Ring doc cleanups
Change-Id: Ie51ea5c729341da793887e1e25c1e45301a96751
This commit is contained in:
parent
41c8f1330f
commit
b5ee8c88d0
@ -5,38 +5,40 @@ The Rings
|
||||
The rings determine where data should reside in the cluster. There is a
|
||||
separate ring for account databases, container databases, and individual
|
||||
object storage policies but each ring works in the same way. These rings are
|
||||
externally managed, in that the server processes themselves do not modify the
|
||||
rings, they are instead given new rings modified by other tools.
|
||||
externally managed. The server processes themselves do not modify the
|
||||
rings; they are instead given new rings modified by other tools.
|
||||
|
||||
The ring uses a configurable number of bits from a path's MD5 hash as a
|
||||
partition index that designates a device. The number of bits kept from the hash
|
||||
is known as the partition power, and 2 to the partition power indicates the
|
||||
partition count. Partitioning the full MD5 hash ring allows other parts of the
|
||||
cluster to work in batches of items at once which ends up either more efficient
|
||||
or at least less complex than working with each item separately or the entire
|
||||
cluster all at once.
|
||||
The ring uses a configurable number of bits from the MD5 hash of an item's path
|
||||
as a partition index that designates the device(s) on which that item should
|
||||
be stored. The number of bits kept from the hash is known as the partition
|
||||
power, and 2 to the partition power indicates the partition count. Partitioning
|
||||
the full MD5 hash ring allows the cluster components to process resources in
|
||||
batches. This ends up either more efficient or at least less complex than
|
||||
working with each item separately or the entire cluster all at once.
|
||||
|
||||
Another configurable value is the replica count, which indicates how many of
|
||||
the partition->device assignments comprise a single ring. For a given partition
|
||||
number, each replica will be assigned to a different device in the ring.
|
||||
Another configurable value is the replica count, which indicates how many
|
||||
devices to assign for each partition in the ring. By having multiple devices
|
||||
responsible for each partition, the cluster can recover from drive or network
|
||||
failures.
|
||||
|
||||
Devices are added to the ring to describe the capacity available for
|
||||
part-replica assignment. Devices are placed into failure domains consisting
|
||||
of region, zone, and server. Regions can be used to describe geographical
|
||||
systems characterized by lower-bandwidth or higher latency between machines in
|
||||
different regions. Many rings will consist of only a single region. Zones
|
||||
can be used to group devices based on physical locations, power separations,
|
||||
network separations, or any other attribute that would lessen multiple
|
||||
replicas being unavailable at the same time.
|
||||
partition replica assignments. Devices are placed into failure domains
|
||||
consisting of region, zone, and server. Regions can be used to describe
|
||||
geographical systems characterized by lower bandwidth or higher latency between
|
||||
machines in different regions. Many rings will consist of only a single
|
||||
region. Zones can be used to group devices based on physical locations, power
|
||||
separations, network separations, or any other attribute that would lessen
|
||||
multiple replicas being unavailable at the same time.
|
||||
|
||||
Devices are given a weight which describes relative weight of the device in
|
||||
comparison to other devices.
|
||||
Devices are given a weight which describes the relative storage capacity
|
||||
contributed by the device in comparison to other devices.
|
||||
|
||||
When building a ring all of each part's replicas will be assigned to devices
|
||||
according to their weight. Additionally, each replica of a part will attempt
|
||||
to be assigned to a device who's failure domain does not already have a
|
||||
replica for the part. Only a single replica of a part may be assigned to each
|
||||
device - you must have as many devices as replicas.
|
||||
When building a ring, replicas for each partition will be assigned to devices
|
||||
according to the devices' weights. Additionally, each replica of a partition
|
||||
will preferentially be assigned to a device whose failure domain does not
|
||||
already have a replica for that partition. Only a single replica of a
|
||||
partition may be assigned to each device - you must have at least as many
|
||||
devices as replicas.
|
||||
|
||||
.. _ring_builder:
|
||||
|
||||
@ -45,24 +47,24 @@ Ring Builder
|
||||
------------
|
||||
|
||||
The rings are built and managed manually by a utility called the ring-builder.
|
||||
The ring-builder assigns partitions to devices and writes an optimized Python
|
||||
structure to a gzipped, serialized file on disk for shipping out to the servers.
|
||||
The server processes just check the modification time of the file occasionally
|
||||
and reload their in-memory copies of the ring structure as needed. Because of
|
||||
how the ring-builder manages changes to the ring, using a slightly older ring
|
||||
usually just means one of the three replicas for a subset of the partitions
|
||||
will be incorrect, which can be easily worked around.
