general-purpose processors, much of the motivation for multi-core processors comes from greatly diminished gains in processor performance from increasing the operating frequency. This is due to three primary factors: *# The ''memory wall''; the increasing gap between processor and memory speeds. This, in effect, pushes for cache sizes to be larger in order to mask the latency of memory. This helps only to the extent that memory bandwidth is not the bottleneck in performance. *# The ''ILP wall''; the increasing difficulty of finding enough parallelism in a single instruction stream to keep a high-performance single-core processor busy. *# The ''power wall''; the trend of consuming exponentially increasing power (and thus also generating exponentially increasing heat) with each factorial increase of operating frequency. This increase can be mitigated by " shrinking" the processor by using smaller traces for the same logic. The ''power wall'' poses manufacturing, system design and deployment problems that have not been justified in the face of the diminished gains in performance due to the ''memory wall'' and ''ILP wall''. In order to continue delivering regular performance improvements for general-purpose processors, manufacturers such as
Intel Intel Corporation is an American multinational corporation and technology company headquartered in Santa Clara, California. It is the world's largest semiconductor chip manufacturer by revenue, and is one of the developers of the x86 seri ...
and
AMD Advanced Micro Devices, Inc. (AMD) is an American multinational semiconductor company based in Santa Clara, California, that develops computer processors and related technologies for business and consumer markets. While it initially manufactur ...
have turned to multi-core designs, sacrificing lower manufacturing-costs for higher performance in some applications and systems. Multi-core architectures are being developed, but so are the alternatives. An especially strong contender for established markets is the further integration of peripheral functions into the chip.


Advantages

The proximity of multiple CPU cores on the same die allows the
cache coherency In computer architecture, cache coherence is the uniformity of shared resource data that ends up stored in multiple local caches. When clients in a system maintain caches of a common memory resource, problems may arise with incoherent data, whi ...
circuitry to operate at a much higher clock rate than what is possible if the signals have to travel off-chip. Combining equivalent CPUs on a single die significantly improves the performance of cache snoop (alternative:
Bus snooping Bus snooping or bus sniffing is a scheme by which a coherency controller (snooper) in a cache (a snoopy cache) monitors or snoops the bus transactions, and its goal is to maintain a cache coherency in distributed shared memory systems. A cache cont ...
) operations. Put simply, this means that
signals In signal processing, a signal is a function that conveys information about a phenomenon. Any quantity that can vary over space or time can be used as a signal to share messages between observers. The ''IEEE Transactions on Signal Processing'' ...
between different CPUs travel shorter distances, and therefore those signals
degrade Degradation may refer to: Science * Degradation (geology), lowering of a fluvial surface by erosion * Degradation (telecommunications), of an electronic signal * Biodegradation of organic substances by living organisms * Environmental degradatio ...
less. These higher-quality signals allow more data to be sent in a given time period, since individual signals can be shorter and do not need to be repeated as often. Assuming that the die can physically fit into the package, multi-core CPU designs require much less printed circuit board (PCB) space than do multi-chip SMP designs. Also, a dual-core processor uses slightly less power than two coupled single-core processors, principally because of the decreased power required to drive signals external to the chip. Furthermore, the cores share some circuitry, like the L2 cache and the interface to the
front-side bus A front-side bus (FSB) is a computer communication interface (bus) that was often used in Intel-chip-based computers during the 1990s and 2000s. The EV6 bus served the same function for competing AMD CPUs. Both typically carry data between the ...
(FSB). In terms of competing technologies for the available silicon die area, multi-core design can make use of proven CPU core library designs and produce a product with lower risk of design error than devising a new wider-core design. Also, adding more cache suffers from diminishing returns. Multi-core chips also allow higher performance at lower energy. This can be a big factor in mobile devices that operate on batteries. Since each core in a multi-core CPU is generally more energy-efficient, the chip becomes more efficient than having a single large monolithic core. This allows higher performance with less energy. A challenge in this, however, is the additional overhead of writing parallel code.


