Merge branch 'doc/machi-high-level-design-port' (unfinished/partial merge)

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Scott Lystig Fritchie 2015-04-20 21:21:22 +09:00
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@ -6,7 +6,27 @@ Erlang documentation, please use this link:
## Documents in this directory ## Documents in this directory
* __chain-self-management-sketch.org__ is an introduction to the ### chain-self-management-sketch.org
__chain-self-management-sketch.org__ is an introduction to the
self-management algorithm proposed for Machi. This algorithm is self-management algorithm proposed for Machi. This algorithm is
(hoped to be) sufficient for managing the Chain Replication state of a (hoped to be) sufficient for managing the Chain Replication state of a
Machi cluster. Machi cluster.
### high-level-machi.pdf
__high-level-machi.pdf__ is an overview of the high level design for
Machi. Its abstract:
> Our goal is a robust & reliable, distributed, highly available large
> file store based upon write-once registers, append-only files, Chain
> Replication, and client-server style architecture. All members of
> the cluster store all of the files. Distributed load
> balancing/sharding of files is outside of the scope of this system.
> However, it is a high priority that this system be able to integrate
> easily into systems that do provide distributed load balancing,
> e.g., Riak Core. Although strong consistency is a major feature of
> Chain Replication, this document will focus mainly on eventual
> consistency features --- strong consistency design will be discussed
> in a separate document.

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#+SEQ_TODO: TODO WORKING WAITING DONE #+SEQ_TODO: TODO WORKING WAITING DONE
* 1. Abstract * 1. Abstract
Yo, this is the first draft of a document that attempts to describe a The high level design of the Machi "chain manager" has moved to the
proposed self-management algorithm for Machi's chain replication. [[high-level-chain-manager.pdf][Machi chain manager high level design]] document.
Welcome! Sit back and enjoy the disjointed prose.
We attempt to describe first the self-management and self-reliance We try to discuss the network partition simulator that the
goals of the algorithm. Then we make a side trip to talk about
write-once registers and how they're used by Machi, but we don't
really fully explain exactly why write-once is so critical (why not
general purpose registers?) ... but they are indeed critical. Then we
sketch the algorithm by providing detailed annotation of a flowchart,
then let the flowchart speak for itself, because writing good prose is
prose is damn hard, but flowcharts are very specific and concise.
Finally, we try to discuss the network partition simulator that the
algorithm runs in and how the algorithm behaves in both symmetric and algorithm runs in and how the algorithm behaves in both symmetric and
asymmetric network partition scenarios. The symmetric partition cases asymmetric network partition scenarios. The symmetric partition cases
are all working well (surprising in a good way), and the asymmetric are all working well (surprising in a good way), and the asymmetric
@ -46,325 +36,13 @@ the simulator.
%% under the License. %% under the License.
#+END_SRC #+END_SRC
* 3. Naming: possible ideas (TODO)
** Humming consensus?
See [[https://tools.ietf.org/html/rfc7282][On Consensus and Humming in the IETF]], RFC 7282. * 3. Document restructuring
See also: [[http://www.snookles.com/slf-blog/2015/03/01/on-humming-consensus-an-allegory/][On “Humming Consensus”, an allegory]]. Much of the text previously appearing in this document has moved to the
[[high-level-chain-manager.pdf][Machi chain manager high level design]] document.
** Foggy consensus? * 4. Diagram of the self-management algorithm
CORFU-like consensus between mist-shrouded islands of network
partitions
** Rough consensus
This is my favorite, but it might be too close to handwavy/vagueness
of English language, even with a precise definition and proof
sketching?
** Let the bikeshed continue!
I agree with Chris: there may already be a definition that's close
enough to "rough consensus" to continue using that existing tag than
to invent a new one. TODO: more research required
* 4. What does "self-management" mean in this context?
For the purposes of this document, chain replication self-management
is the ability for the N nodes in an N-length chain replication chain
to manage the state of the chain without requiring an external party
to participate. Chain state includes:
1. Preserve data integrity of all data stored within the chain. Data
loss is not an option.
