{"ok": true, "database": "tils", "table": "til", "rows": [{"path": "django_efficient-bulk-deletions-in-django.md", "topic": "django", "title": "Efficient bulk deletions in Django", "url": "https://github.com/simonw/til/blob/main/django/efficient-bulk-deletions-in-django.md", "body": "I needed to bulk-delete a large number of objects today. Django deletions are relatively inefficient by default, because Django implements its own version of cascading deletions and fires signals for each deleted object.\n\nI knew that I wanted to avoid both of these and run a bulk `DELETE` SQL operation.\n\nDjango has an undocumented `queryset._raw_delete(db_connection)` method that can do this:\n\n```python\nreports_qs = Report.objects.filter(public_id__in=report_ids)\nreports_qs._raw_delete(reports_qs.db)\n```\nBut this failed for me, because my `Report` object has a many-to-many relationship with another table - and those records were not deleted.\n\nI could have hand-crafted a PostgreSQL cascading delete here, but I instead decided to manually delete those many-to-many records first. Here's what that looked like:\n\n```python\nreport_availability_tag_qs = (\n    Report.availability_tags.through.objects.filter(\n        report__public_id__in=report_ids\n    )\n)\nreport_availability_tag_qs._raw_delete(report_availability_tag_qs.db)\n```\nThis didn't quite work either, because I have another model `Location` with foreign key references to those reports. So I added this:\n```python\nLocation.objects.filter(latest_report__public_id__in=report_ids).update(\n    latest_report=None\n)\n```\nThat combination worked! The Django debug toolbar confirmed that this executed one `UPDATE` followed by two efficient bulk `DELETE` operations.", "html": "<p>I needed to bulk-delete a large number of objects today. Django deletions are relatively inefficient by default, because Django implements its own version of cascading deletions and fires signals for each deleted object.</p>\n<p>I knew that I wanted to avoid both of these and run a bulk <code>DELETE</code> SQL operation.</p>\n<p>Django has an undocumented <code>queryset._raw_delete(db_connection)</code> method that can do this:</p>\n<div class=\"highlight highlight-source-python\"><pre><span class=\"pl-s1\">reports_qs</span> <span class=\"pl-c1\">=</span> <span class=\"pl-v\">Report</span>.<span class=\"pl-s1\">objects</span>.<span class=\"pl-en\">filter</span>(<span class=\"pl-s1\">public_id__in</span><span class=\"pl-c1\">=</span><span class=\"pl-s1\">report_ids</span>)\n<span class=\"pl-s1\">reports_qs</span>.<span class=\"pl-en\">_raw_delete</span>(<span class=\"pl-s1\">reports_qs</span>.<span class=\"pl-s1\">db</span>)</pre></div>\n<p>But this failed for me, because my <code>Report</code> object has a many-to-many relationship with another table - and those records were not deleted.</p>\n<p>I could have hand-crafted a PostgreSQL cascading delete here, but I instead decided to manually delete those many-to-many records first. Here's what that looked like:</p>\n<div class=\"highlight highlight-source-python\"><pre><span class=\"pl-s1\">report_availability_tag_qs</span> <span class=\"pl-c1\">=</span> (\n    <span class=\"pl-v\">Report</span>.<span class=\"pl-s1\">availability_tags</span>.<span class=\"pl-s1\">through</span>.<span class=\"pl-s1\">objects</span>.<span class=\"pl-en\">filter</span>(\n        <span class=\"pl-s1\">report__public_id__in</span><span class=\"pl-c1\">=</span><span class=\"pl-s1\">report_ids</span>\n    )\n)\n<span class=\"pl-s1\">report_availability_tag_qs</span>.<span class=\"pl-en\">_raw_delete</span>(<span class=\"pl-s1\">report_availability_tag_qs</span>.<span class=\"pl-s1\">db</span>)</pre></div>\n<p>This didn't quite work either, because I have another model <code>Location</code> with foreign key references to those reports. So I added this:</p>\n<div class=\"highlight highlight-source-python\"><pre><span class=\"pl-v\">Location</span>.<span class=\"pl-s1\">objects</span>.<span class=\"pl-en\">filter</span>(<span class=\"pl-s1\">latest_report__public_id__in</span><span class=\"pl-c1\">=</span><span class=\"pl-s1\">report_ids</span>).<span class=\"pl-en\">update</span>(\n    <span class=\"pl-s1\">latest_report</span><span class=\"pl-c1\">=</span><span class=\"pl-c1\">None</span>\n)</pre></div>\n<p>That combination worked! The Django debug toolbar confirmed that this executed one <code>UPDATE</code> followed by two efficient bulk <code>DELETE</code> operations.</p>\n", "shot": {"$base64": true, "encoded": 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"}, "created": "2021-04-09T10:58:37-07:00", "created_utc": "2021-04-09T17:58:37+00:00", "updated": "2022-03-20T21:56:38-07:00", "updated_utc": "2022-03-21T04:56:38+00:00", "shot_hash": "0b7d65f4eb063315a8e8369790c1f432", "slug": "efficient-bulk-deletions-in-django"}], "primary_keys": ["path"], "primary_key_values": ["django_efficient-bulk-deletions-in-django.md"], "query_ms": 1.8903499985754024, "truncated": false}