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authorQuentin Dufour <quentin@deuxfleurs.fr>2021-03-17 16:15:18 +0100
committerQuentin Dufour <quentin@deuxfleurs.fr>2021-03-17 16:15:18 +0100
commit002538f92c1d9f95f2d699337f7d891c6aa0c9a4 (patch)
tree054aac5ce5e637c7baf3d15238c8c0c1ed8e97f4 /doc/book/src
parentc50113acf3fd61dcb77bc01bd6e9f226f813bf76 (diff)
downloadgarage-002538f92c1d9f95f2d699337f7d891c6aa0c9a4.tar.gz
garage-002538f92c1d9f95f2d699337f7d891c6aa0c9a4.zip
Refactor file organization
Diffstat (limited to 'doc/book/src')
-rw-r--r--doc/book/src/SUMMARY.md23
-rw-r--r--doc/book/src/compatibility.md1
-rw-r--r--doc/book/src/cookbook/index.md1
-rw-r--r--doc/book/src/cookbook/website.md (renamed from doc/book/src/website.md)0
-rw-r--r--doc/book/src/design/index.md1
-rw-r--r--doc/book/src/design/internals.md (renamed from doc/book/src/internals.md)0
-rw-r--r--doc/book/src/design/related_work.md (renamed from doc/book/src/related_work.md)0
-rw-r--r--doc/book/src/development/devenv.md (renamed from doc/book/src/devenv.md)0
-rw-r--r--doc/book/src/development/index.md1
-rw-r--r--doc/book/src/getting_started/index.md (renamed from doc/book/src/getting_started.md)0
-rw-r--r--doc/book/src/intro.md24
-rw-r--r--doc/book/src/reference_manual/index.md1
-rw-r--r--doc/book/src/reference_manual/s3_compatibility.md (renamed from doc/book/src/S3_Compatibility.md)0
-rw-r--r--doc/book/src/working_documents/index.md7
-rw-r--r--doc/book/src/working_documents/load_balancing.md197
15 files changed, 245 insertions, 11 deletions
diff --git a/doc/book/src/SUMMARY.md b/doc/book/src/SUMMARY.md
index 5d01dbee..7697948b 100644
--- a/doc/book/src/SUMMARY.md
+++ b/doc/book/src/SUMMARY.md
@@ -2,25 +2,28 @@
[The Garage Data Store](./intro.md)
-- [Getting Started](./getting_started.md)
+- [Getting Started](./getting_started/index.md)
- [Installation](./getting_started/install.md)
- [Configure a cluster](./getting_started/cluster.md)
- [Create buckets and keys](./getting_started/bucket.md)
- [Handle files](./getting_started/files.md)
-- [Cookbooks]()
- - [Host a website](./website.md)
+- [Cookbook](./cookbook/index.md)
+ - [Host a website](./cookbook/website.md)
- [Integrate as a media backend]()
- [Operate a cluster]()
-- [Reference Manual]()
+- [Reference Manual](./reference_manual/index.md)
- [Garage CLI]()
- - [S3 API](./compatibility.md)
+ - [S3 API](./reference_manual/s3_compatibility.md)
-- [Design]()
- - [Related Work](./related_work.md)
- - [Internals](./internals.md)
+- [Design](./design/index.md)
+ - [Related Work](./design/related_work.md)
+ - [Internals](./design/internals.md)
-- [Development]()
- - [Setup your environment](./devenv.md)
+- [Development](./development/index.md)
+ - [Setup your environment](./development/devenv.md)
- [Your first contribution]()
+
+- [Working Documents](./working_documents/index.md)
+ - [Load Balancing Data](./working_documents/load_balancing.md)
diff --git a/doc/book/src/compatibility.md b/doc/book/src/compatibility.md
deleted file mode 100644
index acf9968b..00000000
--- a/doc/book/src/compatibility.md
+++ /dev/null
@@ -1 +0,0 @@
-# S3 API
diff --git a/doc/book/src/cookbook/index.md b/doc/book/src/cookbook/index.md
new file mode 100644
index 00000000..741ecbe7
--- /dev/null
+++ b/doc/book/src/cookbook/index.md
@@ -0,0 +1 @@
+# Cookbook
diff --git a/doc/book/src/website.md b/doc/book/src/cookbook/website.md
index 2ea82a9a..2ea82a9a 100644
--- a/doc/book/src/website.md
+++ b/doc/book/src/cookbook/website.md
diff --git a/doc/book/src/design/index.md b/doc/book/src/design/index.md
new file mode 100644
index 00000000..3d14cb7c
--- /dev/null
+++ b/doc/book/src/design/index.md
@@ -0,0 +1 @@
+# Design
diff --git a/doc/book/src/internals.md b/doc/book/src/design/internals.md
index e712ae07..e712ae07 100644
--- a/doc/book/src/internals.md
+++ b/doc/book/src/design/internals.md
diff --git a/doc/book/src/related_work.md b/doc/book/src/design/related_work.md
index bae4691c..bae4691c 100644
