mirror of
https://github.com/qdrant/landing_page.git
synced 2026-10-07 11:58:31 +02:00
* initial commit; fixed anchor links on internal docs pages * add back in absolute paths for links in code comments * fix: update linkchecker include filter to match server port 1314 PR #1629 changed the Hugo server to port 1314 but forgot to update the --include filter, which still matched port 1313. This caused all links to be excluded, making the checker a no-op (0 checked, 82277 excluded). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Fix url rewrite regex so images are not impacted * Fix links from non-documentation pages * Fix broken links * more broken links * more broken links * broken link * Add srcset width descriptor to .lycheeignore * Ignore URLs that contain a % character * Anchor regex so it matches the entire URL --------- Co-authored-by: kanungle <neil.kanungo@gmail.com> Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com> Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>
66 lines
2.3 KiB
Markdown
66 lines
2.3 KiB
Markdown
---
|
|
title: From FAISS
|
|
weight: 90
|
|
---
|
|
|
|
# Migrate from FAISS to Qdrant
|
|
|
|
## What You Need from FAISS
|
|
|
|
- **Index file path** — path to your FAISS index file
|
|
- **Distance metric** — the metric used when the index was built (`l2`, `inner product`, etc.)
|
|
|
|
<aside role="alert"><strong>Important:</strong> Only non-quantized FAISS index types are supported. Quantized indexes (e.g., <code>IndexIVFPQ</code>) do not store the original vectors and cannot be migrated.</aside>
|
|
|
|
## Supported Index Types
|
|
|
|
| FAISS Index Type | Supported | Notes |
|
|
| :--- | :--- | :--- |
|
|
| `IndexFlatL2` | Yes | Maps to `euclid` distance |
|
|
| `IndexFlatIP` | Yes | Maps to `dot` distance |
|
|
| `IndexHNSWFlat` | Yes | Full vectors are stored |
|
|
| `IndexIVFFlat` | Yes | Full vectors are stored |
|
|
| `IndexIVFPQ` | No | Quantized — original vectors not stored |
|
|
| `IndexPQ` | No | Quantized — original vectors not stored |
|
|
|
|
## Concept Mapping
|
|
|
|
| FAISS | Qdrant | Notes |
|
|
| :--- | :--- | :--- |
|
|
| Index | Collection | One-to-one mapping |
|
|
| Vector (by position) | Point | Position in index becomes point ID |
|
|
|
|
## Run the Migration
|
|
|
|
```bash
|
|
docker run --net=host --rm -it \
|
|
-v /path/to/your/index:/data \
|
|
registry.cloud.qdrant.io/library/qdrant-migration faiss \
|
|
--faiss.index-path '/data/your-index.index' \
|
|
--qdrant.url 'https://your-instance.cloud.qdrant.io:6334' \
|
|
--qdrant.api-key 'your-qdrant-api-key' \
|
|
--qdrant.collection 'your-collection' \
|
|
--qdrant.distance-metric cosine
|
|
```
|
|
|
|
### All FAISS-Specific Flags
|
|
|
|
| Flag | Required | Description |
|
|
| :--- | :--- | :--- |
|
|
| `--faiss.index-path` | Yes | Path to the FAISS index file (inside the container) |
|
|
|
|
### Qdrant-Side Options
|
|
|
|
| Flag | Default | Description |
|
|
| :--- | :--- | :--- |
|
|
| `--qdrant.distance-metric` | `cosine` | Distance metric: `cosine`, `dot`, `euclid`, or `manhattan` |
|
|
|
|
## Gotchas
|
|
|
|
- **No metadata:** FAISS indexes store only vectors. All points will have empty payloads. If you have a separate metadata store keyed by vector position, import that separately after migration.
|
|
- **Point IDs:** Points are assigned IDs based on their position in the FAISS index. Use this to join with any external metadata store.
|
|
|
|
## Next Steps
|
|
|
|
After migration, verify your data arrived correctly with the [Migration Verification Guide](/documentation/migration-guidance/).
|