Files
lancedb/python
Drew Gallardo a548e59d49 feat(python): blob v2 fetch API (#3578)
Python bindings for blob v2 read on **local** tables. Rust read APIs
landed in #3562.

This PR wires `fetch_blob_files`, `fetch_blobs`, v2
query/`to_pandas(blob_mode="bytes")`, and hidden `_rowid` metadata so
`fetch_*` works from query hits without exposing `_rowid` in the column
list.

**Cloud:** `RemoteTable.fetch_blobs` / `fetch_blob_files` raise
`NotImplementedError` until Phalanx ships the server route (separate
track; not blocking local merge).

### Primary path: lazy file handles

```python
table = db.create_table("videos", schema=pa.schema([
    pa.field("id", pa.int64()),
    lancedb.blob("video"),
]))
table.add([{"id": 1, "video": open("clip.mp4", "rb").read()}])

hits = table.search().select(["id", "video"]).to_arrow()
handle = table.fetch_blob_files("video", hits)[0]

# seek + partial read — PyAV / decoders can use the handle
handle.seek(frame_offset)
chunk = handle.read_range(0, 65536)
```

`BlobFile` exposes `seek`, `read`, `read_range`, `read_up_to`, and works
with `BufferedReader`.

### When you want full bytes

```python
blobs = table.fetch_blobs("video", hits)  # eager materialize, null-aligned
df = table.to_pandas(blob_mode="bytes")   # descriptors → bytes in pandas
```

### `_rowid` (join key, not user `id`)

Fetch needs Lance row ids. For v2 blob queries we auto-inject `_rowid`,
stash it in Arrow schema metadata on `to_arrow()`, and drop the visible
column unless you pass `.with_row_id(True)`.

v1 legacy blobs (`lance-encoding:blob`) unchanged; fetch on v1 raises
the migration error.

## Test plan

- [x] `./scripts/test-blob.sh python` (105 passed in worktree)
- [x] `fetch_blob_files` lazy read, seek, partial read, null alignment,
cross-fragment dups
- [x] hybrid query → `fetch_blobs` / `fetch_blob_files`
- [ ] Will re-review after seek/`BlobFile` commit (`d77ab1a6`)

---------

Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-07-10 12:54:16 -07:00
..
2025-01-29 08:27:07 -08:00
2024-04-05 16:22:59 -07:00

LanceDB Python SDK

A Python library for LanceDB.

Installation

pip install lancedb

Preview Releases

Stable releases are created about every 2 weeks. For the latest features and bug fixes, you can install the preview release. These releases receive the same level of testing as stable releases, but are not guaranteed to be available for more than 6 months after they are released. Once your application is stable, we recommend switching to stable releases.

pip install --pre --extra-index-url https://pypi.fury.io/lancedb/ lancedb

Usage

Basic Example

import lancedb
db = lancedb.connect('<PATH_TO_LANCEDB_DATASET>')
table = db.open_table('my_table')
results = table.search([0.1, 0.3]).limit(20).to_list()
print(results)

Development

See CONTRIBUTING.md for information on how to contribute to LanceDB.