--- a/doc/book/src/related_work.md
+++ b/doc/book/src/design/related_work.md
diff --git a/doc/book/src/devenv.md b/doc/book/src/development/devenv.md
index 6cb7c554..6cb7c554 100644
--- a/doc/book/src/devenv.md
+++ b/doc/book/src/development/devenv.md
diff --git a/doc/book/src/development/index.md b/doc/book/src/development/index.md
new file mode 100644
index 00000000..459110d3
--- /dev/null
+++ b/doc/book/src/development/index.md
@@ -0,0 +1 @@
+# Development
diff --git a/doc/book/src/getting_started.md b/doc/book/src/getting_started/index.md
index 282f5034..282f5034 100644
--- a/doc/book/src/getting_started.md
+++ b/doc/book/src/getting_started/index.md
diff --git a/doc/book/src/intro.md b/doc/book/src/intro.md
index ec77036f..02920f83 100644
--- a/doc/book/src/intro.md
+++ b/doc/book/src/intro.md
@@ -60,6 +60,30 @@ In a certain way, Ceph and Minio are closer togethers than they are from Garage
*More comparisons are available in our [Related Work](design/related_work.md) chapter.*
+## Other Resources
+
+This website is not the only source of information about Garage!
+We reference here other places on the Internet where you can learn more about Garage.
+
+### Rust API (docs.rs)
+
+If you encounter a specific bug in Garage or plan to patch it, you may jump directly to the source code documentation!
+
+ - [garage\_api](https://docs.rs/garage_api/latest/garage_api/) - contains the S3 standard API endpoint
+ - [garage\_model](https://docs.rs/garage_model/latest/garage_model/) - contains Garage's model built on the table abstraction
+ - [garage\_rpc](https://docs.rs/garage_rpc/latest/garage_rpc/) - contains Garage's federation protocol
+ - [garage\_table](https://docs.rs/garage_table/latest/garage_table/) - contains core Garage's CRDT datatypes
+ - [garage\_util](https://docs.rs/garage_util/latest/garage_util/) - contains garage entrypoints (daemon, cli)
+ - [garage\_web](https://docs.rs/garage_web/latest/garage_web/) - contains the S3 website endpoint
+
+### Talks
+
+We love to talk and hear about Garage, that's why we keep a log here:
+
+ - [(fr, 2020-12-02) Garage : jouer dans la cour des grands quand on est un hébergeur associatif](https://git.deuxfleurs.fr/Deuxfleurs/garage/src/branch/master/doc/20201202_talk/talk.pdf)
+
+*Did you write or talk about Garage? [Open a pull request](https://git.deuxfleurs.fr/Deuxfleurs/garage/) to add a link here!*
+
## Community
If you want to discuss with us, you can join our Matrix channel at [#garage:deuxfleurs.fr](https://matrix.to/#/#garage:deuxfleurs.fr).
diff --git a/doc/book/src/reference_manual/index.md b/doc/book/src/reference_manual/index.md
new file mode 100644
index 00000000..a2f380f6
--- /dev/null
+++ b/doc/book/src/reference_manual/index.md
@@ -0,0 +1 @@
+# Reference Manual
diff --git a/doc/book/src/S3_Compatibility.md b/doc/book/src/reference_manual/s3_compatibility.md
index c0fc2863..c0fc2863 100644
--- a/doc/book/src/S3_Compatibility.md
+++ b/doc/book/src/reference_manual/s3_compatibility.md
diff --git a/doc/book/src/working_documents/index.md b/doc/book/src/working_documents/index.md
new file mode 100644
index 00000000..6eb7eccb
--- /dev/null
+++ b/doc/book/src/working_documents/index.md
@@ -0,0 +1,7 @@
+# Working Documents
+
+Working documents are documents that reflect the fact that Garage is a software that evolves quickly.
+They are a way to communicate our ideas, our changes, and so on.
+
+Ideally, while the feature/patch has been merged, the working document should serve as a source to
+update the rest of the documentation.
diff --git a/doc/book/src/working_documents/load_balancing.md b/doc/book/src/working_documents/load_balancing.md
new file mode 100644
index 00000000..f0f1a4d4
--- /dev/null
+++ b/doc/book/src/working_documents/load_balancing.md
@@ -0,0 +1,197 @@
+## Load Balancing Data
+
+I have conducted a quick study of different methods to load-balance data over different Garage nodes using consistent hashing.
