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author | Daniel Baumann <daniel.baumann@progress-linux.org> | 2024-04-07 18:45:59 +0000 |
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committer | Daniel Baumann <daniel.baumann@progress-linux.org> | 2024-04-07 18:45:59 +0000 |
commit | 19fcec84d8d7d21e796c7624e521b60d28ee21ed (patch) | |
tree | 42d26aa27d1e3f7c0b8bd3fd14e7d7082f5008dc /doc/rados/operations/cache-tiering.rst | |
parent | Initial commit. (diff) | |
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Adding upstream version 16.2.11+ds.upstream/16.2.11+dsupstream
Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>
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-rw-r--r-- | doc/rados/operations/cache-tiering.rst | 552 |
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diff --git a/doc/rados/operations/cache-tiering.rst b/doc/rados/operations/cache-tiering.rst new file mode 100644 index 000000000..8056ace47 --- /dev/null +++ b/doc/rados/operations/cache-tiering.rst @@ -0,0 +1,552 @@ +=============== + Cache Tiering +=============== + +A cache tier provides Ceph Clients with better I/O performance for a subset of +the data stored in a backing storage tier. Cache tiering involves creating a +pool of relatively fast/expensive storage devices (e.g., solid state drives) +configured to act as a cache tier, and a backing pool of either erasure-coded +or relatively slower/cheaper devices configured to act as an economical storage +tier. The Ceph objecter handles where to place the objects and the tiering +agent determines when to flush objects from the cache to the backing storage +tier. So the cache tier and the backing storage tier are completely transparent +to Ceph clients. + + +.. ditaa:: + +-------------+ + | Ceph Client | + +------+------+ + ^ + Tiering is | + Transparent | Faster I/O + to Ceph | +---------------+ + Client Ops | | | + | +----->+ Cache Tier | + | | | | + | | +-----+---+-----+ + | | | ^ + v v | | Active Data in Cache Tier + +------+----+--+ | | + | Objecter | | | + +-----------+--+ | | + ^ | | Inactive Data in Storage Tier + | v | + | +-----+---+-----+ + | | | + +----->| Storage Tier | + | | + +---------------+ + Slower I/O + + +The cache tiering agent handles the migration of data between the cache tier +and the backing storage tier automatically. However, admins have the ability to +configure how this migration takes place by setting the ``cache-mode``. There are +two main scenarios: + +- **writeback** mode: If the base tier and the cache tier are configured in + ``writeback`` mode, Ceph clients receive an ACK from the base tier every time + they write data to it. Then the cache tiering agent determines whether + ``osd_tier_default_cache_min_write_recency_for_promote`` has been set. If it + has been set and the data has been written more than a specified number of + times per interval, the data is promoted to the cache tier. + + When Ceph clients need access to data stored in the base tier, the cache + tiering agent reads the data from the base tier and returns it to the client. + While data is being read from the base tier, the cache tiering agent consults + the value of ``osd_tier_default_cache_min_read_recency_for_promote`` and + decides whether to promote that data from the base tier to the cache tier. + When data has been promoted from the base tier to the cache tier, the Ceph + client is able to perform I/O operations on it using the cache tier. This is + well-suited for mutable data (for example, photo/video editing, transactional + data). + +- **readproxy** mode: This mode will use any objects that already + exist in the cache tier, but if an object is not present in the + cache the request will be proxied to the base tier. This is useful + for transitioning from ``writeback`` mode to a disabled cache as it + allows the workload to function properly while the cache is drained, + without adding any new objects to the cache. + +Other cache modes are: + +- **readonly** promotes objects to the cache on read operations only; write + operations are forwarded to the base tier. This mode is intended for + read-only workloads that do not require consistency to be enforced by the + storage system. (**Warning**: when objects are updated in the base tier, + Ceph makes **no** attempt to sync these updates to the corresponding objects + in the cache. Since this mode is considered experimental, a + ``--yes-i-really-mean-it`` option must be passed in order to enable it.) + +- **none** is used to completely disable caching. + + +A word of caution +================= + +Cache tiering will *degrade* performance for most workloads. Users should use +extreme caution before using this feature. + +* *Workload dependent*: Whether a cache will improve performance is + highly dependent on the workload. Because there is a cost + associated with moving objects into or out of the cache, it can only + be effective when there is a *large skew* in the access pattern in + the data set, such that most of the requests touch a small number of + objects. The cache pool should be large enough to capture the + working set for your workload to avoid thrashing. + +* *Difficult to benchmark*: Most benchmarks that users run to measure + performance will show terrible performance with cache tiering, in + part because very few of them skew requests toward a small set of + objects, it can take a long time for the cache to "warm up," and + because the warm-up cost can be high. + +* *Usually slower*: For workloads that are not cache tiering-friendly, + performance is often slower than a normal RADOS pool without cache + tiering enabled. + +* *librados object enumeration*: The librados-level object enumeration + API is not meant to be coherent in the presence of the case. If + your application is using librados directly and relies on object + enumeration, cache tiering will probably not work as expected. + (This is not a problem for RGW, RBD, or CephFS.) + +* *Complexity*: Enabling cache tiering means that a lot of additional + machinery and complexity within the RADOS cluster is being used. + This increases the probability that you will encounter a bug in the system + that other users have not yet encountered and will put your deployment at a + higher level of risk. + +Known Good Workloads +-------------------- + +* *RGW time-skewed*: If the RGW workload is such that almost all read + operations are directed at recently written objects, a simple cache + tiering configuration that destages recently written objects from + the cache to the base tier after a configurable period can work + well. + +Known Bad Workloads +------------------- + +The following configurations are *known to work poorly* with cache +tiering. + +* *RBD with replicated cache and erasure-coded base*: This is a common + request, but usually does not perform well. Even reasonably skewed + workloads still send some small writes to cold objects, and because + small writes are not yet supported by the erasure-coded pool, entire + (usually 4 MB) objects must be migrated into the cache in order to + satisfy a small (often 4 KB) write. Only a handful of users have + successfully deployed this configuration, and it only works for them + because their data is extremely cold (backups) and they are not in + any way sensitive to performance. + +* *RBD with replicated cache and base*: RBD with a replicated base + tier does better than when the base is erasure coded, but it is + still highly dependent on the amount of skew in the workload, and + very difficult to validate. The user will need to have a good + understanding of their workload and will need to tune the cache + tiering parameters carefully. + + +Setting Up Pools +================ + +To set up cache tiering, you must have two pools. One will act as the +backing storage and the other will act as the cache. + + +Setting Up a Backing Storage Pool +--------------------------------- + +Setting up a backing storage pool typically involves one of two scenarios: + +- **Standard Storage**: In this scenario, the pool stores multiple copies + of an object in the Ceph Storage Cluster. + +- **Erasure Coding:** In this scenario, the pool uses erasure coding to + store data much more efficiently with a small performance tradeoff. + +In the standard storage scenario, you can setup a CRUSH rule to establish +the failure domain (e.g., osd, host, chassis, rack, row, etc.). Ceph OSD +Daemons perform optimally when all storage drives in the rule are of the +same size, speed (both RPMs and throughput) and type. See `CRUSH Maps`_ +for details on creating a rule. Once you have created a rule, create +a backing storage pool. + +In the erasure coding scenario, the pool creation arguments will generate the +appropriate rule automatically. See `Create a Pool`_ for details. + +In subsequent examples, we will refer to the backing storage pool +as ``cold-storage``. + + +Setting Up a Cache Pool +----------------------- + +Setting up a cache pool follows the same procedure as the standard storage +scenario, but with this difference: the drives for the cache tier are typically +high performance drives that reside in their own servers and have their own +CRUSH rule. When setting up such a rule, it should take account of the hosts +that have the high performance drives while omitting the hosts that don't. See +:ref:`CRUSH Device Class<crush-map-device-class>` for details. + + +In subsequent examples, we will refer to the cache pool as ``hot-storage`` and +the backing pool as ``cold-storage``. + +For cache tier configuration and default values, see +`Pools - Set Pool Values`_. + + +Creating a Cache Tier +===================== + +Setting