Embodiments relate to power management of a system, and more particularly to power management of a multicore processor.
Advances in semiconductor processing and logic design have permitted an increase in the amount of logic that may be present on integrated circuit devices. As a result, computer system configurations have evolved from a single or multiple integrated circuits in a system to multiple hardware threads, multiple cores, multiple devices, and/or complete systems on individual integrated circuits. Additionally, as the density of integrated circuits has grown, the power requirements for computing systems (from embedded systems to servers) have also escalated. Furthermore, software inefficiencies, and its requirements of hardware, have also caused an increase in computing device energy consumption. In fact, some studies indicate that computing devices consume a sizeable percentage of the entire electricity supply for a country, such as the United States of America. As a result, there is a vital need for energy efficiency and conservation associated with integrated circuits. These needs will increase as servers, desktop computers, notebooks, Ultrabooks™, tablets, mobile phones, processors, embedded systems, etc. become even more prevalent (from inclusion in the typical computer, automobiles, and televisions to biotechnology).
It is known that power consumption is reduced by lowering an operating frequency at which a core runs. However, not only does reduced frequency reduce power consumption, it further reduces performance. Furthermore, very complicated procedures are involved in changing frequencies in a processor.
In various embodiments, a clock reduction technique is provided to enable at least portions of circuitry of a core or other logic unit of a processor to operate at a reduced operating frequency in a low latency manner that has little or no impact on other portions of the processor. This is so, as a frequency change protocol typically performed that increases latency of a frequency change is avoided. Furthermore, this clock reduction technique may be transparent to other portions of the processor, which continue to operate with a view of the affected circuitry as being at a full clock speed. In this way, greater opportunities for power conservation can be realized, as the technique enables near instantaneous reduction in clock frequency and thus reduces power consumption without the overhead of conventional low power state entry and exit.
Referring now to
As seen, processor 110 may be a single die processor including multiple cores 120a-120n. In addition, each core may be associated with an individual voltage regulator 125a-125n. Accordingly, a fully integrated voltage regulator (FIVR) implementation may be provided to allow for fine-grained control of voltage and thus power and performance of each individual core. As such, each core can operate at an independent voltage and frequency, enabling great flexibility and affording wide opportunities for balancing power consumption with performance.
Still referring to
Also shown is a power control unit (PCU) 138, which may include hardware, software and/or firmware to perform power management operations with regard to processor 110. In various embodiments, PCU 138 may include logic to determine that a reduction in an operating frequency for one more units of a processor is desired, and to instruct such units to perform a clock reduction operation with low latency by squashing or restricting communication of clock signals to circuitry of the units, as described herein.
While not shown for ease of illustration, understand that additional components may be present within processor 110 such as uncore logic, and other components such as internal memories, e.g., one or more levels of a cache memory hierarchy and so forth. Furthermore, while shown in the implementation of
Although the following embodiments are described with reference to energy conservation and energy efficiency in specific integrated circuits, such as in computing platforms or processors, other embodiments are applicable to other types of integrated circuits and logic devices. Similar techniques and teachings of embodiments described herein may be applied to other types of circuits or semiconductor devices that may also benefit from better energy efficiency and energy conservation. For example, the disclosed embodiments are not limited to any particular type of computer systems, and may be also used in other devices, such as handheld devices, systems on chip (SoCs), and embedded applications. Some examples of handheld devices include cellular phones, Internet protocol devices, digital cameras, personal digital assistants (PDAs), and handheld PCs. Embedded applications typically include a microcontroller, a digital signal processor (DSP), network computers (NetPC), set-top boxes, network hubs, wide area network (WAN) switches, or any other system that can perform the functions and operations taught below. Moreover, the apparatus', methods, and systems described herein are not limited to physical computing devices, but may also relate to software optimizations for energy conservation and efficiency. As will become readily apparent in the description below, the embodiments of methods, apparatus', and systems described herein (whether in reference to hardware, firmware, software, or a combination thereof) are vital to a ‘green technology’ future, such as for power conservation and energy efficiency in products that encompass a large portion of the US economy.
