Power Management for Embedded Systems

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1 Power Management for Embedded Systems Minsoo Ryu Hanyang University

2 Why Power Management? Battery-operated devices Smartphones, digital cameras, and laptops use batteries Power savings and battery run times are paramount Increasing energy use of servers Servers and data centers in U.S. reached 1.5% of the national electricity consumption in 2006 The electricity consumption of servers doubled between 2000 and

3 Power Consumption in Smartphones 3 3

4 Power Consumption of Memory In a server system Memory consumes 19% of system power on average Some work notes up to 40% of total system power 4 4

5 Idle Power Consumption Only 30% of servers in data centers are fully utilized while keeping the other 70% in idle state Idle servers consume between 60% and 66% of the peak load power consumption 5 5

6 Two Dimensions of Power Management Power management when the system is idle Select the most efficient idle state Power management when the system is active Dynamically change operating frequency and/or voltage 6 6

7 APM and ACPI APM (Advanced Power Management) Activated when system becomes idle e.g.) screen saver => sleep => suspend Controlled by firmware (BIOS) need reboot for reconfiguration OS has no knowledge ACPI (Advanced Config. and Power Interfaces) Controlled by OS First released in 1996 by Compaq/HP, Intel, Microsoft, 7 7

8 ACPI Standard interface specification Brings power management under the control of the operating system The specification is central to Operating System-directed configuration and Power Management (OSPM) Applications ACPI OS Power Management Software drivers Hardware: CPU, BIOS etc. 8 8

9 ACPI Functions System power management The entire computer Processor power management When OS is idle but not sleeping, it puts processors in lowpower states Device power management ACPI tables describe motherboard devices, their power states, the power planes the devices are connected to 9 9

10 Firmware-Level ACPI Architecture Three components ACPI tables Contain definition blocks that describe all the hardware that can be managed through ACPI Include both data and machine-independent byte-code OS must have an interpreter for the AML bytecode ACPI BIOS Performs basic management operations on the hardware Include code to help boot the system and to put the system to sleep or wake it up ACPI registers A set of hardware management registers defined by the ACPI specification AML: ACPI Machine Language 10 10

11 Firmware-Level ACPI Architecture 11 11

12 ACPI States 12 12

13 Global States G0: Working (S0) Processor power states (C-state): C0, C1, C2, C3 G1: Sleeping (e.g., suspend, hibernate) Sleep State (S-state): S0, S1, S2, S3, S4 G2: Soft off (S5) Almost the same as G3 Mechanical Off, except that the power supply unit (PSU) still supplies power at a minimum Other components may remain powered so the computer can "wake" on input from the keyboard, clock, modem, LAN, or USB device G3: Mechanical off 13 13

14 Processor States (C-state) Global state is G0 (working) Four processor states C0: Operating Performance state (P-State) P0: highest performance, highest power P1 ~ Pn: lower performance, lower power C1: Halt The processor is not executing instructions, but can return to an executing state essentially instantaneously C2: Stop-Clock (optional) The processor maintains all software-visible state, but may take longer to wake up C3: Sleep (optional) The processor does not need to keep its cache coherent, but maintains other state 14 14

15 Performance States (P-State) Intel Pentium M at 1.6 GHz 15 15

16 Device States (D-State) The device states D0 D3 are device-dependent D0: Fully On The operating state D1 and D2 Intermediate power-states whose definition varies by device D3: Off The device is powered off and unresponsive to its bus D3 Hot: Aux power is provided D3 Cold: No power provided 16 16

17 Sleeping States (S-State) Four sleeping states S1: Power on Suspend (POS) All the processor caches are flushed The power to the CPU(s) and RAM is maintained Wakeup takes about 1 ~ 2 seconds on desktops S2: CPU powered off Dirty cache is flushed to RAM (Often not used) S3: Suspend to RAM (STR), or Standby, Sleep RAM remains powered Wakeup takes about 3 ~ 5 seconds on desktops S4: Suspend to Disk (STD) or hibernation All content of the main memory is saved to non-volatile memory such as a hard drive, and is powered down 17 17

18 Dynamic Voltage Frequency Scaling

19 Power Consumption in CMOS Power consumption per every cycle in a digital circuit C (output capacity) V (supply voltage) f (clock frequency) Energy consumption 2 E V 19 19

20 Power Consumption in CMOS Relationship between V and f V f Lowering the supply voltage increases the circuit delay The clock frequency must be reduced accordingly Observations Execution times scale linearly to the supply voltage The energy consumption scales quadratically to the supply voltage 20 20

21 Dynamic Voltage Frequency Scaling Voltage scheduling graph by Pering, et al. {S, C, D} = {start time, execution time, deadline} {E} = energy Optimal speed settings Sum-of-squares optimization Given the constraint f i k f 2 i is minimized when f1 f2... f n 21 21

22 Four Considerations for DVFS Workload amount Adjust the processor frequency depending on the load Workload characteristics Compute-intensive vs. memory-intensive Deadline constraints Lowest possible frequency for meeting deadlines Load balancing Migrate or scale? 22 22