|
||||
The ring-builder assigns partitions to devices and writes an optimized
|
||||
structure to a gzipped, serialized file on disk for shipping out to the
|
||||
servers. The server processes check the modification time of the file
|
||||
occasionally and reload their in-memory copies of the ring structure as needed.
|
||||
Because of how the ring-builder manages changes to the ring, using a slightly
|
||||
older ring usually just means that for a subset of the partitions the device
|
||||
for one of the replicas will be incorrect, which can be easily worked around.
|
||||
|
||||
The ring-builder also keeps its own builder file with the ring information and
|
||||
additional data required to build future rings. It is very important to keep
|
||||
multiple backup copies of these builder files. One option is to copy the
|
||||
builder files out to every server while copying the ring files themselves.
|
||||
Another is to upload the builder files into the cluster itself. Complete loss
|
||||
of a builder file will mean creating a new ring from scratch, nearly all
|
||||
partitions will end up assigned to different devices, and therefore nearly all
|
||||
data stored will have to be replicated to new locations. So, recovery from a
|
||||
builder file loss is possible, but data will definitely be unreachable for an
|
||||
extended time.
|
||||
The ring-builder also keeps a separate builder file which includes the ring
|
||||
information as well as additional data required to build future rings. It is
|
||||
very important to keep multiple backup copies of these builder files. One
|
||||
option is to copy the builder files out to every server while copying the ring
|
||||
files themselves. Another is to upload the builder files into the cluster
|
||||
itself. Complete loss of a builder file will mean creating a new ring from
|
||||
scratch, nearly all partitions will end up assigned to different devices, and
|
||||
therefore nearly all data stored will have to be replicated to new locations.
|
||||
So, recovery from a builder file loss is possible, but data will definitely be
|
||||
unreachable for an extended time.
|
||||
|
||||
-------------------
|
||||
Ring Data Structure
|
||||
@ -77,13 +79,13 @@ to calculate the partition for the hash.
|
||||
List of Devices
|
||||
***************
|
||||
|
||||
The list of devices is known internally to the Ring class as devs. Each item in
|
||||
the list of devices is a dictionary with the following keys:
|
||||
The list of devices is known internally to the Ring class as ``devs``. Each
|
||||
item in the list of devices is a dictionary with the following keys:
|
||||
|
||||
====== ======= ==============================================================
|
||||
id integer The index into the list devices.
|
||||
zone integer The zone the device resides in.
|
||||
region integer The region the zone resides in.
|
||||
id integer The index into the list of devices.
|
||||
zone integer The zone in which the device resides.
|
||||
region integer The region in which the zone resides.
|
||||
weight float The relative weight of the device in comparison to other
|
||||
devices. This usually corresponds directly to the amount of
|
||||
disk space the device has compared to other devices. For
|
||||
@ -94,10 +96,10 @@ weight float The relative weight of the device in comparison to other
|
||||
data than desired over time. A good average weight of 100.0
|
||||
allows flexibility in lowering the weight later if necessary.
|
||||
ip string The IP address or hostname of the server containing the device.
|
||||
port int The TCP port the listening server process uses that serves
|
||||
port int The TCP port on which the server process listens to serve
|
||||
requests for the device.
|
||||
device string The on disk name of the device on the server.
|
||||
For example: sdb1
|
||||
device string The on-disk name of the device on the server.
|
||||
For example: ``sdb1``
|
||||
meta string A general-use field for storing additional information for the
|
||||
device. This information isn't used directly by the server
|
||||
processes, but can be useful in debugging. For example, the
|
||||
@ -105,47 +107,54 @@ meta string A general-use field for storing additional information for the
|
||||
be stored here.