Note that the clock reduction techniques described herein may be independent of and complementary to an operating system (OS)-based mechanism, such as the Advanced Configuration and Platform Interface (ACPI) standard (e.g., Rev. 3.0b, published Oct. 10, 2006). According to ACPI, a processor can operate at various performance states or levels, namely from P0 to PN. In general, the P1 performance state may correspond to the highest guaranteed performance state that can be requested by an OS. In addition to this P1 state, the OS can further request a higher performance state, namely a P0 state. This P0 state may thus be an opportunistic or turbo mode state in which, when power and/or thermal budget is available, processor hardware can configure the processor or at least portions thereof to operate at a higher than guaranteed frequency. In many implementations a processor can include multiple so-called bin frequencies above the P1 guaranteed maximum frequency, exceeding to a maximum peak frequency of the particular processor, as fused or otherwise written into the processor during manufacture. In addition, according to ACPI, a processor can operate at various power states or levels. With regard to power states, ACPI specifies different power consumption states, generally referred to as C-states, C0, C1 to Cn states. When a core is active, it runs at a C0 state, and when the core is idle it may be placed in a core low power state, also called a core non-zero C-state (e.g., C1-C6 states), with each C-state being at a lower power consumption level (such that C6 is a deeper low power state than C1, and so forth). In general, the clock reduction techniques described herein may be performed while a processor operates in an active state, e.g., a C0 state.
Referring now to
In general, clock generation circuit 220 is configured to receive the incoming clock and distribute it to various functional unit blocks of the processor. In some embodiments, clock generation circuit 220 may process the incoming clock signal, e.g., to reduce its operating frequency for distribution to certain functional unit blocks. Or in other embodiments, clock generation circuit 220 may generally operate to simply distribute this incoming clock signal to various processor circuitry. According to various embodiments, clock generation circuit 220 includes a clock restriction logic 222 that receives a clock restriction command, e.g., from a PCU or other source (not shown for ease of illustration in
To provide an appropriate clock signal to each of multiple functional units (FUBs) 22501-225m, clock generation circuit 220 outputs one or more versions of the incoming clock signal to a plurality of global drivers 2300-230n. In general, each functional unit corresponds to a portion of the processor circuitry such as various front end units, execution units, and back end units such as retirement logic. Although in the particular example shown in
Referring now to
Nevertheless, to enable lower power operation with reduced latency, thus avoiding the need for stopping a core or performing other synchronization operations, using a clock restriction command in accordance with an embodiment, incoming clock signal A can be restricted, e.g., by removing clock cycles before it is distributed to at least certain logic of the processor. Thus as seen in
Referring now to
To enable requests to be coupled through to BGF 290, a buffer 280 is present. In an embodiment, buffer 280 also may be a FIFO. To enable operation of the core or portions thereof at a lower clock frequency than a delivered clock frequency to the core, information may be written into buffer 280 according to a restricted clock frequency and in turn information may be read or output from buffer 280 at the unrestricted clock frequency. Note further in
Referring still to
While only a single buffer 280, which acts as an intra-die interface (IDI) is shown, understand that various channels that couple core 200 to other portions of a processor may similarly include buffers and bypass paths. For example, buffer 280 shown in
Referring now to
Method 300 begins at block 310 in which power consumption metrics are received in a power controller, e.g., a PCU. Although the scope of the present invention is not limited in this regard, in various embodiments these power consumption metrics may take different forms, including operating parameter information such as current consumption, operating temperature, instruction execution rate, and operating voltage among many others. Next, it can be determined whether any core is operating within a threshold of a processor constraint (diamond 320). For example, based on one or more received metrics, the PCU logic can determine whether a given core is close to reaching (or has reached) a processor constraint such as a thermal constraint, a current constraint or other such constraint.
If so, control passes to block 330 where the logic can instruct the core to restrict clock signals to one or more functional units. In an embodiment, this clock restriction control information may be communicated to the core as a command to instruct the core to immediately begin a clock restriction operation. Although this command may take many forms, in an embodiment the command includes a command portion to indicate a clock reduction instruction and a data portion that indicates the measure of clock reduction to be performed. As an example, the logic can send this data portion with a value that corresponds to the number of clock cycles that are to be restricted from being delivered to the core functional units. For example, a value of “1” indicates that a single clock cycle is to be restricted for every active clock cycle. Stated another way, a value of “1” corresponds to a duty cycle of 50% with respect to the incoming clock signal. Instead a value of “2” would indicate that two clock cycles are to be restricted for every active clock cycle for a duty cycle of 33%, and so on. Of course different encodings are possible in other embodiments. In one embodiment, to effect near instantaneous adoption of the clock reduction, this command can be communicated directly to clock generation circuitry of the core such as shown above in
Still referring to
Referring now to
With further reference to
The clock restriction techniques described herein can be used in many different circumstances. For example, the PCU may instruct a clock restriction command when a processor constraint has been reached or is within a threshold of a constraint, as discussed above. Such constraints may include a thermal constraint so that the clock reduction operations can be used for purposes of thermal throttling. Note that this thermal throttling realized by the clock restriction operation can be performed without the need for interrupt operations, intra-die interrupt stop or lock operations or so forth. Another such constraint may be a current consumption constraint such that an ICCmax protection mechanism can be realized without the need to similarly perform complex operations to change a core clock frequency.
