{"ok": true, "database": "tils", "table": "til", "rows": [{"path": "django_enabling-gin-index.md", "topic": "django", "title": "Enabling a gin index for faster LIKE queries", "url": "https://github.com/simonw/til/blob/main/django/enabling-gin-index.md", "body": "I tried using a gin index to speed up `LIKE '%term%'` queries against a column.\n\n[PostgreSQL: More performance for LIKE and ILIKE statements](https://www.cybertec-postgresql.com/en/postgresql-more-performance-for-like-and-ilike-statements/) provided useful background. The raw-SQL way to do this is to install the extension like so:\n\n```sql\nCREATE EXTENSION pg_trgm;\n```\nAnd then create an index like this:\n```sql\nCREATE INDEX idx_gin ON mytable USING gin (mycolumn gin_trgm_ops);\n```\nThis translates to two migrations in Django. The first, to enable the extension, looks like this:\n```python\nfrom django.contrib.postgres.operations import TrigramExtension\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n    dependencies = [\n        (\"blog\", \"0014_entry_custom_template\"),\n    ]\n\n    operations = [TrigramExtension()]\n```\nThen to configure the index for a model you can add this to the model's `Meta` class:\n```python\nclass Entry(models.Model):\n    title = models.CharField(max_length=255)\n    body = models.TextField()\n\n    class Meta:\n        indexes = [\n            GinIndex(\n                name=\"idx_blog_entry_body_gin\",\n                fields=[\"body\"],\n                opclasses=[\"gin_trgm_ops\"],\n            ),\n        ]\n```\nThe `opclasses=[\"gin_trgm_ops\"]` line is necessary to have the same efect as the `CREATE INDEX` statement shown above. The `name=` option is required if you specify `opclasses`.\n\nRun `./manage.py makemigrations` and Django will automatically create the correct migration to add the new index.\n\nI ended up not shipping this for my blog because with less than 10,000 rows in the table it made no difference at all to my query performance.", "html": "<p>I tried using a gin index to speed up <code>LIKE '%term%'</code> queries against a column.</p>\n<p><a href=\"https://www.cybertec-postgresql.com/en/postgresql-more-performance-for-like-and-ilike-statements/\" rel=\"nofollow\">PostgreSQL: More performance for LIKE and ILIKE statements</a> provided useful background. The raw-SQL way to do this is to install the extension like so:</p>\n<div class=\"highlight highlight-source-sql\"><pre>CREATE EXTENSION pg_trgm;</pre></div>\n<p>And then create an index like this:</p>\n<div class=\"highlight highlight-source-sql\"><pre><span class=\"pl-k\">CREATE</span> <span class=\"pl-k\">INDEX</span> <span class=\"pl-en\">idx_gin</span> <span class=\"pl-k\">ON</span> mytable USING gin (mycolumn gin_trgm_ops);</pre></div>\n<p>This translates to two migrations in Django. The first, to enable the extension, looks like this:</p>\n<div class=\"highlight highlight-source-python\"><pre><span class=\"pl-k\">from</span> <span class=\"pl-s1\">django</span>.<span class=\"pl-s1\">contrib</span>.<span class=\"pl-s1\">postgres</span>.<span class=\"pl-s1\">operations</span> <span class=\"pl-k\">import</span> <span class=\"pl-v\">TrigramExtension</span>\n<span class=\"pl-k\">from</span> <span class=\"pl-s1\">django</span>.<span class=\"pl-s1\">db</span> <span class=\"pl-k\">import</span> <span class=\"pl-s1\">migrations</span>\n\n\n<span class=\"pl-k\">class</span> <span class=\"pl-v\">Migration</span>(<span class=\"pl-s1\">migrations</span>.<span class=\"pl-v\">Migration</span>):\n\n    <span class=\"pl-s1\">dependencies</span> <span class=\"pl-c1\">=</span> [\n        (<span class=\"pl-s\">\"blog\"</span>, <span class=\"pl-s\">\"0014_entry_custom_template\"</span>),\n    ]\n\n    <span class=\"pl-s1\">operations</span> <span class=\"pl-c1\">=</span> [<span class=\"pl-v\">TrigramExtension</span>()]</pre></div>\n<p>Then to configure the index for a model you can add this to the model's <code>Meta</code> class:</p>\n<div class=\"highlight highlight-source-python\"><pre><span class=\"pl-k\">class</span> <span class=\"pl-v\">Entry</span>(<span class=\"pl-s1\">models</span>.<span class=\"pl-v\">Model</span>):\n    <span class=\"pl-s1\">title</span> <span class=\"pl-c1\">=</span> <span class=\"pl-s1\">models</span>.<span class=\"pl-v\">CharField</span>(<span class=\"pl-s1\">max_length</span><span class=\"pl-c1\">=</span><span class=\"pl-c1\">255</span>)\n    <span class=\"pl-s1\">body</span> <span class=\"pl-c1\">=</span> <span class=\"pl-s1\">models</span>.<span class=\"pl-v\">TextField</span>()\n\n    <span class=\"pl-k\">class</span> <span class=\"pl-v\">Meta</span>:\n        <span class=\"pl-s1\">indexes</span> <span class=\"pl-c1\">=</span> [\n            <span class=\"pl-v\">GinIndex</span>(\n                <span class=\"pl-s1\">name</span><span class=\"pl-c1\">=</span><span class=\"pl-s\">\"idx_blog_entry_body_gin\"</span>,\n                <span class=\"pl-s1\">fields</span><span class=\"pl-c1\">=</span>[<span class=\"pl-s\">\"body\"</span>],\n                <span class=\"pl-s1\">opclasses</span><span class=\"pl-c1\">=</span>[<span class=\"pl-s\">\"gin_trgm_ops\"</span>],\n            ),\n        ]</pre></div>\n<p>The <code>opclasses=[\"gin_trgm_ops\"]</code> line is necessary to have the same efect as the <code>CREATE INDEX</code> statement shown above. The <code>name=</code> option is required if you specify <code>opclasses</code>.</p>\n<p>Run <code>./manage.py makemigrations</code> and Django will automatically create the correct migration to add the new index.</p>\n<p>I ended up not shipping this for my blog because with less than 10,000 rows in the table it made no difference at all to my query performance.</p>\n", "shot": {"$base64": true, "encoded": 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"}, "created": "2021-05-16T17:59:05-07:00", "created_utc": "2021-05-17T00:59:05+00:00", "updated": "2021-05-16T17:59:05-07:00", "updated_utc": "2021-05-17T00:59:05+00:00", "shot_hash": "ab4106d1cd70b2fabb2cb63117d18edd", "slug": "enabling-gin-index"}], "primary_keys": ["path"], "primary_key_values": ["django_enabling-gin-index.md"], "query_ms": 2.2046589983801823, "truncated": false}