|
||||
====== ======= ==============================================================
|
||||
|
||||
Note: The list of devices may contain holes, or indexes set to None, for
|
||||
devices that have been removed from the cluster. However, device ids are
|
||||
reused. Device ids are reused to avoid potentially running out of device id
|
||||
slots when there are available slots (from prior removal of devices). A
|
||||
consequence of this device id reuse is that the device id (integer value) does
|
||||
not necessarily correspond with the chronology of when the device was added to
|
||||
the ring. Also, some devices may be temporarily disabled by setting their
|
||||
weight to 0.0. To obtain a list of active devices (for uptime polling, for
|
||||
example) the Python code would look like: ``devices = list(self._iter_devs())``
|
||||
.. note::
|
||||
The list of devices may contain holes, or indexes set to ``None``, for
|
||||
devices that have been removed from the cluster. However, device ids are
|
||||
reused. Device ids are reused to avoid potentially running out of device id
|
||||
slots when there are available slots (from prior removal of devices). A
|
||||
consequence of this device id reuse is that the device id (integer value)
|
||||
does not necessarily correspond with the chronology of when the device was
|
||||
added to the ring. Also, some devices may be temporarily disabled by
|
||||
setting their weight to ``0.0``. To obtain a list of active devices (for
|
||||
uptime polling, for example) the Python code would look like::
|
||||
|
||||
devices = list(self._iter_devs())
|
||||
|
||||
*************************
|
||||
Partition Assignment List
|
||||
*************************
|
||||
|
||||
This is a list of array('H') of devices ids. The outermost list contains an
|
||||
array('H') for each replica. Each array('H') has a length equal to the
|
||||
partition count for the ring. Each integer in the array('H') is an index into
|
||||
the above list of devices. The partition list is known internally to the Ring
|
||||
class as _replica2part2dev_id.
|
||||
The partition assignment list is known internally to the Ring class as
|
||||
``_replica2part2dev_id``. This is a list of ``array('H')``\s, one for each
|
||||
replica. Each ``array('H')`` has a length equal to the partition count for the
|
||||
ring. Each integer in the ``array('H')`` is an index into the above list of
|
||||
devices.
|
||||
|
||||
So, to create a list of device dictionaries assigned to a partition, the Python
|
||||
code would look like: ``devices = [self.devs[part2dev_id[partition]] for
|
||||
part2dev_id in self._replica2part2dev_id]``
|
||||
code would look like::
|
||||
|
||||
array('H') is used for memory conservation as there may be millions of
|
||||
devices = [self.devs[part2dev_id[partition]]
|
||||
for part2dev_id in self._replica2part2dev_id]
|
||||
|
||||
``array('H')`` is used for memory conservation as there may be millions of
|
||||
partitions.
|
||||
|
||||
*********************
|
||||
Partition Shift Value
|
||||
*********************
|
||||
|
||||
The partition shift value is known internally to the Ring class as _part_shift.
|
||||
This value used to shift an MD5 hash to calculate the partition on which the
|
||||
data for that hash should reside. Only the top four bytes of the hash is used
|
||||
in this process. For example, to compute the partition for the path
|
||||
/account/container/object the Python code might look like: ``partition =
|
||||
unpack_from('>I', md5('/account/container/object').digest())[0] >>
|
||||
self._part_shift``
|
||||
The partition shift value is known internally to the Ring class as
|
||||
``_part_shift``. This value is used to shift an MD5 hash of an item's path to
|
||||
calculate the partition on which the data for that item should reside. Only the
|
||||
top four bytes of the hash are used in this process. For example, to compute
|
||||
the partition for the path ``/account/container/object``, the Python code might
|
||||
look like::
|
||||
|
||||
For a ring generated with part_power P, the partition shift value is
|
||||
32 - P.
|
||||
objhash = md5('/account/container/object').digest()
|
||||
partition = struct.unpack_from('>I', objhash)[0] >> self._part_shift
|
||||
|
||||
For a ring generated with partition power ``P``, the partition shift value is
|
||||
``32 - P``.
|
||||
|
||||
*******************
|
||||
Fractional Replicas
|
||||
@ -155,11 +164,12 @@ A ring is not restricted to having an integer number of replicas. In order to
|
||||
support the gradual changing of replica counts, the ring is able to have a real
|
||||
number of replicas.
|
||||
|
||||
When the number of replicas is not an integer, then the last element of
|
||||
_replica2part2dev_id will have a length that is less than the partition count
|
||||
for the ring. This means that some partitions will have more replicas than
|
||||
others. For example, if a ring has 3.25 replicas, then 25% of its partitions
|
||||
will have four replicas, while the remaining 75% will have just three.
|
||||
When the number of replicas is not an integer, the last element of
|
||||
``_replica2part2dev_id`` will have a length that is less than the partition
|
||||
count for the ring. This means that some partitions will have more replicas
|
||||
than others. For example, if a ring has ``3.25`` replicas, then 25% of its
|
||||
partitions will have four replicas, while the remaining 75% will have just
|
||||
three.