Still other embodiments may perform clock reduction operations even without a processor constraint concern. For example, embodiments may perform clock restriction operations to enable greater power to be delivered to other processor circuitry such as one or more graphics processors. When an interconnect that couples both to cores and to a graphics processors seeks to provide more bandwidth for graphics operations of the graphics processors, clock restriction may be performed to enable greater bandwidth to the graphics processors, without the need for a changing a core clock frequency. This is particularly so in instances in which one or more cores and one of more graphics processors operate in these same domain, and thus at a single voltage. By enabling reduced actual operating frequency within a core using a clock reduction technique as described herein, embodiments enable greater bandwidth and higher operating frequency for a graphics processor that operates in the same domain as the core.
Another instance for enabling clock reduction operations is to provide for a faster exit latency for one or more cores in a low power state. For example, assume one core is active in a turbo mode and thus is operating at a turbo mode frequency while another core is in a low power state, e.g., a C6 state. Instead of causing the active core exit the turbo mode and lower its operating frequency using a complex process before allowing the second core to begin the low power exit, embodiments enable concurrent low power exit by the second core while at the same time performing clock restriction operations in the first core herein to thus enable a faster exit latency for the second core.
Embodiments can be implemented in processors for various markets including server processors, desktop processors, mobile processors and so forth. Referring now to
With further reference to
Referring now to
In general, each core 510 may further include low level caches in addition to various execution units and additional processing elements. In turn, the various cores may be coupled to each other and to a shared cache memory formed of a plurality of units of a last level cache (LLC) 5400-540n. In various embodiments, LLC 540 may be shared amongst the cores and the graphics engine, as well as various media processing circuitry. As seen, a ring interconnect 530 thus couples the cores together, and provides interconnection between the cores, graphics domain 520 and system agent circuitry 550. In one embodiment, interconnect 530 can be part of the core domain. However in other embodiments the ring interconnect can be of its own domain.
As further seen, system agent domain 550 may include display controller 552 which may provide control of and an interface to an associated display. As further seen, system agent domain 550 may include a power control unit 555 which can include a frequency control logic 559 in accordance with an embodiment of the present invention to control and operate the frequency of the cores and other portions of the processor and furthermore to trigger clock restriction operations in such units described herein. In various embodiments, this logic may execute the algorithm described above in
As further seen in
Referring to
In one embodiment, a processing element refers to hardware or logic to support a software thread. Examples of hardware processing elements include: a thread unit, a thread slot, a thread, a process unit, a context, a context unit, a logical processor, a hardware thread, a core, and/or any other element, which is capable of holding a state for a processor, such as an execution state or architectural state. In other words, a processing element, in one embodiment, refers to any hardware capable of being independently associated with code, such as a software thread, operating system, application, or other code. A physical processor typically refers to an integrated circuit, which potentially includes any number of other processing elements, such as cores or hardware threads.
A core often refers to logic located on an integrated circuit capable of maintaining an independent architectural state, wherein each independently maintained architectural state is associated with at least some dedicated execution resources. In contrast to cores, a hardware thread typically refers to any logic located on an integrated circuit capable of maintaining an independent architectural state, wherein the independently maintained architectural states share access to execution resources. As can be seen, when certain resources are shared and others are dedicated to an architectural state, the line between the nomenclature of a hardware thread and core overlaps. Yet often, a core and a hardware thread are viewed by an operating system as individual logical processors, where the operating system is able to individually schedule operations on each logical processor.