Disadvantages

Maximizing the usage of the computing resources provided by multi-core processors requires adjustments both to the
operating system An operating system (OS) is system software that manages computer hardware, software resources, and provides common services for computer programs. Time-sharing operating systems schedule tasks for efficient use of the system and may also i ...
(OS) support and to existing application software. Also, the ability of multi-core processors to increase application performance depends on the use of multiple threads within applications. Integration of a multi-core chip can lower the chip production yields. They are also more difficult to manage thermally than lower-density single-core designs. Intel has partially countered this first problem by creating its quad-core designs by combining two dual-core ones on a single die with a unified cache, hence any two working dual-core dies can be used, as opposed to producing four cores on a single die and requiring all four to work to produce a quad-core CPU. From an architectural point of view, ultimately, single CPU designs may make better use of the silicon surface area than multiprocessing cores, so a development commitment to this architecture may carry the risk of obsolescence. Finally, raw processing power is not the only constraint on system performance. Two processing cores sharing the same system bus and memory bandwidth limits the real-world performance advantage. In a 2009 report, Dr Jun Ni showed that if a single core is close to being memory-bandwidth limited, then going to dual-core might give 30% to 70% improvement; if memory bandwidth is not a problem, then a 90% improvement can be expected; however,
Amdahl's law In computer architecture, Amdahl's law (or Amdahl's argument) is a formula which gives the theoretical speedup in latency of the execution of a task at fixed workload that can be expected of a system whose resources are improved. It states tha ...
makes this claim dubious. It would be possible for an application that used two CPUs to end up running faster on a single-core one if communication between the CPUs was the limiting factor, which would count as more than 100% improvement.


Hardware


Trends

The trend in processor development has been towards an ever-increasing number of cores, as processors with hundreds or even thousands of cores become theoretically possible. In addition, multi-core chips mixed with simultaneous multithreading, memory-on-chip, and special-purpose "heterogeneous" (or asymmetric) cores promise further performance and efficiency gains, especially in processing multimedia, recognition and networking applications. For example, a big.LITTLE core includes a high-performance core (called 'big') and a low-power core (called 'LITTLE'). There is also a trend towards improving energy-efficiency by focusing on performance-per-watt with advanced fine-grain or ultra fine-grain
power management Power management is a feature of some electrical appliances, especially copiers, computers, computer CPUs, computer GPUs and computer peripherals such as monitors and printers, that turns off the power or switches the system to a low-power st ...
and dynamic
voltage Voltage, also known as electric pressure, electric tension, or (electric) potential difference, is the difference in electric potential between two points. In a static electric field, it corresponds to the work needed per unit of charge to ...
and frequency scaling (i.e. laptop computers and portable media players). Chips designed from the outset for a large number of cores (rather than having evolved from single core designs) are sometimes referred to as
manycore Manycore processors are special kinds of multi-core processors designed for a high degree of parallel processing, containing numerous simpler, independent processor cores (from a few tens of cores to thousands or more). Manycore processors are use ...
designs, emphasising qualitative differences.


Architecture

The composition and balance of the cores in multi-core architecture show great variety. Some architectures use one core design repeated consistently ("homogeneous"), while others use a mixture of different cores, each optimized for a different, " heterogeneous" role. How multiple cores are implemented and integrated significantly affects both the developer's programming skills and the consumer's expectations of apps and interactivity versus the device. A device advertised as being octa-core will only have independent cores if advertised as ''True Octa-core'', or similar styling, as opposed to being merely two sets of quad-cores each with fixed clock speeds. The article "CPU designers debate multi-core future" by Rick Merritt, EE Times 2008, includes these comments:


Software effects

An outdated version of an anti-virus application may create a new thread for a scan process, while its
GUI The GUI ( "UI" by itself is still usually pronounced . or ), graphical user interface, is a form of user interface that allows users to interact with electronic devices through graphical icons and audio indicator such as primary notation, inste ...
thread waits for commands from the user (e.g. cancel the scan). In such cases, a multi-core architecture is of little benefit for the application itself due to the single thread doing all the heavy lifting and the inability to balance the work evenly across multiple cores. Programming truly multithreaded code often requires complex co-ordination of threads and can easily introduce subtle and difficult-to-find bugs due to the interweaving of processing on data shared between threads (see thread-safety). Consequently, such code is much more difficult to debug than single-threaded code when it breaks. There has been a perceived lack of motivation for writing consumer-level threaded applications because of the relative rarity of consumer-level demand for maximum use of computer hardware. Also, serial tasks like decoding the
entropy encoding In information theory, an entropy coding (or entropy encoding) is any lossless data compression method that attempts to approach the lower bound declared by Shannon's source coding theorem, which states that any lossless data compression method ...
algorithms used in
video codec A video codec is software or hardware that compresses and decompresses digital video. In the context of video compression, ''codec'' is a portmanteau of ''encoder'' and ''decoder'', while a device that only compresses is typically called an '' ...
s are impossible to parallelize because each result generated is used to help create the next result of the entropy decoding algorithm. Given the increasing emphasis on multi-core chip design, stemming from the grave thermal and power consumption problems posed by any further significant increase in processor clock speeds, the extent to which software can be multithreaded to take advantage of these new chips is likely to be the single greatest constraint on computer performance in the future. If developers are unable to design software to fully exploit the resources provided by multiple cores, then they will ultimately reach an insurmountable performance ceiling. The telecommunications market had been one of the first that needed a new design of parallel datapath packet processing because there was a very quick adoption of these multiple-core processors for the datapath and the control plane. These MPUs are going to replace the traditional Network Processors that were based on proprietary microcode or
picocode In processor design, microcode (μcode) is a technique that interposes a layer of computer organization between the central processing unit (CPU) hardware and the programmer-visible instruction set architecture of a computer. Microcode is a lay ...
.
Parallel programming Parallel computing is a type of computing, computation in which many calculations or Process (computing), processes are carried out simultaneously. Large problems can often be divided into smaller ones, which can then be solved at the same time. ...
techniques can benefit from multiple cores directly. Some existing
parallel programming model In computing, a parallel programming model is an abstraction of parallel computer architecture, with which it is convenient to express algorithms and their composition in programs. The value of a programming model can be judged on its ''generality ...
s such as
Cilk Plus Cilk, Cilk++, Cilk Plus and OpenCilk are general-purpose programming languages designed for multithreaded parallel computing. They are based on the C and C++ programming languages, which they extend with constructs to express parallel loop ...
,
OpenMP OpenMP (Open Multi-Processing) is an application programming interface (API) that supports multi-platform shared-memory multiprocessing programming in C, C++, and Fortran, on many platforms, instruction-set architectures and operating syst ...
,
OpenHMPP OpenHMPP (HMPP for Hybrid Multicore Parallel Programming) - programming standard for heterogeneous computing. Based on a set of compiler directives, standard is a programming model designed to handle hardware accelerators without the complexity a ...
, FastFlow, Skandium, MPI, and Erlang can be used on multi-core platforms. Intel introduced a new abstraction for C++ parallelism called TBB. Other research efforts include the Codeplay Sieve System, Cray's
Chapel A chapel is a Christian place of prayer and worship that is usually relatively small. The term has several meanings. Firstly, smaller spaces inside a church that have their own altar are often called chapels; the Lady chapel is a common ty ...
, Sun's Fortress, and IBM's X10. Multi-core processing has also affected the ability of modern computational software development. Developers programming in newer languages might find that their modern languages do not support multi-core functionality. This then requires the use of
numerical libraries Numerical may refer to: * Number * Numerical digit * Numerical analysis Numerical analysis is the study of algorithms that use numerical approximation (as opposed to symbolic manipulations) for the problems of mathematical analysis (as distin ...
to access code written in languages like C and Fortran, which perform math computations faster than newer languages like C#. Intel's MKL and AMD's ACML are written in these native languages and take advantage of multi-core processing. Balancing the application workload across processors can be problematic, especially if they have different performance characteristics. There are different conceptual models to deal with the problem, for example using a coordination language and program building blocks (programming libraries or higher-order functions). Each block can have a different native implementation for each processor type. Users simply program using these abstractions and an intelligent compiler chooses the best implementation based on the context. Managing concurrency acquires a central role in developing parallel applications. The basic steps in designing parallel applications are: ; Partitioning : The partitioning stage of a design is intended to expose opportunities for parallel execution. Hence, the focus is on defining a large number of small tasks in order to yield what is termed a fine-grained decomposition of a problem. ; Communication : The tasks generated by a partition are intended to execute concurrently but cannot, in general, execute independently. The computation to be performed in one task will typically require data associated with another task. Data must then be transferred between tasks so as to allow computation to proceed. This information flow is specified in the communication phase of a design. ; Agglomeration : In the third stage, development moves from the abstract toward the concrete. Developers revisit decisions made in the partitioning and communication phases with a view to obtaining an algorithm that will execute efficiently on some class of parallel computer. In particular, developers consider whether it is useful to combine, or agglomerate, tasks identified by the partitioning phase, so as to provide a smaller number of tasks, each of greater size. They also determine whether it is worthwhile to replicate data and computation. ; Mapping : In the fourth and final stage of the design of parallel algorithms, the developers specify where each task is to execute. This mapping problem does not arise on uniprocessors or on shared-memory computers that provide automatic task scheduling. On the other hand, on the server side, multi-core processors are ideal because they allow many users to connect to a site simultaneously and have independent threads of execution. This allows for Web servers and application servers that have much better
throughput Network throughput (or just throughput, when in context) refers to the rate of message delivery over a communication channel, such as Ethernet or packet radio, in a communication network. The data that these messages contain may be delivered ove ...
.