|
||||
|
||||
.. _ring_dispersion:
|
||||
|
||||
@ -186,24 +196,24 @@ Overload
|
||||
|
||||
The ring builder tries to keep replicas as far apart as possible while
|
||||
still respecting device weights. When it can't do both, the overload
|
||||
factor determines what happens. Each device will take some extra
|
||||
factor determines what happens. Each device may take some extra
|
||||
fraction of its desired partitions to allow for replica dispersion;
|
||||
once that extra fraction is exhausted, replicas will be placed closer
|
||||
together than optimal.
|
||||
together than is optimal for durability.
|
||||
|
||||
Essentially, the overload factor lets the operator trade off replica
|
||||
dispersion (durability) against data dispersion (uniform disk usage).
|
||||
dispersion (durability) against device balance (uniform disk usage).
|
||||
|
||||
The default overload factor is 0, so device weights will be strictly
|
||||
The default overload factor is ``0``, so device weights will be strictly
|
||||
followed.
|
||||
|
||||
With an overload factor of 0.1, each device will accept 10% more
|
||||
With an overload factor of ``0.1``, each device will accept 10% more
|
||||
partitions than it otherwise would, but only if needed to maintain
|
||||
partition dispersion.
|
||||
dispersion.
|
||||
|
||||
Example: Consider a 3-node cluster of machines with equal-size disks;
|
||||
let node A have 12 disks, node B have 12 disks, and node C have only
|
||||
11 disks. Let the ring have an overload factor of 0.1 (10%).
|
||||
11 disks. Let the ring have an overload factor of ``0.1`` (10%).
|
||||
|
||||
Without the overload, some partitions would end up with replicas only
|
||||
on nodes A and B. However, with the overload, every device is willing
|
||||
@ -228,65 +238,63 @@ number of "nodes" to which keys in the keyspace must be assigned. Swift calls
|
||||
these ranges `partitions` - they are partitions of the total keyspace.
|
||||
|
||||
Each partition will have multiple replicas. Every replica of each partition
|
||||
must be assigned to a device in the ring. When a describing a specific
|
||||
replica of a partition (like when it's assigned a device) it is described as a
|
||||
must be assigned to a device in the ring. When describing a specific replica
|
||||
of a partition (like when it's assigned a device) it is described as a
|
||||
`part-replica` in that it is a specific `replica` of the specific `partition`.
|
||||
A single device may be assigned different replicas from many parts, but it may
|
||||
not be assigned multiple replicas of a single part.
|
||||
A single device will likely be assigned different replicas from many
|
||||
partitions, but it may not be assigned multiple replicas of a single partition.
|
||||
|
||||
The total number of partitions in a ring is calculated as ``2 **
|
||||
<part-power>``. The total number of part-replicas in a ring is calculated as
|
||||
``<replica-count> * 2 ** <part-power>``.
|
||||
|
||||
When considering a device's `weight` it is useful to describe the number of
|
||||
part-replicas it would like to be assigned. A single device regardless of
|
||||
weight will never hold more than ``2 ** <part-power>`` part-replicas because
|
||||
it can not have more than one replica of any part assigned. The number of
|
||||
part-replicas a device can take by weights is calculated as it's
|
||||
`parts_wanted`. The true number of part-replicas assigned to a device can be
|
||||
compared to it's parts wanted similarly to a calculation of percentage error -
|
||||
this deviation in the observed result from the idealized target is called a
|
||||
devices `balance`.
|
||||
part-replicas it would like to be assigned. A single device, regardless of
|
||||
weight, will never hold more than ``2 ** <part-power>`` part-replicas because
|
||||
it can not have more than one replica of any partition assigned. The number of
|
||||
part-replicas a device can take by weights is calculated as its `parts-wanted`.
|
||||
The true number of part-replicas assigned to a device can be compared to its
|
||||
parts-wanted similarly to a calculation of percentage error - this deviation in
|
||||
the observed result from the idealized target is called a device's `balance`.
|
||||
|
||||
When considering a device's `failure domain` it is useful to describe the
|
||||
number of part-replicas it would like to be assigned. The number of
|
||||
part-replicas wanted in a failure domain of a tier is the sum of the
|
||||
part-replicas wanted in the failure domains of it's sub-tier. However,
|
||||
collectively when the total number of part-replicas in a failure domain
|
||||
exceeds or is equal to ``2 ** <part-power>`` it is most obvious that it's no
|
||||
longer sufficient to consider only the number of total part-replicas, but
|
||||
rather the fraction of each replica's partitions. Consider for example a ring
|
||||
with ``3`` replicas and ``3`` servers, while it's necessary for dispersion
|
||||
that each server hold only ``1/3`` of the total part-replicas it is
|
||||
additionally constrained to require ``1.0`` replica of *each* partition. It
|
||||
would not be sufficient to satisfy dispersion if two devices on one of the
|
||||
servers each held a replica of a single partition, while another server held
|
||||
none. By considering a decimal fraction of one replica's worth of parts in a
|
||||
failure domain we can derive the total part-replicas wanted in a failure
|
||||
domain (``1.0 * 2 ** <part-power>``). Additionally we infer more about
|
||||
`which` part-replicas must go in the failure domain. Consider a ring with
|
||||
three replicas, and two zones, each with two servers (four servers total).
