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author | GitLab Bot <gitlab-bot@gitlab.com> | 2022-08-18 11:17:02 +0300 |
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committer | GitLab Bot <gitlab-bot@gitlab.com> | 2022-08-18 11:17:02 +0300 |
commit | b39512ed755239198a9c294b6a45e65c05900235 (patch) | |
tree | d234a3efade1de67c46b9e5a38ce813627726aa7 /doc/development/ordering_table_columns.md | |
parent | d31474cf3b17ece37939d20082b07f6657cc79a9 (diff) |
Add latest changes from gitlab-org/gitlab@15-3-stable-eev15.3.0-rc42
Diffstat (limited to 'doc/development/ordering_table_columns.md')
-rw-r--r-- | doc/development/ordering_table_columns.md | 155 |
1 files changed, 7 insertions, 148 deletions
diff --git a/doc/development/ordering_table_columns.md b/doc/development/ordering_table_columns.md index 7cd3d4fb208..b665cb0d4c7 100644 --- a/doc/development/ordering_table_columns.md +++ b/doc/development/ordering_table_columns.md @@ -1,152 +1,11 @@ --- -stage: Data Stores -group: Database -info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/engineering/ux/technical-writing/#assignments +redirect_to: 'database/ordering_table_columns.md' +remove_date: '2022-11-04' --- -# Ordering Table Columns in PostgreSQL +This document was moved to [another location](database/ordering_table_columns.md). -For GitLab we require that columns of new tables are ordered to use the -least amount of space. An easy way of doing this is to order them based on the -type size in descending order with variable sizes (`text`, `varchar`, arrays, -`json`, `jsonb`, and so on) at the end. - -Similar to C structures the space of a table is influenced by the order of -columns. This is because the size of columns is aligned depending on the type of -the following column. Let's consider an example: - -- `id` (integer, 4 bytes) -- `name` (text, variable) -- `user_id` (integer, 4 bytes) - -The first column is a 4-byte integer. The next is text of variable length. The -`text` data type requires 1-word alignment, and on 64-bit platform, 1 word is 8 -bytes. To meet the alignment requirements, four zeros are to be added right -after the first column, so `id` occupies 4 bytes, then 4 bytes of alignment -padding, and only next `name` is being stored. Therefore, in this case, 8 bytes -are spent for storing a 4-byte integer. - -The space between rows is also subject to alignment padding. The `user_id` -column takes only 4 bytes, and on 64-bit platform, 4 zeroes are added for -alignment padding, to allow storing the next row beginning with the "clear" word. - -As a result, the actual size of each column would be (omitting variable length -data and 24-byte tuple header): 8 bytes, variable, 8 bytes. This means that -each row requires at least 16 bytes for the two 4-byte integers. If a table -has a few rows this is not an issue. However, once you start storing millions of -rows you can save space by using a different order. For the above example, the -ideal column order would be the following: - -- `id` (integer, 4 bytes) -- `user_id` (integer, 4 bytes) -- `name` (text, variable) - -or - -- `name` (text, variable) -- `id` (integer, 4 bytes) -- `user_id` (integer, 4 bytes) - -In these examples, the `id` and `user_id` columns are packed together, which -means we only need 8 bytes to store _both_ of them. This in turn means each row -requires 8 bytes less space. - -Since Ruby on Rails 5.1, the default data type for IDs is `bigint`, which uses 8 bytes. -We are using `integer` in the examples to showcase a more realistic reordering scenario. - -## Type Sizes - -While the [PostgreSQL documentation](https://www.postgresql.org/docs/current/datatype.html) contains plenty -of information we list the sizes of common types here so it's easier to -look them up. Here "word" refers to the word size, which is 4 bytes for a 32 -bits platform and 8 bytes for a 64 bits platform. - -| Type | Size | Alignment needed | -|:-----------------|:-------------------------------------|:-----------| -| `smallint` | 2 bytes | 1 word | -| `integer` | 4 bytes | 1 word | -| `bigint` | 8 bytes | 8 bytes | -| `real` | 4 bytes | 1 word | -| `double precision` | 8 bytes | 8 bytes | -| `boolean` | 1 byte | not needed | -| `text` / `string` | variable, 1 byte plus the data | 1 word | -| `bytea` | variable, 1 or 4 bytes plus the data | 1 word | -| `timestamp` | 8 bytes | 8 bytes | -| `timestamptz` | 8 bytes | 8 bytes | -| `date` | 4 bytes | 1 word | - -A "variable" size means the actual size depends on the value being stored. If -PostgreSQL determines this can be embedded directly into a row it may do so, but -for very large values it stores the data externally and store a pointer (of -1 word in size) in the column. Because of this variable sized columns should -always be at the end of a table. - -## Real Example - -Let's use the `events` table as an example, which currently has the following -layout: - -| Column | Type | Size | -|:--------------|:----------------------------|:---------| -| `id` | integer | 4 bytes | -| `target_type` | character varying | variable | -| `target_id` | integer | 4 bytes | -| `title` | character varying | variable | -| `data` | text | variable | -| `project_id` | integer | 4 bytes | -| `created_at` | timestamp without time zone | 8 bytes | -| `updated_at` | timestamp without time zone | 8 bytes | -| `action` | integer | 4 bytes | -| `author_id` | integer | 4 bytes | - -After adding padding to align the columns this would translate to columns being -divided into fixed size chunks as follows: - -| Chunk Size | Columns | -|:-----------|:----------------------| -| 8 bytes | `id` | -| variable | `target_type` | -| 8 bytes | `target_id` | -| variable | `title` | -| variable | `data` | -| 8 bytes | `project_id` | -| 8 bytes | `created_at` | -| 8 bytes | `updated_at` | -| 8 bytes | `action`, `author_id` | - -This means that excluding the variable sized data and tuple header, we need at -least 8 * 6 = 48 bytes per row. - -We can optimise this by using the following column order instead: - -| Column | Type | Size | -|:--------------|:----------------------------|:---------| -| `created_at` | timestamp without time zone | 8 bytes | -| `updated_at` | timestamp without time zone | 8 bytes | -| `id` | integer | 4 bytes | -| `target_id` | integer | 4 bytes | -| `project_id` | integer | 4 bytes | -| `action` | integer | 4 bytes | -| `author_id` | integer | 4 bytes | -| `target_type` | character varying | variable | -| `title` | character varying | variable | -| `data` | text | variable | - -This would produce the following chunks: - -| Chunk Size | Columns | -|:-----------|:-----------------------| -| 8 bytes | `created_at` | -| 8 bytes | `updated_at` | -| 8 bytes | `id`, `target_id` | -| 8 bytes | `project_id`, `action` | -| 8 bytes | `author_id` | -| variable | `target_type` | -| variable | `title` | -| variable | `data` | - -Here we only need 40 bytes per row excluding the variable sized data and 24-byte -tuple header. 8 bytes being saved may not sound like much, but for tables as -large as the `events` table it does begin to matter. For example, when storing -80 000 000 rows this translates to a space saving of at least 610 MB, all by -just changing the order of a few columns. +<!-- This redirect file can be deleted after <2022-11-04>. --> +<!-- Redirects that point to other docs in the same project expire in three months. --> +<!-- Redirects that point to docs in a different project or site (for example, link is not relative and starts with `https:`) expire in one year. --> +<!-- Before deletion, see: https://docs.gitlab.com/ee/development/documentation/redirects.html --> |