Physical processor 1100, as illustrated in
As depicted, core 1101 includes two hardware threads 1101a and 1101b, which may also be referred to as hardware thread slots 1101a and 1101b. Therefore, software entities, such as an operating system, in one embodiment potentially view processor 1100 as four separate processors, i.e., four logical processors or processing elements capable of executing four software threads concurrently. As alluded to above, a first thread is associated with architecture state registers 1101a, a second thread is associated with architecture state registers 1101b, a third thread may be associated with architecture state registers 1102a, and a fourth thread may be associated with architecture state registers 1102b. Here, each of the architecture state registers (1101a, 1101b, 1102a, and 1102b) may be referred to as processing elements, thread slots, or thread units, as described above. As illustrated, architecture state registers 1101a are replicated in architecture state registers 1101b, so individual architecture states/contexts are capable of being stored for logical processor 1101a and logical processor 1101b. In core 1101, other smaller resources, such as instruction pointers and renaming logic in allocator and renamer block 1130 may also be replicated for threads 1101a and 1101b. Some resources, such as re-order buffers in reorder/retirement unit 1135, ILTB 1120, load/store buffers, and queues may be shared through partitioning. Other resources, such as general purpose internal registers, page-table base register(s), low-level data-cache and data-TLB 1115, execution unit(s) 1140, and portions of out-of-order unit 1135 are potentially fully shared.
Processor 1100 often includes other resources, which may be fully shared, shared through partitioning, or dedicated by/to processing elements. In
Core 1101 further includes decode module 1125 coupled to fetch unit 1120 to decode fetched elements. Fetch logic, in one embodiment, includes individual sequencers associated with thread slots 1101a, 1101b, respectively. Usually core 1101 is associated with a first ISA, which defines/specifies instructions executable on processor 1100. Often machine code instructions that are part of the first ISA include a portion of the instruction (referred to as an opcode), which references/specifies an instruction or operation to be performed. Decode logic 1125 includes circuitry that recognizes these instructions from their opcodes and passes the decoded instructions on in the pipeline for processing as defined by the first ISA. For example, decoders 1125, in one embodiment, include logic designed or adapted to recognize specific instructions, such as transactional instruction. As a result of the recognition by decoders 1125, the architecture or core 1101 takes specific, predefined actions to perform tasks associated with the appropriate instruction. It is important to note that any of the tasks, blocks, operations, and methods described herein may be performed in response to a single or multiple instructions; some of which may be new or old instructions.
In one example, allocator and renamer block 1130 includes an allocator to reserve resources, such as register files to store instruction processing results. However, threads 1101a and 1101b are potentially capable of out-of-order execution, where allocator and renamer block 1130 also reserves other resources, such as reorder buffers to track instruction results. Unit 1130 may also include a register renamer to rename program/instruction reference registers to other registers internal to processor 1100. Reorder/retirement unit 1135 includes components, such as the reorder buffers mentioned above, load buffers, and store buffers, to support out-of-order execution and later in-order retirement of instructions executed out-of-order.
Scheduler and execution unit(s) block 1140, in one embodiment, includes a scheduler unit to schedule instructions/operation on execution units. For example, a floating point instruction is scheduled on a port of an execution unit that has an available floating point execution unit. Register files associated with the execution units are also included to store information instruction processing results. Exemplary execution units include a floating point execution unit, an integer execution unit, a jump execution unit, a load execution unit, a store execution unit, and other known execution units.
Lower level data cache and data translation buffer (D-TLB) 1150 are coupled to execution unit(s) 1140. The data cache is to store recently used/operated on elements, such as data operands, which are potentially held in memory coherency states. The D-TLB is to store recent virtual/linear to physical address translations. As a specific example, a processor may include a page table structure to break physical memory into a plurality of virtual pages.
Here, cores 1101 and 1102 share access to higher-level or further-out cache 1110, which is to cache recently fetched elements. Note that higher-level or further-out refers to cache levels increasing or getting further away from the execution unit(s). In one embodiment, higher-level cache 1110 is a last-level data cache—last cache in the memory hierarchy on processor 1100—such as a second or third level data cache. However, higher level cache 1110 is not so limited, as it may be associated with or includes an instruction cache. A trace cache—a type of instruction cache—instead may be coupled after decoder 1125 to store recently decoded traces.
In the depicted configuration, processor 1100 also includes bus interface module 1105 and a power controller 1160, which may perform power sharing control in accordance with an embodiment of the present invention. Historically, controller 1170 has been included in a computing system external to processor 1100. In this scenario, bus interface 1105 is to communicate with devices external to processor 1100, such as system memory 1175, a chipset (often including a memory controller hub to connect to memory 1175 and an I/O controller hub to connect peripheral devices), a memory controller hub, a northbridge, or other integrated circuit. And in this scenario, bus 1105 may include any known interconnect, such as multi-drop bus, a point-to-point interconnect, a serial interconnect, a parallel bus, a coherent (e.g. cache coherent) bus, a layered protocol architecture, a differential bus, and a GTL bus.