|
||||
The three replicas worth of partitions will be assigned into two failure
|
||||
domains at the zone tier. Each zone must hold more than one replica of some
|
||||
parts. We represent this improper faction of a replica's worth of partitions
|
||||
in decimal form as ``1.5`` (``3.0 / 2``). This tells us not only the *number*
|
||||
of total parts (``1.5 * 2 ** <part-power>``) but also that *each* partition
|
||||
must have `at least` one replica in this failure domain (in fact ``0.5`` of
|
||||
the partitions will have ``2`` replicas). Within each zone the two servers
|
||||
will hold ``0.75`` of a replica's worth of partitions - this is equal both to
|
||||
"the fraction of a replica's worth of partitions assigned to each zone
|
||||
(``1.5``) divided evenly among the number of failure domain's in it's sub-tier
|
||||
(``2`` servers in each zone, i.e. ``1.5 / 2``)" but *also* "the total number
|
||||
of replicas (``3.0``) divided evenly among the total number of failure domains
|
||||
in the server tier (``2`` servers x ``2`` zones = ``4``, i.e. ``3.0 / 4``)".
|
||||
It is useful to consider that each server in this ring will hold only ``0.75``
|
||||
of a replica's worth of partitions which tells that any server should have `at
|
||||
most` one replica of a given part assigned. In the interests of brevity, some
|
||||
variable names will often refer to the concept representing the fraction of a
|
||||
replica's worth of partitions in decimal form as *replicanths* - this is meant
|
||||
to invoke connotations similar to ordinal numbers as applied to fractions, but
|
||||
generalized to a replica instead of four*th* or a fif*th*. The 'n' was
|
||||
probably thrown in because of Blade Runner.
|
||||
When considering a device's `failure domain` it is useful to describe the number
|
||||
of part-replicas it would like to be assigned. The number of part-replicas
|
||||
wanted in a failure domain of a tier is the sum of the part-replicas wanted in
|
||||
the failure domains of its sub-tier. However, collectively when the total
|
||||
number of part-replicas in a failure domain exceeds or is equal to ``2 **
|
||||
<part-power>`` it is most obvious that it's no longer sufficient to consider
|
||||
only the number of total part-replicas, but rather the fraction of each
|
||||
replica's partitions. Consider for example a ring with 3 replicas and 3
|
||||
servers: while dispersion requires that each server hold only ⅓ of the total
|
||||
part-replicas, placement is additionally constrained to require ``1.0`` replica
|
||||
of *each* partition per server. It would not be sufficient to satisfy
|
||||
dispersion if two devices on one of the servers each held a replica of a single
|
||||
partition, while another server held none. By considering a decimal fraction
|
||||
of one replica's worth of partitions in a failure domain we can derive the
|
||||
total part-replicas wanted in a failure domain (``1.0 * 2 ** <part-power>``).
|
||||
Additionally we infer more about `which` part-replicas must go in the failure
|
||||
domain. Consider a ring with three replicas and two zones, each with two
|
||||
servers (four servers total). The three replicas worth of partitions will be
|
||||
assigned into two failure domains at the zone tier. Each zone must hold more
|
||||
than one replica of some partitions. We represent this improper fraction of a
|
||||
replica's worth of partitions in decimal form as ``1.5`` (``3.0 / 2``). This
|
||||
tells us not only the *number* of total partitions (``1.5 * 2 **
|
||||
<part-power>``) but also that *each* partition must have `at least` one replica
|
||||
in this failure domain (in fact ``0.5`` of the partitions will have 2
|
||||
replicas). Within each zone the two servers will hold ``0.75`` of a replica's
|
||||
worth of partitions - this is equal both to "the fraction of a replica's worth
|
||||
of partitions assigned to each zone (``1.5``) divided evenly among the number
|
||||
of failure domains in its sub-tier (2 servers in each zone, i.e. ``1.5 / 2``)"
|
||||
but *also* "the total number of replicas (``3.0``) divided evenly among the
|
||||
total number of failure domains in the server tier (2 servers × 2 zones = 4,
|
||||
i.e. ``3.0 / 4``)". It is useful to consider that each server in this ring
|
||||
will hold only ``0.75`` of a replica's worth of partitions which tells that any
|
||||
server should have `at most` one replica of a given partition assigned. In the
|
||||
interests of brevity, some variable names will often refer to the concept
|
||||
representing the fraction of a replica's worth of partitions in decimal form as
|
||||
*replicanths* - this is meant to invoke connotations similar to ordinal numbers
|
||||
as applied to fractions, but generalized to a replica instead of a four\*th* or
|
||||
a fif\*th*. The "n" was probably thrown in because of Blade Runner.