+
+### Requirements
+
+- *good balancing*: two nodes that have the same announced capacity should receive close to the same number of items
+
+- *multi-datacenter*: the replicas of a partition should be distributed over as many datacenters as possible
+
+- *minimal disruption*: when adding or removing a node, as few partitions as possible should have to move around
+
+- *order-agnostic*: the same set of nodes (each associated with a datacenter name
+ and a capacity) should always return the same distribution of partition
+ replicas, independently of the order in which nodes were added/removed (this
+ is to keep the implementation simple)
+
+### Methods
+
+#### Naive multi-DC ring walking strategy
+
+This strategy can be used with any ring-like algorithm to make it aware of the *multi-datacenter* requirement:
+
+In this method, the ring is a list of positions, each associated with a single node in the cluster.
+Partitions contain all the keys between two consecutive items of the ring.
+To find the nodes that store replicas of a given partition:
+
+- select the node for the position of the partition's lower bound
+- go clockwise on the ring, skipping nodes that:
+ - we halve already selected
+ - are in a datacenter of a node we have selected, except if we already have nodes from all possible datacenters
+
+In this way the selected nodes will always be distributed over
+`min(n_datacenters, n_replicas)` different datacenters, which is the best we
+can do.
+
+This method was implemented in the first version of Garage, with the basic
+ring construction from Dynamo DB that consists in associating `n_token` random positions to
+each node (I know it's not optimal, the Dynamo paper already studies this).
+
+#### Better rings
+
+The ring construction that selects `n_token` random positions for each nodes gives a ring of positions that
+is not well-balanced: the space between the tokens varies a lot, and some partitions are thus bigger than others.
+This problem was demonstrated in the original Dynamo DB paper.
+
+To solve this, we want to apply a better second method for partitionning our dataset:
+
+1. fix an initially large number of partitions (say 1024) with evenly-spaced delimiters,
+
+2. attribute each partition randomly to a node, with a probability
+ proportionnal to its capacity (which `n_tokens` represented in the first
+ method)
+
+For now we continue using the multi-DC ring walking described above.
+
+I have studied two ways to do the attribution of partitions to nodes, in a way that is deterministic:
+
+- Min-hash: for each partition, select node that minimizes `hash(node, partition_number)`
+- MagLev: see [here](https://blog.acolyer.org/2016/03/21/maglev-a-fast-and-reliable-software-network-load-balancer/)
+
+MagLev provided significantly better balancing, as it guarantees that the exact
+same number of partitions is attributed to all nodes that have the same
+capacity (and that this number is proportionnal to the node's capacity, except
+for large values), however in both cases:
+
+- the distribution is still bad, because we use the naive multi-DC ring walking
+ that behaves strangely due to interactions between consecutive positions on
+ the ring
+
+- the disruption in case of adding/removing a node is not as low as it can be,
+ as we show with the following method.
+
+A quick description of MagLev (backend = node, lookup table = ring):
+
+> The basic idea of Maglev hashing is to assign a preference list of all the
+> lookup table positions to each backend. Then all the backends take turns
+> filling their most-preferred table positions that are still empty, until the
+> lookup table is completely filled in. Hence, Maglev hashing gives an almost
+> equal share of the lookup table to each of the backends. Heterogeneous
+> backend weights can be achieved by altering the relative frequency of the
+> backends’ turns…
+
+Here are some stats (run `scripts/simulate_ring.py` to reproduce):
+
+```
+##### Custom-ring (min-hash) #####
+
+#partitions per node (capacity in parenthesis):
+- datura (8) : 227