Licensing

Vendors may license some software "per processor". This can give rise to ambiguity, because a "processor" may consist either of a single core or of a combination of cores. * Initially, for some of its enterprise software,
Microsoft Microsoft Corporation is an American multinational technology corporation producing computer software, consumer electronics, personal computers, and related services headquartered at the Microsoft Redmond campus located in Redmond, Washin ...
continued to use a per-
socket Socket may refer to: Mechanics * Socket wrench, a type of wrench that uses separate, removable sockets to fit different sizes of nuts and bolts * Socket head screw, a screw (or bolt) with a cylindrical head containing a socket into which the hexag ...
licensing system. However, for some software such as BizTalk Server 2013, SQL Server 2014, and
Windows Server 2016 Windows Server 2016 is the eighth release of the Windows Server Server (computing), server operating system developed by Microsoft as part of the Windows NT family of operating systems. It was developed concurrently with Windows 10 and is the su ...
, Microsoft has shifted to per-core licensing. * Oracle Corporation counts an AMD X2 or an Intel dual-core CPU as a single processor but uses other metrics for other types, especially for processors with more than two cores.


Embedded applications

Embedded computing operates in an area of processor technology distinct from that of "mainstream" PCs. The same technological drives towards multi-core apply here too. Indeed, in many cases the application is a "natural" fit for multi-core technologies, if the task can easily be partitioned between the different processors. In addition, embedded software is typically developed for a specific hardware release, making issues of
software portability A computer program is said to be portable if there is very low effort required to make it run on different platforms. The pre-requirement for portability is the generalized abstraction between the application logic and system interfaces. When ...
, legacy code or supporting independent developers less critical than is the case for PC or enterprise computing. As a result, it is easier for developers to adopt new technologies and as a result there is a greater variety of multi-core processing architectures and suppliers.


Network processors

, multi-core network processors have become mainstream, with companies such as Freescale Semiconductor, Cavium Networks, Wintegra and Broadcom all manufacturing products with eight processors. For the system developer, a key challenge is how to exploit all the cores in these devices to achieve maximum networking performance at the system level, despite the performance limitations inherent in a symmetric multiprocessing (SMP) operating system. Companies such as 6WIND provide portable packet processing software designed so that the networking data plane runs in a fast path environment outside the operating system of the network device.