|
||||
|
||||
-----------------
|
||||
Building the Ring
|
||||
@ -298,8 +306,8 @@ ring's topology based on weight.
|
||||
Then the ring builder calculates the replicanths wanted at each tier in the
|
||||
ring's topology based on dispersion.
|
||||
|
||||
Then the ring calculates the maximum deviation on a single device between it's
|
||||
weighted replicanths and wanted replicanths.
|
||||
Then the ring builder calculates the maximum deviation on a single device
|
||||
between its weighted replicanths and wanted replicanths.
|
||||
|
||||
Next we interpolate between the two replicanth values (weighted & wanted) at
|
||||
each tier using the specified overload (up to the maximum required overload).
|
||||
@ -309,19 +317,19 @@ calculate the intersection of the line with the desired overload. This
|
||||
becomes the target.
|
||||
|
||||
From the target we calculate the minimum and maximum number of replicas any
|
||||
part may have in a tier. This becomes the replica_plan.
|
||||
partition may have in a tier. This becomes the `replica-plan`.
|
||||
|
||||
Finally, we calculate the number of partitions that should ideally be assigned
|
||||
to each device based the replica_plan.
|
||||
to each device based the replica-plan.
|
||||
|
||||
On initial balance, the first time partitions are placed to generate a ring,
|
||||
we must assign each replica of each partition to the device that desires the
|
||||
most partitions excluding any devices that already have their maximum number
|
||||
of replicas of that part assigned to some parent tier of that device's failure
|
||||
domain.
|
||||
On initial balance (i.e., the first time partitions are placed to generate a
|
||||
ring) we must assign each replica of each partition to the device that desires
|
||||
the most partitions excluding any devices that already have their maximum
|
||||
number of replicas of that partition assigned to some parent tier of that
|
||||
device's failure domain.
|
||||
|
||||
When building a new ring based on an old ring, the desired number of
|
||||
partitions each device wants is recalculated from the current replica_plan.
|
||||
partitions each device wants is recalculated from the current replica-plan.
|
||||
Next the partitions to be reassigned are gathered up. Any removed devices have
|
||||
all their assigned partitions unassigned and added to the gathered list. Any
|
||||
partition replicas that (due to the addition of new devices) can be spread out
|
||||
@ -335,21 +343,16 @@ Whenever a partition has a replica reassigned, the time of the reassignment is
|
||||
recorded. This is taken into account when gathering partitions to reassign so
|
||||
that no partition is moved twice in a configurable amount of time. This
|
||||
configurable amount of time is known internally to the RingBuilder class as
|
||||
min_part_hours. This restriction is ignored for replicas of partitions on
|
||||
devices that have been removed, as removing a device only happens on device
|
||||
``min_part_hours``. This restriction is ignored for replicas of partitions on
|
||||
devices that have been removed, as device removal should only happens on device
|
||||
failure and there's no choice but to make a reassignment.
|
||||
|
||||
The above processes don't always perfectly rebalance a ring due to the random
|
||||
nature of gathering partitions for reassignment. To help reach a more balanced
|
||||
ring, the rebalance process is repeated a fixed number of times until the
|
||||
replica_plan is fulfilled or unable to be fulfilled (indicating we probably
|
||||
replica-plan is fulfilled or unable to be fulfilled (indicating we probably
|
||||
can't get perfect balance due to too many partitions recently moved).
