mirror of
https://github.com/lancedb/lancedb.git
synced 2026-10-27 22:16:14 +00:00
Infer Blob V2 input access from the Python Function signature. `video:
BlobReader` requests a lazy, seekable reader; `video: bytes` requests
the complete payload. Users do not need a separate `blob_inputs`
registration option.
## Python experience
For a video table joined to a table of frame timestamps, the Function
can pass its reader directly to a media decoder:
```python
import io
import av
from lancedb import BlobReader, udf
@udf(pip=["av", "Pillow"])
def extract_frame(video: BlobReader, timestamp_s: float) -> bytes:
with av.open(video) as container:
stream = container.streams.video[0]
container.seek(int(timestamp_s / stream.time_base), stream=stream)
for frame in container.decode(stream):
if frame.time is not None and frame.time >= timestamp_s:
output = io.BytesIO()
frame.to_image().save(output, format="JPEG")
return output.getvalue()
raise ValueError("No frame at or after the requested timestamp")
```
After registering `extract_frame`, the query keeps the usual Function
call:
```sql
SELECT f.video_id, f.timestamp_s,
extract_frame(v.video, f.timestamp_s) AS image
FROM videos AS v
JOIN frames AS f ON v.id = f.video_id
```
The returned JPEG can feed a subsequent image-model step. The reader
provides `read`, `readinto`, `seek`, `tell`, `size()`, and
`read_range(offset, length)`; range reads leave the sequential cursor
unchanged. Each row invocation owns its reader, which closes after the
call. Decoder seeks can request the parts of the MP4 needed to locate
and decode the requested frame; the amount read depends on the file
layout and codec.
Functions that need the whole value can keep a bytes signature:
```python
@udf
def video_length(video: bytes) -> int:
return len(video)
```
## Execution contract
- Signature inference maps `BlobReader` to a Blob V2 field and records
`blob_access="reader"`. `bytes` keeps its binary Arrow type and records
`blob_access="bytes"`; it can also bind to a Blob V2 source. Explicit
schemas support the same choice, including a Blob V2 field annotated as
`bytes`.
- Reader execution carries a compact blob reference into the Function
worker. Payload reads happen when Python calls the reader, with requests
split into at most 1 MiB ranges. The full video does not need to enter
the Arrow input batch just to invoke the Function.
- Bytes execution materializes the full source before the Function runs
and remains subject to eager-input memory admission. Calling
`reader.read()` without a size also materializes the remaining contents
in Python; lazy access depends on how the Function consumes it.
- Input access metadata survives Python/Rust Function serialization and
registration. Packaged Functions import the worker-provided reader
implementation. This PR defines the SDK contract; execution requires
corresponding server support.
- This changes blob inputs. The example still returns ordinary image
bytes; it does not add streamed outputs or run an image model.
Adds coverage for signature inference, explicit schemas, nullable
readers, signature round trips, seeking, bounded range reads, buffering,
and invalid responses.
121 lines
4.2 KiB
Python
121 lines
4.2 KiB
Python
# SPDX-License-Identifier: Apache-2.0
|
|
# SPDX-FileCopyrightText: Copyright The LanceDB Authors
|
|
|
|
"""Seekable binary input for Functions that consume Blob V2 values lazily."""
|
|
|
|
import io
|
|
import operator
|
|
import urllib.request
|
|
from collections.abc import Callable
|
|
from http import HTTPStatus
|
|
|
|
_READ_CHUNK_BYTES = 1024 * 1024
|
|
_READ_TIMEOUT_SECONDS = 300
|
|
|
|
|
|
class BlobReader(io.RawIOBase):
|
|
"""Read a blob incrementally inside a Function.
|
|
|
|
Annotating a Function input with ``BlobReader`` requests a lazy, seekable
|
|
reader. Annotating it with ``bytes`` requests materialized bytes instead.
|
|
``read_range`` does not change the sequential cursor. Readers are scoped
|
|
to the invocation and must not be retained for a later call.
|
|
|
|
For local calls, construct a reader from a range-reading callable and the
|
|
blob's size. The callable accepts an offset and length and returns bytes.
|
|
"""
|
|
|
|
def __init__(self, read_range: Callable[[int, int], bytes], size: int):
|
|
super().__init__()
|
|
self._read_range = read_range
|
|
self._size = operator.index(size)
|
|
if self._size < 0:
|
|
raise ValueError("blob size must be nonnegative")
|
|
self._position = 0
|
|
|
|
@classmethod
|
|
def _from_uri(cls, uri: str, size: int):
|
|
opener = urllib.request.build_opener(urllib.request.ProxyHandler({}))
|
|
|
|
def read_range(offset, length):
|
|
request = urllib.request.Request(
|
|
uri, headers={"Range": f"bytes={offset}-{offset + length - 1}"}
|
|
)
|
|
with opener.open(request, timeout=_READ_TIMEOUT_SECONDS) as response:
|
|
if response.status != HTTPStatus.PARTIAL_CONTENT:
|
|
raise OSError(
|
|
"blob range service did not return a partial response"
|
|
)
|
|
data = response.read(length + 1)
|
|
if len(data) != length:
|
|
raise OSError(
|
|
"blob range service returned an invalid payload length"
|
|
)
|
|
return data
|
|
|
|
return cls(read_range, size)
|
|
|
|
def readable(self) -> bool:
|
|
return not self.closed
|
|
|
|
def seekable(self) -> bool:
|
|
return not self.closed
|
|
|
|
def size(self) -> int:
|
|
"""Return the blob size without reading its payload."""
|
|
self._checkClosed()
|
|
return self._size
|
|
|
|
def tell(self) -> int:
|
|
self._checkClosed()
|
|
return self._position
|
|
|
|
def seek(self, offset: int, whence: int = io.SEEK_SET) -> int:
|
|
self._checkClosed()
|
|
offset = operator.index(offset)
|
|
if whence == io.SEEK_SET:
|
|
position = offset
|
|
elif whence == io.SEEK_CUR:
|
|
position = self._position + offset
|
|
elif whence == io.SEEK_END:
|
|
position = self._size + offset
|
|
else:
|
|
raise ValueError(f"invalid whence: {whence}")
|
|
if position < 0:
|
|
raise ValueError("negative seek position")
|
|
self._position = position
|
|
return position
|
|
|
|
def read_range(self, offset: int, length: int) -> bytes:
|
|
"""Read a byte range without changing the cursor; truncate at EOF."""
|
|
self._checkClosed()
|
|
offset, length = operator.index(offset), operator.index(length)
|
|
if offset < 0 or length < 0:
|
|
raise ValueError("offset and length must be nonnegative")
|
|
remaining = min(length, max(0, self._size - offset))
|
|
chunks = []
|
|
while remaining:
|
|
count = min(remaining, _READ_CHUNK_BYTES)
|
|
chunk = self._read_range(offset, count)
|
|
if len(chunk) != count:
|
|
raise OSError("blob range reader returned an invalid payload length")
|
|
chunks.append(chunk)
|
|
offset += count
|
|
remaining -= count
|
|
return b"".join(chunks)
|
|
|
|
def read(self, size: int = -1) -> bytes:
|
|
self._checkClosed()
|
|
size = -1 if size is None else operator.index(size)
|
|
if size < 0:
|
|
size = max(0, self._size - self._position)
|
|
data = self.read_range(self._position, size)
|
|
self._position += len(data)
|
|
return data
|
|
|
|
def readinto(self, buffer) -> int:
|
|
view = memoryview(buffer).cast("B")
|
|
data = self.read(len(view))
|
|
view[: len(data)] = data
|
|
return len(data)
|