+- digitale (8) : 351
+- drosera (8) : 259
+- geant (16) : 476
+- gipsie (16) : 410
+- io (16) : 495
+- isou (8) : 231
+- mini (4) : 149
+- mixi (4) : 188
+- modi (4) : 127
+- moxi (4) : 159
+
+Variance of load distribution for load normalized to intra-class mean
+(a class being the set of nodes with the same announced capacity): 2.18% <-- REALLY BAD
+
+Disruption when removing nodes (partitions moved on 0/1/2/3 nodes):
+removing atuin digitale : 63.09% 30.18% 6.64% 0.10%
+removing atuin drosera : 72.36% 23.44% 4.10% 0.10%
+removing atuin datura : 73.24% 21.48% 5.18% 0.10%
+removing jupiter io : 48.34% 38.48% 12.30% 0.88%
+removing jupiter isou : 74.12% 19.73% 6.05% 0.10%
+removing grog mini : 84.47% 12.40% 2.93% 0.20%
+removing grog mixi : 80.76% 16.60% 2.64% 0.00%
+removing grog moxi : 83.59% 14.06% 2.34% 0.00%
+removing grog modi : 87.01% 11.43% 1.46% 0.10%
+removing grisou geant : 48.24% 37.40% 13.67% 0.68%
+removing grisou gipsie : 53.03% 33.59% 13.09% 0.29%
+on average: 69.84% 23.53% 6.40% 0.23% <-- COULD BE BETTER
+
+--------
+
+##### MagLev #####
+
+#partitions per node:
+- datura (8) : 273
+- digitale (8) : 256
+- drosera (8) : 267
+- geant (16) : 452
+- gipsie (16) : 427
+- io (16) : 483
+- isou (8) : 272
+- mini (4) : 184
+- mixi (4) : 160
+- modi (4) : 144
+- moxi (4) : 154
+
+Variance of load distribution: 0.37% <-- Already much better, but not optimal
+
+Disruption when removing nodes (partitions moved on 0/1/2/3 nodes):
+removing atuin digitale : 62.60% 29.20% 7.91% 0.29%
+removing atuin drosera : 65.92% 26.56% 7.23% 0.29%
+removing atuin datura : 63.96% 27.83% 7.71% 0.49%
+removing jupiter io : 44.63% 40.33% 14.06% 0.98%
+removing jupiter isou : 63.38% 27.25% 8.98% 0.39%
+removing grog mini : 72.46% 21.00% 6.35% 0.20%
+removing grog mixi : 72.95% 22.46% 4.39% 0.20%
+removing grog moxi : 74.22% 20.61% 4.98% 0.20%
+removing grog modi : 75.98% 18.36% 5.27% 0.39%
+removing grisou geant : 46.97% 36.62% 15.04% 1.37%
+removing grisou gipsie : 49.22% 36.52% 12.79% 1.46%
+on average: 62.94% 27.89% 8.61% 0.57% <-- WORSE THAN PREVIOUSLY
+```
+
+#### The magical solution: multi-DC aware MagLev
+
+Suppose we want to select three replicas for each partition (this is what we do in our simulation and in most Garage deployments).
+We apply MagLev three times consecutively, one for each replica selection.
+The first time is pretty much the same as normal MagLev, but for the following times, when a node runs through its preference
+list to select a partition to replicate, we skip partitions for which adding this node would not bring datacenter-diversity.
+More precisely, we skip a partition in the preference list if:
+
+- the node already replicates the partition (from one of the previous rounds of MagLev)
+- the node is in a datacenter where a node already replicates the partition and there are other datacenters available
+
+Refer to `method4` in the simulation script for a formal definition.
+
+```
+##### Multi-DC aware MagLev #####
+
+#partitions per node:
+- datura (8) : 268 <-- NODES WITH THE SAME CAPACITY
+- digitale (8) : 267 HAVE THE SAME NUM OF PARTITIONS
+- drosera (8) : 267 (+- 1)
+- geant (16) : 470
+- gipsie (16) : 472
+- io (16) : 516
+- isou (8) : 268
+- mini (4) : 136
+- mixi (4) : 136
+- modi (4) : 136
+- moxi (4) : 136
+
+Variance of load distribution: 0.06% <-- CAN'T DO BETTER THAN THIS
+
+Disruption when removing nodes (partitions moved on 0/1/2/3 nodes):
+removing atuin digitale : 65.72% 33.01% 1.27% 0.00%
+removing atuin drosera : 64.65% 33.89% 1.37% 0.10%
+removing atuin datura : 66.11% 32.62% 1.27% 0.00%
+removing jupiter io : 42.97% 53.42% 3.61% 0.00%
+removing jupiter isou : 66.11% 32.32% 1.56% 0.00%
+removing grog mini : 80.47% 18.85% 0.68% 0.00%
+removing grog mixi : 80.27% 18.85% 0.88% 0.00%
+removing grog moxi : 80.18% 19.04% 0.78% 0.00%
+removing grog modi : 79.69% 19.92% 0.39% 0.00%
+removing grisou geant : 44.63% 52.15% 3.22% 0.00%
+removing grisou gipsie : 43.55% 52.54% 3.91% 0.00%
+on average: 64.94% 33.33% 1.72% 0.01% <-- VERY GOOD (VERY LOW VALUES FOR 2 AND 3 NODES)
+```