2. Stably preserve knowledge of chain membership (i.e. all nodes in
the chain, regardless of operational status). A systems
administrators is expected to make "permanent" decisions about
chain membership.
3. Use passive and/or active techniques to track operational
state/status, e.g., up, down, restarting, full data sync, partial
data sync, etc.
4. Choose the run-time replica ordering/state of the chain, based on
current member status and past operational history. All chain
state transitions must be done safely and without data loss or
corruption.
5. As a new node is added to the chain administratively or old node is
restarted, add the node to the chain safely and perform any data
synchronization/"repair" required to bring the node's data into
full synchronization with the other nodes.
* 5. Goals
** Better than state-of-the-art: Chain Replication self-management
We hope/believe that this new self-management algorithem can improve
the current state-of-the-art by eliminating all external management
entities. Current state-of-the-art for management of chain
replication chains is discussed below, to provide historical context.
*** "Leveraging Sharding in the Design of Scalable Replication Protocols" by Abu-Libdeh, van Renesse, and Vigfusson.
Multiple chains are arranged in a ring (called a "band" in the paper).
The responsibility for managing the chain at position N is delegated
to chain N-1. As long as at least one chain is running, that is
sufficient to start/bootstrap the next chain, and so on until all
chains are running. (The paper then estimates mean-time-to-failure
(MTTF) and suggests a "band of bands" topology to handle very large
clusters while maintaining an MTTF that is as good or better than
other management techniques.)
If the chain self-management method proposed for Machi does not
succeed, this paper's technique is our best fallback recommendation.
*** An external management oracle, implemented by ZooKeeper
This is not a recommendation for Machi: we wish to avoid using ZooKeeper.
However, many other open and closed source software products use
ZooKeeper for exactly this kind of data replica management problem.
*** An external management oracle, implemented by Riak Ensemble
This is a much more palatable choice than option #2 above. We also
wish to avoid an external dependency on something as big as Riak
Ensemble. However, if it comes between choosing Riak Ensemble or
choosing ZooKeeper, the choice feels quite clear: Riak Ensemble will
win, unless there is some critical feature missing from Riak
Ensemble. If such an unforseen missing feature is discovered, it
would probably be preferable to add the feature to Riak Ensemble
rather than to use ZooKeeper (and document it and provide product
support for it and so on...).
** Support both eventually consistent & strongly consistent modes of operation
Machi's first use case is for Riak CS, as an eventually consistent
store for CS's "block" storage. Today, Riak KV is used for "block"
storage. Riak KV is an AP-style key-value store; using Machi in an
AP-style mode would match CS's current behavior from points of view of
both code/execution and human administrator exectations.
Later, we wish the option of using CP support to replace other data
store services that Riak KV provides today. (Scope and timing of such
replacement TBD.)
We believe this algorithm allows a Machi cluster to fragment into
arbitrary islands of network partition, all the way down to 100% of
members running in complete network isolation from each other.
Furthermore, it provides enough agreement to allow
formerly-partitioned members to coordinate the reintegration &
reconciliation of their data when partitions are healed.
** Preserve data integrity of Chain Replicated data
While listed last in this section, preservation of data integrity is
paramount to any chain state management technique for Machi.
** Anti-goal: minimize churn
This algorithm's focus is data safety and not availability. If
participants have differing notions of time, e.g., running on
extremely fast or extremely slow hardware, then this algorithm will
"churn" in different states where the chain's data would be
effectively unavailable.
In practice, however, any series of network partition changes that
case this algorithm to churn will cause other management techniques
(such as an external "oracle") similar problems. [Proof by handwaving
assertion.] See also: "time model" assumptions (below).
* 6. Assumptions
** Introduction to assumptions, why they differ from other consensus algorithms
Given a long history of consensus algorithms (viewstamped replication,
Paxos, Raft, et al.), why bother with a slightly different set of
assumptions and a slightly different protocol?