Digital signal processing

In digital signal processing the same trend applies: Texas Instruments has the three-core TMS320C6488 and four-core TMS320C5441, Freescale the four-core MSC8144 and six-core MSC8156 (and both have stated they are working on eight-core successors). Newer entries include the Storm-1 family fro
Stream Processors, Inc
with 40 and 80 general purpose ALUs per chip, all programmable in C as a SIMD engine and Picochip with 300 processors on a single die, focused on communication applications.


Heterogeneous systems

In heterogeneous computing, where a system uses more than one kind of processor or cores, multi-core solutions are becoming more common: Xilinx Zynq UltraScale+ MPSoC has a quad-core ARM Cortex-A53 and dual-core ARM Cortex-R5. Software solutions such as OpenAMP are being used to help with inter-processor communication. Mobile devices may use the ARM big.LITTLE architecture.


Hardware examples


Commercial

* Adapteva Epiphany, a many-core processor architecture which allows up to 4096 processors on-chip, although only a 16-core version has been commercially produced. * Aeroflex Gaisler LEON#LEON3 processor core, LEON3, a multi-core SPARC that also exists in a LEON#LEON3FT processor core, fault-tolerant version. * Ageia PhysX, a multi-core physics processing unit. * Ambric Am2045, a 336-core Massively Parallel Processor Array (MPPA) * Advanced Micro Devices, AMD ** AMD Fusion, A-Series, dual-, triple-, and quad-core of Accelerated Processor Units (APU). ** Athlon 64 FX and Athlon 64 X2 single- and dual-core desktop processors. ** Athlon II, dual-, triple-, and quad-core desktop processors. ** AMD FX, FX-Series, quad-, 6-, and 8-core desktop processors. ** Opteron, single-, dual-, quad-, 6-, 8-, 12-, and 16-core server/workstation processors. ** AMD Phenom, Phenom, dual-, triple-, and quad-core processors. ** Phenom II, dual-, triple-, quad-, and 6-core desktop processors. ** Sempron, single-, dual-, and quad-core entry level processors. ** AMD Turion, Turion, single- and dual-core laptop processors. ** Ryzen, dual-, quad-, 6-, 8-, 12-, 16-, 24-, 32-, and 64-core desktop, mobile, and embedded platform processors. ** Epyc, quad-, 8-, 12-, 16-, 24-, 32-, and 64-core server and embedded processors. ** Radeon and AMD FireStream, FireStream Graphics processing unit, GPU/GPGPU. * Analog Devices Blackfin BF561, a symmetrical dual-core processor * ARM architecture, ARM MPCore is a fully synthesizable multi-core container for ARM11 MPCore and ARM Cortex-A9 MPCore processor cores, intended for high-performance embedded and entertainment applications. * ASOCS ModemX, up to 128 cores, wireless applications. * Azul Systems ** Vega 1, a 24-core processor, released in 2005. ** Vega 2, a 48-core processor, released in 2006. ** Vega 3, a 54-core processor, released in 2008. * Broadcom SiByte SB1250, SB1255, SB1455; BCM 2836 quad-core ARM SoC (designed for the Raspberry Pi 2) * Cadence Design Systems Tensilica Xtensa LX6, available in a dual-core configuration in Espressif Systems's ESP32 * ClearSpeed ** CSX700, 192-core processor, released in 2008 (32/64-bit floating point; Integer ALU). * Cradle Technologies CT3400 and CT3600, both multi-core DSPs. * Cavium Networks Octeon, a 32-core MIPS architecture, MIPS Manycore processing unit, MPU.
Coherent Logixhx3100 Processor
a 100-core DSP/GPP processor. * Freescale Semiconductor QorIQ series processors, up to 8 cores, Power ISA Manycore processing unit, MPU. * Hewlett-Packard PA-8800 and PA-8900, dual core PA-RISC processors. * IBM ** POWER4, a dual-core PowerPC processor, released in 2001. ** POWER5, a dual-core PowerPC processor, released in 2004. ** POWER6, a dual-core PowerPC processor, released in 2007. ** POWER7, a 4,6,8-core PowerPC processor, released in 2010. ** POWER8, a 12-core PowerPC processor, released in 2013. ** POWER9, a 12 or 24-core PowerPC processor, released in 2017. ** Power10, a 15 or 30-core PowerPC processor, released in 2021. ** PowerPC 970MP, a dual-core PowerPC processor, used in the Apple Power Mac G5. ** Xenon (processor), Xenon, a triple-core, Simultaneous multithreading, SMT-capable, PowerPC microprocessor used in the
Microsoft Microsoft Corporation is an American multinational technology corporation producing computer software, consumer electronics, personal computers, and related services headquartered at the Microsoft Redmond campus located in Redmond, Washin ...