23 Workload Amount and DVFS Static approaches Performance policy CPU runs at the maximum frequency regardless of load Power save policy CPU runs at the minimum frequency regardless of load Dynamic approaches On demand policy Increase the clock speed to the maximum frequency when the system load goes above the predefined threshold Decrease the clock speed gradually when the system load becomes below the predefined threshold Conservative policy Gracefully increase the CPU speed rather than jumping to the maximum speed 23 23

24 Workload Characteristics and DVFS Two types of workload Compute-intensive The program execution is exclusively bound to the processor Memory-intensive The program makes heavy access to memory The processor would spend a significant fraction of the time waiting for memory A simple solution High processor frequency and low memory frequency for compute-intensive load Low processor frequency and high memory frequency for memory-intensive load 24 24

25 CPU- vs. Memory-Intensive Execution time variation CPU frequency ranging from 733 MHz to 333 MHz 25 25

26 GPU- and Memory-Intensive Compute-intensive applications Dense matrix multiplication Run on NVIDIA GeForce GTX 280 GPU 26 26

27 GPU- and Memory-Intensive Memory-intensive applications Dense matrix transpose Run on NVIDIA GeForce GTX 280 GPU 27 27

28 Deadline Constraints and DVFS The CPU runs at just-enough speed to meet deadline constraints max freq. max freq. min freq. min freq. arrival deadline time arrival deadline time 28 28

29 Load Balancing and DVFS DVFS can be independently applied to each processor on multicore hardware But this may not lead to optimal power saving from a global point of view A simple scenario We need to decide whether to transfer a thread from processor A to an idle processor B, or increase the frequency of A Compute P migrate_from_a_to_b and P increase_a_freq Transfer if P migrate_from_a_to_b < P increase_a_freq Otherwise, increase the frequency of A 29 29

30 DVFS Overhead (Intel Core2 Duo E6850) uc (underclocking) ir (inductor loss) 30 30

31 DVFS Overhead (Exynos 4210) 31 31

32 Power Management in Linux

33 Linux Power Management Architecture Policy Management Layer (Governors) Device Driver Layer Amit Kucheria at 2011 Embedded Linux Conference 33 33

34 CPUidle Architecture 34 34

35 Ladder Governor CPUidle Governors Takes a simple, step-wise approach to selecting an idle state Enters the lightest state first, and will only move on to the next deeper state if a sleep was long enough Menu Governor Picks the deepest possible idle state straight away Considers the expected sleep time, latency requirements, previous C-state residency, etc 35 35

36 Idle Task When there are no runnable processes, and CFS schedules the idle task (PID 0) 36 36

37 cpuidle_idle_call() Select next idle state to enter If tasks are needed to be rescheduled exit idle loop Broadcast the CPU state before entering idle state Broadcast the CPU state after entering idle state 37 37

38 Tickless Idle Traditional systems use a periodic interrupt 'tick' Update the system clock Tick requires wakeup from idle state Tickless idle eliminates the periodic timer tick when the CPU is idle The CPU can remain in power saving states for a longer period of time, reducing the overall system power consumption 38 38

39 Android Wake Locks Wake Locks can be used to Keep the CPU running Prevent the screen from dimming Prevent the screen from turning off Prevent the keyboard back-light from turning off Different levels of Wake Locks FULL_WAKE_LOCK SCREEN_BRIGHT_WAKE_LOCK SCREEN_DIM_WAKE_LOCK PARTIAL_WAKE_LOCK (just keeps the CPU running) 39 39

40 CPUfreq Architecture 40 40

41 CPUfreq Governors Governor Performance Powersave Ondemand Conservative Userspace Operations Always set CPU to the highest frequency between scaling_min_freq and scaling_max_freq Always set CPU to the lowest frequency between scaling_min_freq and scaling_max_freq Set frequency depending on the current usage Rapidly increase the frequency and gracefully decrease the frequency Basically operates like ondemand Gracefully increase and decrease the frequency Set CPU to the frequency using scaling_setspeed by user 41 41

42 Ondemand Governor Freq. max min Time Load up_threshold = 95% 42 42

43 Conservative Governor Freq. max min Time Load up_threshold = 80% down_threshold = 20% 43 43

44 Basic Operations of CPUfreq Sample the processor utilization periodically Adjust frequency based on the utilization Adjust voltage based on frequency 44 44

45 dbs_check_cpu() for Ondemand Governor This function is periodically called by timer Wall time Idle time Processor utilization dbs: demand-based switching 45 45

46 od_check_cpu() If load is larger than threshold, set the maximum of cpu frequency When frequency is max, reduce the frequency of cpu checking If load is less than threshold, set cpu frequency proportional to load 46 46

47 Registration of Governor (1/6) Function call by Kernel cpufreq_driver call by subsys_interface 47 47

48 Registration of Governor (2/6) Prepare to set cpufreq policy 48 48

49 Registration of Governor (3/6) Start new cpufreq policy Initilaize and start cpufreq governor 49 49

50 Registration of Governor (4/6) 50 50

51 Registration of Governor (5/6) cpufreq_driver call by subsys_interface 51 51

52 Registration of Governor (6/6) Register the function that changes the frequency periodically Change maximum and minimum frequency 52 52

53 53 53

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