The answer lies in one of our explicit goals: to have an option of
running in an "eventually consistent" manner. We wish to be able to
make progress, i.e., remain available in the CAP sense, even if we are
partitioned down to a single isolated node. VR, Paxos, and Raft
alone are not sufficient to coordinate service availability at such
small scale.
** The CORFU protocol is correct
This work relies tremendously on the correctness of the CORFU
protocol, a cousin of the Paxos protocol. If the implementation of
this self-management protocol breaks an assumption or prerequisite of
CORFU, then we expect that the implementation will be flawed.
** Communication model: Asyncronous message passing
*** Unreliable network: messages may be arbitrarily dropped and/or reordered
**** Network partitions may occur at any time
**** Network partitions may be asymmetric: msg A->B is ok but B->A fails
*** Messages may be corrupted in-transit
**** Assume that message MAC/checksums are sufficient to detect corruption
**** Receiver informs sender of message corruption
**** Sender may resend, if/when desired
*** System particpants may be buggy but not actively malicious/Byzantine
** Time model: per-node clocks, loosely synchronized (e.g. NTP)
The protocol & algorithm presented here do not specify or require any
timestamps, physical or logical. Any mention of time inside of data
structures are for human/historic/diagnostic purposes only.
Having said that, some notion of physical time is suggested for
purposes of efficiency. It's recommended that there be some "sleep
time" between iterations of the algorithm: there is no need to "busy
wait" by executing the algorithm as quickly as possible. See below,
"sleep intervals between executions".
** Failure detector model: weak, fallible, boolean
We assume that the failure detector that the algorithm uses is weak,
it's fallible, and it informs the algorithm in boolean status
updates/toggles as a node becomes available or not.
If the failure detector is fallible and tells us a mistaken status
change, then the algorithm will "churn" the operational state of the
chain, e.g. by removing the failed node from the chain or adding a
(re)started node (that may not be alive) to the end of the chain.
Such extra churn is regrettable and will cause periods of delay as the
"rough consensus" (decribed below) decision is made. However, the
churn cannot (we assert/believe) cause data loss.
** The "wedge state", as described by the Machi RFC & CORFU
A chain member enters "wedge state" when it receives information that
a newer projection (i.e., run-time chain state reconfiguration) is
available. The new projection may be created by a system
administrator or calculated by the self-management algorithm.
Notification may arrive via the projection store API or via the file
I/O API.
When in wedge state, the server/FLU will refuse all file write I/O API
requests until the self-management algorithm has determined that
"rough consensus" has been decided (see next bullet item). The server
may also refuse file read I/O API requests, depending on its CP/AP
operation mode.
See the Machi RFC for more detail of the wedge state and also the
CORFU papers.
** "Rough consensus": consensus built upon data that is *visible now*
CS literature uses the word "consensus" in the context of the problem
description at
[[http://en.wikipedia.org/wiki/Consensus_(computer_science)#Problem_description]].
This traditional definition differs from what is described in this
document.
The phrase "rough consensus" will be used to describe
consensus derived only from data that is visible/known at the current
time. This implies that a network partition may be in effect and that
not all chain members are reachable. The algorithm will calculate
"rough consensus" despite not having input from all/majority/minority
of chain members. "Rough consensus" may proceed to make a
decision based on data from only a single participant, i.e., the local
node alone.
When operating in AP mode, i.e., in eventual consistency mode, "rough
consensus" could mean that an chain of length N could split into N
independent chains of length 1. When a network partition heals, the
rough consensus is sufficient to manage the chain so that each
replica's data can be repaired/merged/reconciled safely.
(Other features of the Machi system are designed to assist such
repair safely.)
When operating in CP mode, i.e., in strong consistency mode, "rough
consensus" would require additional supplements. For example, any
chain that didn't have a minimum length of the quorum majority size of
all members would be invalid and therefore would not move itself out
of wedged state. In very general terms, this requirement for a quorum
majority of surviving participants is also a requirement for Paxos,
Raft, and ZAB.