Xbox 360 game console. ** IBM z10, z10, a quad-core z/Architecture processor, released in 2008. ** IBM z196, z196, a quad-core z/Architecture processor, released in 2010. ** IBM zEC12 (microprocessor), zEC12, a six-core z/Architecture processor, released in 2012. ** IBM z13 (microprocessor), z13, an eight-core z/Architecture processor, released in 2015. ** IBM z14 (microprocessor), z14, a ten-core z/Architecture processor, released in 2017. ** IBM z15 (microprocessor), z15, a twelve-core z/Architecture processor, released in 2019. ** IBM Telum (microprocessor), Telum, an eight-core z/Architecture processor, released in 2021. * Infineon ** Infineon AURIX, AURIX ** Danube, a dual-core, MIPS-based, home gateway processor. *
Intel Intel Corporation is an American multinational corporation and technology company headquartered in Santa Clara, California. It is the world's largest semiconductor chip manufacturer by revenue, and is one of the developers of the x86 seri ...
** Intel Atom, Atom, single, dual-core, quad-core, 8-, 12-, and 16-core processors for Netbook, netbooks, Nettop, nettops, embedded applications, and Mobile Internet device, mobile internet devices (MIDs). ** Atom (system on chip), Atom SoC (system on a chip), single-core, dual-core, and quad-core processors for smartphones and tablets. ** Celeron, the first dual-core (and, later, quad-core) processor for the budget/entry-level market. ** Core Duo, a dual-core processor. ** Core 2 Duo, a dual-core processor. ** Core 2 Quad, 2 dual-core dies packaged in a multi-chip module. ** Core i3, Core i5, Core i7 and List of Intel Core i9 microprocessors, Core i9, a family of dual-, quad-, 6-, 8-, 10-, 12-, 14-, 16-, and 18-core processors, and the successor of the Core 2 Duo and the Core 2 Quad. ** Itanium, single, dual-core, quad-core, and 8-core processors. ** Pentium, single, dual-core, and quad-core processors for the entry-level market. ** Teraflops Research Chip (Polaris), a 3.16 GHz, 80-core processor prototype, which the company originally stated would be released by 2011. ** Xeon dual-, quad-, 6-, 8-, 10-, 12-, 14-, 15-, 16-, 18-, 20-, 22-, 24-, 26-, 28-, 32-, 48-, and 56-core processors. ** Intel MIC#Xeon Phi, Xeon Phi 57-, 60-, 61-, 64-, 68-, and 72-core processors. * IntellaSys ** SEAforth 40C18, a 40-core processor. ** SEAforth24, a 24-core processor designed by Charles H. Moore. * Kalray ** MPPA-256, 256-core processor, released 2012 (256 usable VLIW cores, Network-on-Chip (NoC), 32/64-bit IEEE 754 compliant FPU) * NetLogic Microsystems ** XLP, a 32-core, quad-threaded MIPS64 processor. ** XLR, an eight-core, quad-threaded MIPS64 processor. ** XLS, an eight-core, quad-threaded MIPS64 processor. * Nvidia ** GeForce 30 series, RTX 3090 (10496 CUDA cores, GPGPU cores; plus other more specialized cores). * Parallax, Inc. (company), Parallax Parallax Propeller, Propeller P8X32, an eight-core microcontroller. * picoChip PC200 series 200–300 cores per device for DSP & wireless. * Plurality (company), Plurality HAL series tightly coupled 16-256 cores, L1 shared memory, hardware synchronized processor. * Rapport Kilocore KC256, a 257-core microcontroller with a PowerPC core and 256 8-bit "processing elements". * SiCortex "SiCortex node" has six MIPS64 cores on a single chip. * SiFive ** U74 includes 4 cores * Sony/IBM/Toshiba's Cell (microprocessor), Cell processor, a nine-core processor with one general purpose PowerPC core and eight specialized SPUs (Synergistic Processing Unit) optimized for vector operations used in the Sony PlayStation 3. * Sun Microsystems ** MAJC 5200, two-core VLIW processor. ** UltraSPARC IV and UltraSPARC IV+, dual-core processors. ** UltraSPARC T1, an eight-core, 32-thread processor. ** UltraSPARC T2, an eight-core, 64-concurrent-thread processor. ** UltraSPARC T3, a sixteen-core, 128-concurrent-thread processor. ** SPARC T4, an eight-core, 64-concurrent-thread processor. ** SPARC T5, a sixteen-core, 128-concurrent-thread processor. * Sunway ** Sunway SW26010, a 260-core processor used in the Sunway TaihuLight. * Texas Instruments ** Texas Instruments TMS320, TMS320C80 MVP, a five-core multimedia video processor. ** TMS320TMS320C66, 2,4,8 core DSP. * Tilera ** TILE64, a 64-core 32-bit processor. ** TILE-Gx, a 72-core 64-bit processor. * XMOS Software Defined Silicon quad-core XS1-G4.