up a cache tier involves associating a backing storage pool with +a cache pool: + +.. prompt:: bash $ + + ceph osd tier add {storagepool} {cachepool} + +For example: + +.. prompt:: bash $ + + ceph osd tier add cold-storage hot-storage + +To set the cache mode, execute the following: + +.. prompt:: bash $ + + ceph osd tier cache-mode {cachepool} {cache-mode} + +For example: + +.. prompt:: bash $ + + ceph osd tier cache-mode hot-storage writeback + +The cache tiers overlay the backing storage tier, so they require one +additional step: you must direct all client traffic from the storage pool to +the cache pool. To direct client traffic directly to the cache pool, execute +the following: + +.. prompt:: bash $ + + ceph osd tier set-overlay {storagepool} {cachepool} + +For example: + +.. prompt:: bash $ + + ceph osd tier set-overlay cold-storage hot-storage + + +Configuring a Cache Tier +======================== + +Cache tiers have several configuration options. You may set +cache tier configuration options with the following usage: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} {key} {value} + +See `Pools - Set Pool Values`_ for details. + + +Target Size and Type +-------------------- + +Ceph's production cache tiers use a `Bloom Filter`_ for the ``hit_set_type``: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} hit_set_type bloom + +For example: + +.. prompt:: bash $ + + ceph osd pool set hot-storage hit_set_type bloom + +The ``hit_set_count`` and ``hit_set_period`` define how many such HitSets to +store, and how much time each HitSet should cover: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} hit_set_count 12 + ceph osd pool set {cachepool} hit_set_period 14400 + ceph osd pool set {cachepool} target_max_bytes 1000000000000 + +.. note:: A larger ``hit_set_count`` results in more RAM consumed by + the ``ceph-osd`` process. + +Binning accesses over time allows Ceph to determine whether a Ceph client +accessed an object at least once, or more than once over a time period +("age" vs "temperature"). + +The ``min_read_recency_for_promote`` defines how many HitSets to check for the +existence of an object when handling a read operation. The checking result is +used to decide whether to promote the object asynchronously. Its value should be +between 0 and ``hit_set_count``. If it's set to 0, the object is always promoted. +If it's set to 1, the current HitSet is checked. And if this object is in the +current HitSet, it's promoted. Otherwise not. For the other values, the exact +number of archive HitSets are checked. The object is promoted if the object is +found in any of the most recent ``min_read_recency_for_promote`` HitSets. + +A similar parameter can be set for the write operation, which is +``min_write_recency_for_promote``: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} min_read_recency_for_promote 2 + ceph osd pool set {cachepool} min_write_recency_for_promote 2 + +.. note:: The longer the period and the higher the + ``min_read_recency_for_promote`` and + ``min_write_recency_for_promote``values, the more RAM the ``ceph-osd`` + daemon consumes. In particular, when the agent is active to flush + or evict cache objects, all ``hit_set_count`` HitSets are loaded + into RAM. + + +Cache Sizing +------------ + +The cache tiering agent performs two main functions: + +- **Flushing:** The agent identifies modified (or dirty) objects and forwards + them to the storage pool for long-term storage. + +- **Evicting:** The agent identifies objects that haven't been modified + (or clean) and evicts the least recently used among them from the cache. + + +Absolute Sizing +~~~~~~~~~~~~~~~ + +The cache tiering agent can flush or evict objects based upon the total number +of bytes or the total number of objects. To specify a maximum number of bytes, +execute the following: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} target_max_bytes {#bytes} + +For example, to flush or evict at 1 TB, execute the following: + +.. prompt:: bash $ + + ceph osd pool set hot-storage target_max_bytes 1099511627776 + +To specify the maximum number of objects, execute the following: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} target_max_objects {#objects} + +For example, to flush or evict at 1M objects, execute the following: + +.. prompt:: bash $ + + ceph osd pool set hot-storage target_max_objects 1000000 + +.. note:: Ceph is not able to determine the size of a cache pool automatically, so + the configuration on the absolute size is required here, otherwise the + flush/evict will not work. If you specify both limits, the cache tiering + agent will begin flushing or evicting when either threshold is triggered. + +.. note:: All client requests will be blocked only when ``target_max_bytes`` or + ``target_max_objects`` reached + +Relative Sizing +~~~~~~~~~~~~~~~ + +The