• Stefan Roesch's avatar
    mm/ksm: add ksm advisor · 4e5fa4f5
    Stefan Roesch authored
    Patch series "mm/ksm: Add ksm advisor", v5.
    
    What is the KSM advisor?
    =========================
    The ksm advisor automatically manages the pages_to_scan setting to achieve
    a target scan time.  The target scan time defines how many seconds it
    should take to scan all the candidate KSM pages.  In other words the
    pages_to_scan rate is changed by the advisor to achieve the target scan
    time.
    
    Why do we need a KSM advisor?
    ==============================
    The number of candidate pages for KSM is dynamic.  It can often be
    observed that during the startup of an application more candidate pages
    need to be processed.  Without an advisor the pages_to_scan parameter
    needs to be sized for the maximum number of candidate pages.  With the
    scan time advisor the pages_to_scan parameter based can be changed based
    on demand.
    
    Algorithm
    ==========
    The algorithm calculates the change value based on the target scan time
    and the previous scan time.  To avoid pertubations an exponentially
    weighted moving average is applied.
    
    The algorithm has a max and min
    value to:
    - guarantee responsiveness to changes
    - to limit CPU resource consumption
    
    Parameters to influence the KSM scan advisor
    =============================================
    The respective parameters are:
    - ksm_advisor_mode
      0: None (default), 1: scan time advisor
    - ksm_advisor_target_scan_time
      how many seconds a scan should of all candidate pages take
    - ksm_advisor_max_cpu
      upper limit for the cpu usage in percent of the ksmd background thread
    
    The initial value and the max value for the pages_to_scan parameter can
    be limited with:
    - ksm_advisor_min_pages_to_scan
      minimum value for pages_to_scan per batch
    - ksm_advisor_max_pages_to_scan
      maximum value for pages_to_scan per batch
    
    The default settings for the above two parameters should be suitable for
    most workloads.
    
    The parameters are exposed as knobs in /sys/kernel/mm/ksm. By default the
    scan time advisor is disabled.
    
    Currently there are two advisors:
    - none and
    - scan-time.
    
    Resource savings
    =================
    Tests with various workloads have shown considerable CPU savings. Most
    of the workloads I have investigated have more candidate pages during
    startup. Once the workload is stable in terms of memory, the number of
    candidate pages is reduced. Without the advisor, the pages_to_scan needs
    to be sized for the maximum number of candidate pages. So having this
    advisor definitely helps in reducing CPU consumption.
    
    For the instagram workload, the advisor achieves a 25% CPU reduction.
    Once the memory is stable, the pages_to_scan parameter gets reduced to
    about 40% of its max value.
    
    The new advisor works especially well if the smart scan feature is also
    enabled.
    
    How is defining a target scan time better?
    ===========================================
    For an administrator it is more logical to set a target scan time.. The
    administrator can determine how many pages are scanned on each scan.
    Therefore setting a target scan time makes more sense.
    
    In addition the administrator might have a good idea about the memory
    sizing of its respective workloads.
    
    Setting cpu limits is easier than setting The pages_to_scan parameter. The
    pages_to_scan parameter is per batch. For the administrator it is difficult
    to set the pages_to_scan parameter.
    
    Tracing
    =======
    A new tracing event has been added for the scan time advisor. The new
    trace event is called ksm_advisor. It reports the scan time, the new
    pages_to_scan setting and the cpu usage of the ksmd background thread.
    
    Other approaches
    =================
    
    Approach 1: Adapt pages_to_scan after processing each batch. If KSM
      merges pages, increase the scan rate, if less KSM pages, reduce the
      the pages_to_scan rate. This doesn't work too well. While it increases
      the pages_to_scan for a short period, but generally it ends up with a
      too low pages_to_scan rate.
    
    Approach 2: Adapt pages_to_scan after each scan. The problem with that
      approach is that the calculated scan rate tends to be high. The more
      aggressive KSM scans, the more pages it can de-duplicate.
    
    There have been earlier attempts at an advisor:
      propose auto-run mode of ksm and its tests
      (https://marc.info/?l=linux-mm&m=166029880214485&w=2)
    
    
    This patch (of 5):
    
    This adds the ksm advisor.  The ksm advisor automatically manages the
    pages_to_scan setting to achieve a target scan time.  The target scan time
    defines how many seconds it should take to scan all the candidate KSM
    pages.  In other words the pages_to_scan rate is changed by the advisor to
    achieve the target scan time.  The algorithm has a max and min value to:
    
    - guarantee responsiveness to changes
    - limit CPU resource consumption
    
    The respective parameters are:
    - ksm_advisor_target_scan_time (how many seconds a scan should take)
    - ksm_advisor_max_cpu (maximum value for cpu percent usage)
    
    - ksm_advisor_min_pages (minimum value for pages_to_scan per batch)
    - ksm_advisor_max_pages (maximum value for pages_to_scan per batch)
    
    The algorithm calculates the change value based on the target scan time
    and the previous scan time. To avoid pertubations an exponentially
    weighted moving average is applied.
    
    The advisor is managed by two main parameters: target scan time,
    cpu max time for the ksmd background thread. These parameters determine
    how aggresive ksmd scans.
    
    In addition there are min and max values for the pages_to_scan parameter
    to make sure that its initial and max values are not set too low or too
    high.  This ensures that it is able to react to changes quickly enough.
    
    The default values are:
    - target scan time: 200 secs
    - max cpu: 70%
    - min pages: 500
    - max pages: 30000
    
    By default the advisor is disabled. Currently there are two advisors:
    none and scan-time.
    
    Tests with various workloads have shown considerable CPU savings.  Most of
    the workloads I have investigated have more candidate pages during
    startup, once the workload is stable in terms of memory, the number of
    candidate pages is reduced.  Without the advisor, the pages_to_scan needs
    to be sized for the maximum number of candidate pages.  So having this
    advisor definitely helps in reducing CPU consumption.
    
    For the instagram workload, the advisor achieves a 25% CPU reduction. 
    Once the memory is stable, the pages_to_scan parameter gets reduced to
    about 40% of its max value.
    
    Link: https://lkml.kernel.org/r/20231218231054.1625219-1-shr@devkernel.io
    Link: https://lkml.kernel.org/r/20231218231054.1625219-2-shr@devkernel.ioSigned-off-by: default avatarStefan Roesch <shr@devkernel.io>
    Acked-by: default avatarDavid Hildenbrand <david@redhat.com>
    Cc: Johannes Weiner <hannes@cmpxchg.org>
    Cc: Rik van Riel <riel@surriel.com>
    Cc: Stefan Roesch <shr@devkernel.io>
    Signed-off-by: default avatarAndrew Morton <akpm@linux-foundation.org>
    4e5fa4f5
ksm.c 104 KB