(Aside: The Machi RFC also proposes using "witness" chain members to
make service more available, e.g. quorum majority of "real" plus
"witness" nodes *and* at least one member must be a "real" node. See
the Machi RFC for more details.)
** Heavy reliance on a key-value store that maps write-once registers
The projection store is implemented using "write-once registers"
inside a key-value store: for every key in the store, the value must
be either of:
- The special 'unwritten' value
- An application-specific binary blob that is immutable thereafter
* 7. The projection store, built with write-once registers
- NOTE to the reader: The notion of "public" vs. "private" projection
stores does not appear in the Machi RFC.
Each participating chain node has its own "projection store", which is
a specialized key-value store. As a whole, a node's projection store
is implemented using two different key-value stores:
- A publicly-writable KV store of write-once registers
- A privately-writable KV store of write-once registers
Both stores may be read by any cluster member.
The store's key is a positive integer; the integer represents the
epoch number of the projection. The store's value is an opaque
binary blob whose meaning is meaningful only to the store's clients.
See the Machi RFC for more detail on projections and epoch numbers.
** The publicly-writable half of the projection store
The publicly-writable projection store is used to share information
during the first half of the self-management algorithm. Any chain
member may write a projection to this store.
** The privately-writable half of the projection store
The privately-writable projection store is used to store the "rough
consensus" result that has been calculated by the local node. Only
the local server/FLU may write values into this store.
The private projection store serves multiple purposes, including:
- remove/clear the local server from "wedge state"
- act as the store of record for chain state transitions
- communicate to remote nodes the past states and current operational
state of the local node
* 8. Modification of CORFU-style epoch numbering and "wedge state" triggers
According to the CORFU research papers, if a server node N or client
node C believes that epoch E is the latest epoch, then any information
that N or C receives from any source that an epoch E+delta (where
delta > 0) exists will push N into the "wedge" state and C into a mode
of searching for the projection definition for the newest epoch.
In the algorithm sketch below, it should become clear that it's
possible to have a race where two nodes may attempt to make proposals
for a single epoch number. In the simplest case, assume a chain of
nodes A & B. Assume that a symmetric network partition between A & B
happens, and assume we're operating in AP/eventually consistent mode.
On A's network partitioned island, A can choose a UPI list of `[A]'.
Similarly B can choose a UPI list of `[B]'. Both might choose the
epoch for their proposal to be #42. Because each are separated by
network partition, neither can realize the conflict. However, when
the network partition heals, it can become obvious that there are
conflicting values for epoch #42 ... but if we use CORFU's protocol
design, which identifies the epoch identifier as an integer only, then
the integer 42 alone is not sufficient to discern the differences
between the two projections.
The proposal modifies all use of CORFU's projection identifier
to use the identifier below instead. (A later section of this
document presents a detailed example.)
#+BEGIN_SRC
{epoch #, hash of the entire projection (minus hash field itself)}
#+END_SRC
* 9. Diagram of the self-management algorithm
** Introduction ** Introduction
Refer to the diagram Refer to the diagram
[[https://github.com/basho/machi/blob/master/doc/chain-self-management-sketch.Diagram1.pdf][chain-self-management-sketch.Diagram1.pdf]], [[https://github.com/basho/machi/blob/master/doc/chain-self-management-sketch.Diagram1.pdf][chain-self-management-sketch.Diagram1.pdf]],
@ -579,7 +257,7 @@ use of quorum majority for UPI members is out of scope of this
document. Also out of scope is the use of "witness servers" to document. Also out of scope is the use of "witness servers" to
augment the quorum majority UPI scheme.) augment the quorum majority UPI scheme.)
* 10. The Network Partition Simulator * 5. The Network Partition Simulator
** Overview ** Overview
The function machi_chain_manager1_test:convergence_demo_test() The function machi_chain_manager1_test:convergence_demo_test()
executes the following in a simulated network environment within a executes the following in a simulated network environment within a

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latex high-level-machi.tex
dvipdfm high-level-machi.dvi
latex high-level-chain-mgr.tex
dvipdfm high-level-chain-mgr.dvi
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