|
||||
|
||||
---------------------
|
||||
Ring Builder Analyzer
|
||||
---------------------
|
||||
.. automodule:: swift.cli.ring_builder_analyzer
|
||||
|
||||
|
||||
.. _composite_rings:
|
||||
|
||||
@ -358,6 +361,11 @@ Composite Rings
|
||||
---------------
|
||||
.. automodule:: swift.common.ring.composite_builder
|
||||
|
||||
---------------------
|
||||
Ring Builder Analyzer
|
||||
---------------------
|
||||
.. automodule:: swift.cli.ring_builder_analyzer
|
||||
|
||||
-------
|
||||
History
|
||||
-------
|
||||
@ -371,7 +379,7 @@ discarded.
|
||||
A "live ring" option was considered where each server could maintain its own
|
||||
copy of the ring and the servers would use a gossip protocol to communicate the
|
||||
changes they made. This was discarded as too complex and error prone to code
|
||||
correctly in the project time span available. One bug could easily gossip bad
|
||||
correctly in the project timespan available. One bug could easily gossip bad
|
||||
data out to the entire cluster and be difficult to recover from. Having an
|
||||
externally managed ring simplifies the process, allows full validation of data
|
||||
before it's shipped out to the servers, and guarantees each server is using a
|
||||
@ -385,16 +393,16 @@ like the current process but where servers could submit change requests to the
|
||||
ring server to have a new ring built and shipped back out to the servers. This
|
||||
was discarded due to project time constraints and because ring changes are
|
||||
currently infrequent enough that manual control was sufficient. However, lack
|
||||
of quick automatic ring changes did mean that other parts of the system had to
|
||||
be coded to handle devices being unavailable for a period of hours until
|
||||
of quick automatic ring changes did mean that other components of the system
|
||||
had to be coded to handle devices being unavailable for a period of hours until
|
||||
someone could manually update the ring.
|
||||
|
||||
The current ring process has each replica of a partition independently assigned
|
||||
to a device. A version of the ring that used a third of the memory was tried,
|
||||
where the first replica of a partition was directly assigned and the other two
|
||||
were determined by "walking" the ring until finding additional devices in other
|
||||
zones. This was discarded as control was lost as to how many replicas for a
|
||||
given partition moved at once. Keeping each replica independent allows for
|
||||
zones. This was discarded due to the loss of control over how many replicas for
|
||||
a given partition moved at once. Keeping each replica independent allows for
|
||||
moving only one partition replica within a given time window (except due to
|
||||
device failures). Using the additional memory was deemed a good trade-off for
|
||||
moving data around the cluster much less often.
|
||||
@ -409,16 +417,16 @@ add up. In the end, the memory savings wasn't that great and more processing
|
||||
power was used, so the idea was discarded.
|
||||
|
||||
A completely non-partitioned ring was also tried but discarded as the
|
||||
partitioning helps many other parts of the system, especially replication.
|
||||
partitioning helps many other components of the system, especially replication.
|
||||
Replication can be attempted and retried in a partition batch with the other
|
||||
replicas rather than each data item independently attempted and retried. Hashes
|
||||
of directory structures can be calculated and compared with other replicas to
|
||||
reduce directory walking and network traffic.
|
||||
|
||||
Partitioning and independently assigning partition replicas also allowed for
|
||||
the best balanced cluster. The best of the other strategies tended to give
|
||||
+-10% variance on device balance with devices of equal weight and +-15% with
|
||||
devices of varying weights. The current strategy allows us to get +-3% and +-8%
|
||||
the best-balanced cluster. The best of the other strategies tended to give
|
||||
±10% variance on device balance with devices of equal weight and ±15% with
|
||||
devices of varying weights. The current strategy allows us to get ±3% and ±8%
|
||||
respectively.
|
||||
|
||||
Various hashing algorithms were tried. SHA offers better security, but the ring
|
||||
@ -441,4 +449,5 @@ didn't always get it. After that, overload was added to the ring builder so
|
||||
that operators could choose a balance between dispersion and device weights.
|
||||
In time the overload concept was improved and made more accurate.
|
||||
|
||||
For more background on consistent hashing rings, please see :doc:`ring_background`.
|
||||
For more background on consistent hashing rings, please see
|
||||
:doc:`ring_background`.
|
||||
|
@ -6,7 +6,7 @@ Building a Consistent Hashing Ring
|
||||
Authored by Greg Holt
|
||||
---------------------
|
||||
|
||||
This is compilation of five posts I made earlier discussing how to build
|
||||
This is a compilation of five posts I made earlier discussing how to build
|
||||
a consistent hashing ring. The posts seemed to be accessed quite frequently,
|
||||
so I've gathered them all here on one page for easier reading.