Memory 1175 may be dedicated to processor 1100 or shared with other devices in a system. Common examples of types of memory 1175 include DRAM, SRAM, non-volatile memory (NV memory), and other known storage devices. Note that device 1180 may include a graphic accelerator, processor or card coupled to a memory controller hub, data storage coupled to an I/O controller hub, a wireless transceiver, a flash device, an audio controller, a network controller, or other known device.
Note however, that in the depicted embodiment, the controller 1170 is illustrated as part of processor 1100. Recently, as more logic and devices are being integrated on a single die, such as SOC, each of these devices may be incorporated on processor 1100. For example in one embodiment, memory controller hub 1170 is on the same package and/or die with processor 1100. Here, a portion of the core (an on-core portion) includes one or more controller(s) 1170 for interfacing with other devices such as memory 1175 or a graphics device 1180. The configuration including an interconnect and controllers for interfacing with such devices is often referred to as an on-core (or un-core configuration). As an example, bus interface 1105 includes a ring interconnect with a memory controller for interfacing with memory 1175 and a graphics controller for interfacing with graphics processor 1180. Yet, in the SOC environment, even more devices, such as the network interface, co-processors, memory 1175, graphics processor 1180, and any other known computer devices/interface may be integrated on a single die or integrated circuit to provide small form factor with high functionality and low power consumption.
Embodiments may be implemented in many different system types. Referring now to
Still referring to
Furthermore, chipset 690 includes an interface 692 to couple chipset 690 with a high performance graphics engine 638, by a P-P interconnect 639. In turn, chipset 690 may be coupled to a first bus 616 via an interface 696. As shown in
Embodiments can be implemented in processors for various markets including server processors, desktop processors, mobile processors and so forth. Referring now to
In the high level view shown in
Each core unit 810 may also include an interface such as a bus interface unit to enable interconnection to additional circuitry of the processor. In an embodiment, each core unit 810 couples to a coherent fabric that may act as a primary cache coherent on-die interconnect that in turn couples to a memory controller 835. In turn, memory controller 835 controls communications with a memory such as a dynamic random access memory (DRAM) (not shown for ease of illustration in
In addition to core units, additional processing engines are present within the processor, including at least one graphics unit 820 which may include one or more graphics processing units (GPUs) to perform graphics processing as well as to possibly execute general purpose operations on the graphics processor (so-called GPGPU operation). In addition, at least one image signal processor 825 may be present. Signal processor 825 may be configured to process incoming image data received from one or more capture devices, either internal to the SoC or off-chip. Other accelerators may also be present. In the illustration of
Each of the units may have its power consumption controlled via a power manager 840. Power manager 840 includes control logic to determine appropriate operating voltage and frequency for each of the domains (and in some embodiments, sub-units of the domains), e.g., based on an available power budget and request for given performance and/or low power state.
In some embodiments, SoC 800 may further include a non-coherent fabric coupled to the coherent fabric to which various peripheral devices may couple. One or more interfaces 860a-860d enable communication with one or more off-chip devices. Such communications may be according to a variety of communication protocols such as PCIe™ GPIO, USB, I2C, UART, MIPI, SDIO, DDR, SPI, HDMI, among other types of communication protocols. Although shown at this high level in the embodiment of
The following examples pertain to further embodiments.
According to one example, a processor includes a core to execute instructions, the core including a clock generation logic to receive and distribute a first clock signal to a plurality of units of the core, a restriction logic to receive a restriction command and to cause the clock generation logic to reduce delivery of the first clock signal to at least one of the plurality of units, where the reduced delivery of the first clock signal is at a lower frequency than a frequency of the first clock signal.
The clock generation logic is to prevent a first number of cycles of the first clock signal from being distributed to the plurality of units for each cycle of the first clock signal distributed to the plurality of units. The units include a first subset of units to receive the first clock signal with the reduced delivery and a second subset of units to receive the first clock signal without restriction. A clock crossing logic may couple the core to a system agent logic of the processor. This logic is to operate at the first clock signal without restriction, and at least one of the units is to operate at the first clock signal with the reduced delivery.
In an example processor, a buffer is coupled to the clock crossing logic. This buffer may be written according to the first clock signal with the reduced delivery and read according to the first clock signal without restriction. A bypass path may be coupled between a first unit of the plurality of units and the clock crossing logic and a second path may be coupled between the first unit and the buffer, where the bypass path is to be blocked responsive to the restriction command.