cache tiering agent can flush or evict objects relative to the size of the +cache pool(specified by ``target_max_bytes`` / ``target_max_objects`` in +`Absolute sizing`_). When the cache pool consists of a certain percentage of +modified (or dirty) objects, the cache tiering agent will flush them to the +storage pool. To set the ``cache_target_dirty_ratio``, execute the following: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} cache_target_dirty_ratio {0.0..1.0} + +For example, setting the value to ``0.4`` will begin flushing modified +(dirty) objects when they reach 40% of the cache pool's capacity: + +.. prompt:: bash $ + + ceph osd pool set hot-storage cache_target_dirty_ratio 0.4 + +When the dirty objects reaches a certain percentage of its capacity, flush dirty +objects with a higher speed. To set the ``cache_target_dirty_high_ratio``: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} cache_target_dirty_high_ratio {0.0..1.0} + +For example, setting the value to ``0.6`` will begin aggressively flush dirty +objects when they reach 60% of the cache pool's capacity. obviously, we'd +better set the value between dirty_ratio and full_ratio: + +.. prompt:: bash $ + + ceph osd pool set hot-storage cache_target_dirty_high_ratio 0.6 + +When the cache pool reaches a certain percentage of its capacity, the cache +tiering agent will evict objects to maintain free capacity. To set the +``cache_target_full_ratio``, execute the following: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} cache_target_full_ratio {0.0..1.0} + +For example, setting the value to ``0.8`` will begin flushing unmodified +(clean) objects when they reach 80% of the cache pool's capacity: + +.. prompt:: bash $ + + ceph osd pool set hot-storage cache_target_full_ratio 0.8 + + +Cache Age +--------- + +You can specify the minimum age of an object before the cache tiering agent +flushes a recently modified (or dirty) object to the backing storage pool: + +.. prompt:: bash $ + + ceph osd pool set {cachepool} cache_min_flush_age {#seconds} + +For example, to flush modified (or dirty) objects after 10 minutes, execute the +following: + +.. prompt:: bash $ + + ceph osd pool set hot-storage cache_min_flush_age 600 + +You can specify the minimum age of an object before it will be evicted from the +cache tier: + +.. prompt:: bash $ + + ceph osd pool {cache-tier} cache_min_evict_age {#seconds} + +For example, to evict objects after 30 minutes, execute the following: + +.. prompt:: bash $ + + ceph osd pool set hot-storage cache_min_evict_age 1800 + + +Removing a Cache Tier +===================== + +Removing a cache tier differs depending on whether it is a writeback +cache or a read-only cache. + + +Removing a Read-Only Cache +-------------------------- + +Since a read-only cache does not have modified data, you can disable +and remove it without losing any recent changes to objects in the cache. + +#. Change the cache-mode to ``none`` to disable it.: + + .. prompt:: bash + + ceph osd tier cache-mode {cachepool} none + + For example: + + .. prompt:: bash $ + + ceph osd tier cache-mode hot-storage none + +#. Remove the cache pool from the backing pool.: + + .. prompt:: bash $ + + ceph osd tier remove {storagepool} {cachepool} + + For example: + + .. prompt:: bash $ + + ceph osd tier remove cold-storage hot-storage + + +Removing a Writeback Cache +-------------------------- + +Since a writeback cache may have modified data, you must take steps to ensure +that you do not lose any recent changes to objects in the cache before you +disable and remove it. + + +#. Change the cache mode to ``proxy`` so that new and modified objects will + flush to the backing storage pool.: + + .. prompt:: bash $ + + ceph osd tier cache-mode {cachepool} proxy + + For example: + + .. prompt:: bash $ + + ceph osd tier cache-mode hot-storage proxy + + +#. Ensure that the cache pool has been flushed. This may take a few minutes: + + .. prompt:: bash $ + + rados -p {cachepool} ls + + If the cache pool still has objects, you can flush them manually. + For example: + + .. prompt:: bash $ + + rados -p {cachepool} cache-flush-evict-all + + +#. Remove the overlay so that clients will not direct traffic to the cache.: + + .. prompt:: bash $ + + ceph osd tier remove-overlay {storagetier} + + For example: + + .. prompt:: bash $ + + ceph osd tier remove-overlay cold-storage + + +#. Finally, remove the cache tier pool from the backing storage pool.: + + .. prompt:: bash $ + + ceph osd tier remove {storagepool} {cachepool} + + For example: + + .. prompt:: bash $ + + ceph osd tier remove cold-storage hot-storage + + +.. _Create a Pool: ../pools#create-a-pool +.. _Pools - Set Pool Values: ../pools#set-pool-values +.. _Bloom Filter: https://en.wikipedia.org/wiki/Bloom_filter +.. _CRUSH Maps: ../crush-map +.. _Absolute Sizing: #absolute-sizing |