|
||||
|
||||
@ -227,7 +227,7 @@ be done by creating “virtual nodes” for each node. So 100 nodes might have
|
||||
90423 ids moved, 0.90%
|
||||
|
||||
There we go, we added 1% capacity and only moved 0.9% of existing data.
|
||||
The vnode_range_starts list seems a bit out of place though. It’s values
|
||||
The vnode_range_starts list seems a bit out of place though. Its values
|
||||
are calculated and never change for the lifetime of the cluster, so let’s
|
||||
optimize that out.
|
||||
|
||||
|
@ -19,15 +19,16 @@ domains, but does not provide any guarantees such as placing at least one
|
||||
replica of every partition into each region. Composite rings are intended to
|
||||
provide operators with greater control over the dispersion of object replicas
|
||||
or fragments across a cluster, in particular when there is a desire to
|
||||
guarantee that some replicas or fragments are placed in certain failure
|
||||
domains.
|
||||
have strict guarantees that some replicas or fragments are placed in certain
|
||||
failure domains. This is particularly important for policies with duplicated
|
||||
erasure-coded fragments.
|
||||
|
||||
A composite ring comprises two or more component rings that are combined to
|
||||
form a single ring with a replica count equal to the sum of the component
|
||||
rings. The component rings are built independently, using distinct devices in
|
||||
distinct regions, which means that the dispersion of replicas between the
|
||||
components can be guaranteed. The composite_builder utilities may
|
||||
then be used to combine components into a composite ring.
|
||||
form a single ring with a replica count equal to the sum of replica counts
|
||||
from the component rings. The component rings are built independently, using
|
||||
distinct devices in distinct regions, which means that the dispersion of
|
||||
replicas between the components can be guaranteed. The ``composite_builder``
|
||||
utilities may then be used to combine components into a composite ring.
|
||||
|
||||
For example, consider a normal ring ``ring0`` with replica count of 4 and
|
||||
devices in two regions ``r1`` and ``r2``. Despite the best efforts of the
|
||||
@ -56,15 +57,16 @@ composite ring.
|
||||
For rings to be formed into a composite they must satisfy the following
|
||||
requirements:
|
||||
|
||||
* All component rings must have the same number of partitions
|
||||
* All component rings must have the same part power (and therefore number of
|
||||
partitions)
|
||||
* All component rings must have an integer replica count
|
||||
* Each region may only be used in one component ring
|
||||
* Each device may only be used in one component ring
|
||||
|
||||
Under the hood, the composite ring has a replica2part2dev_id table that is the
|
||||
union of the tables from the component rings. Whenever the component rings are
|
||||
rebalanced, the composite ring must be rebuilt. There is no dynamic rebuilding
|
||||
of the composite ring.
|
||||
Under the hood, the composite ring has a ``_replica2part2dev_id`` table that is
|
||||
the union of the tables from the component rings. Whenever the component rings
|
||||
are rebalanced, the composite ring must be rebuilt. There is no dynamic
|
||||
rebuilding of the composite ring.
|
||||
|
||||
.. note::
|
||||
The order in which component rings are combined into a composite ring is
|
||||
@ -77,11 +79,11 @@ of the composite ring.
|
||||
|
||||
The ``id`` of each component RingBuilder is therefore stored in metadata of
|
||||
the composite and used to check for the component ordering when the same
|
||||
composite ring is re-composed. RingBuilder id's are only assigned when a
|
||||
RingBuilder instance is first saved. Older RingBuilders instances loaded
|
||||
from file may not have an ``id`` assigned and will need to be saved before
|
||||
they can be used as components of a composite ring. This can be achieved
|
||||
by, for example::
|
||||
composite ring is re-composed. RingBuilder ``id``\s are normally assigned
|
||||
when a RingBuilder instance is first saved. Older RingBuilder instances
|
||||
loaded from file may not have an ``id`` assigned and will need to be saved
|
||||
before they can be used as components of a composite ring. This can be
|
||||
achieved by, for example::
|
||||
|
||||
swift-ring-builder <builder-file> rebalance --force
|
||||
|
||||
@ -147,7 +149,7 @@ def pre_validate_all_builders(builders):
|
||||
regions_info = {}
|
||||
for builder in builders:
|
||||
regions_info[builder] = set(
|
||||
[dev['region'] for dev in builder._iter_devs()])
|
||||
dev['region'] for dev in builder._iter_devs())
|
||||
for first_region_set, second_region_set in combinations(
|
||||
regions_info.values(), 2):
|
||||
inter = first_region_set & second_region_set
|
||||
|
Loading…
Reference in New Issue
Block a user