In an example, a first counter may count cycles of the first clock signal without restriction and a second counter may count cycles of the first clock signal with the reduced delivery. In one example, the restriction command may be received from a power control unit of the processor responsive to detection of a thermal event of the processor, and the clock generation logic is to perform the reduced delivery of the first clock signal without stopping the core. In another example, the restriction command may be received from the power control unit responsive to a low power state exit request for a second core, where the first clock signal at a turbo mode frequency. In turn, the second core may begin the low power state exit concurrently with the reduced delivery of the first clock signal.
Note that the above processor can be implemented using various means.
In an example, the processor comprises a system on a chip (SoC) incorporated in a user equipment touch-enabled device.
In another example, a system comprises a display and a memory, and includes the processor of one or more of the above examples.
In another example, a machine-readable medium has stored thereon instructions, which if performed by a machine cause the machine to perform a method including: receiving a clock signal in a clock generation circuit of a core of a processor; receiving a clock restriction command in clock restriction logic of the core; determining a restriction level based on the clock restriction command; and controlling the clock generation circuit according to the restriction level to drive a restricted clock signal to at least one functional unit of the core, where the restricted clock signal includes a reduced number of cycles of the clock signal.
The method may further include operating the core with the clock signal without restriction and thereafter operating the core with the restricted clock signal, without stopping the core. The method may also include determining whether the core is operating within a threshold, including comparing at least one power consumption metric to the threshold.
The method also may include receiving the clock restriction command responsive to a low power state exit request for a second core, and controlling the clock generation circuit to drive the restricted clock signal concurrently with the second core exit from the low power state.
In another example, an apparatus comprises means for performing the method of any one of the above examples.
In another example, a system includes a multicore processor having a plurality of cores, each core including a clock generator to receive and distribute a first clock signal to a plurality of units, a restriction logic to receive a clock restriction command and to cause reduced delivery of the first clock signal to at least one of the plurality of units without execution of a frequency change protocol, a power controller coupled to the plurality of cores to issue the clock restriction command responsive to an event, and a clock logic to provide the first clock signal to at least one of the plurality of cores, and DRAM coupled to the multicore processor.
In an example, a first core includes a clock crossing logic to couple the first core to another portion of the processor, the first core and the other portion to operate at different frequencies, and a buffer coupled to the clock crossing logic to be written according to the first clock signal with the reduced delivery and to be read according to the first clock signal without restriction. The first core further may include a bypass path coupled between a first unit of the plurality of units and the clock crossing logic and a second path coupled between the first unit and the buffer, wherein the bypass path is to be blocked responsive to the clock restriction command. The power controller may send the clock restriction command to the first core responsive to a low power state exit request for the second core, and the clock generator logic is to perform the reduced delivery of the first clock signal responsive to the clock restriction command concurrently with the second core low power state exit.
Understand that various combinations of the above examples are possible.
By providing a reduced number of clock signals to the functional units of the processor, power consumption is thus reduced. Furthermore, the large overhead involved in entering into low power states or causing a change to a core clock frequency can be avoided. That is, conventional techniques cause all work in the core to be halted, state to be stored, and operating frequency adjusted, state to be restored, before allowing useful work to begin again. Instead, using an embodiment of present invention, a near instantaneous operating frequency change can be effected without any of the above overhead.
Embodiments may be used in many different types of systems. For example, in one embodiment a communication device can be arranged to perform the various methods and techniques described herein. Of course, the scope of the present invention is not limited to a communication device, and instead other embodiments can be directed to other types of apparatus for processing instructions, or one or more machine readable media including instructions that in response to being executed on a computing device, cause the device to carry out one or more of the methods and techniques described herein.
Embodiments may be implemented in code and may be stored on a non-transitory storage medium having stored thereon instructions which can be used to program a system to perform the instructions. The storage medium may include, but is not limited to, any type of disk including floppy disks, optical disks, solid state drives (SSDs), compact disk read-only memories (CD-ROMs), compact disk rewritables (CD-RWs), and magneto-optical disks, semiconductor devices such as read-only memories (ROMs), random access memories (RAMs) such as dynamic random access memories (DRAMs), static random access memories (SRAMs), erasable programmable read-only memories (EPROMs), flash memories, electrically erasable programmable read-only memories (EEPROMs), magnetic or optical cards, or any other type of media suitable for storing electronic instructions.
While the present invention has been described with respect to a limited number of embodiments, those skilled in the art will appreciate numerous modifications and variations therefrom. It is intended that the appended claims cover all such modifications and variations as fall within the true spirit and scope of this present invention.
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