Free

* OpenSPARC


Academic

* MIT, 16-cor
RAW
processor * University of California, Davis, Asynchronous array of simple processors (AsAP) ** 36-core 610 MHz Asynchronous array of simple processors#AsAP 1 chip: 36 processors, AsAP ** 167-core 1.2 GHz Asynchronous array of simple processors#AsAP 2 chip: 167 processors, AsAP2 * University of Washington
Wavescalar
processor * University of Texas, Austin, TRIPS architecture, TRIPS processor * Linköping University, Sweden, ePUMA processor * UC Davis, Kilocore, a 1000 core 1.78 GHz processor on a 32 nm IBM process


Benchmarks

The research and development of multicore processors often compares many options, and benchmarks are developed to help such evaluations. Existing benchmarks include SPLASH-2, PARSEC, and COSMIC for heterogeneous systems.


See also

* CPU shielding * CUDA * GPGPU * Hyper-threading * Manycore * Multicore Association * Computer multitasking, Multitasking * OpenCL (Open Computing Language) – a framework for heterogeneous execution * Parallel random access machine * Partitioned global address space (PGAS) * Race condition * Thread (computer science), Thread


Notes

# Digital signal processors (DSPs) have used multi-core architectures for much longer than high-end general-purpose processors. A typical example of a DSP-specific implementation would be a combination of a Reduced instruction set computing, RISC CPU and a DSP Microprocessor, MPU. This allows for the design of products that require a general-purpose processor for user interfaces and a DSP for real-time data processing; this type of design is common in mobile phones. In other applications, a growing number of companies have developed multi-core DSPs with very large numbers of processors. # Two types of
operating system An operating system (OS) is system software that manages computer hardware, software resources, and provides common services for computer programs. Time-sharing operating systems schedule tasks for efficient use of the system and may also i ...
s are able to use a dual-CPU multiprocessor: partitioned multiprocessing and symmetric multiprocessing (SMP). In a partitioned architecture, each CPU boots into separate segments of physical memory and operate independently; in an SMP OS, processors work in a shared space, executing threads within the OS independently.


References


Further reading

* *


External links


"What Is a Processor Core?"
€”MakeUseOf
"Embedded moves to multicore"
€”''Embedded Computing Design''
"Multicore Is Bad News for Supercomputers"
€”''IEEE Spectrum''
Architecting solutions for the Manycore future
published on Feb 19, 2010 (more than one dead link in the slide) {{Authority control Computer architecture Digital signal processing Flynn's taxonomy Microprocessors Parallel computing