mirror of
https://github.com/lancedb/lancedb.git
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fix(python): use one blobv2 type and coerce blob writes by metadata (#4065)
This commit is contained in:
@@ -2,10 +2,15 @@
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# SPDX-FileCopyrightText: Copyright The LanceDB Authors
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import io
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import subprocess
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import sys
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import textwrap
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import lance
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import pyarrow as pa
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import pyarrow.compute as pc
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import pytest
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from lance.blob import BlobType as LanceBlobType
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import lancedb
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from lancedb._blob import (
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@@ -18,6 +23,20 @@ from lancedb.index import FTS
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from lancedb.schema import blob_column_paths, blob_v2_column_paths
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_HIDE_LANCE_BLOB = """\
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import importlib.abc
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import sys
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class _MissingLanceBlob(importlib.abc.MetaPathFinder):
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def find_spec(self, fullname, path, target=None):
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if fullname == "lance.blob" or fullname.startswith("lance.blob."):
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raise ModuleNotFoundError(fullname, name="lance.blob")
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sys.modules.pop("lance.blob", None)
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sys.meta_path.insert(0, _MissingLanceBlob())
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"""
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def _blob_table(name, rows):
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db = lancedb.connect("memory:///")
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schema = pa.schema([pa.field("id", pa.int64()), lancedb.blob("image")])
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@@ -51,6 +70,181 @@ def test_blob_factory_declares_v2_field():
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field = lancedb.blob("image")
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assert isinstance(field.type, pa.ExtensionType)
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assert field.type.extension_name == "lance.blob.v2"
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assert lancedb.BlobType is LanceBlobType
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assert type(field.type) is LanceBlobType
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def test_blob_type_works_without_pylance():
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script = _HIDE_LANCE_BLOB + textwrap.dedent(
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"""\
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import lancedb
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import pyarrow as pa
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field = lancedb.blob("image")
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if not isinstance(field.type, pa.ExtensionType):
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raise SystemExit("expected an extension type")
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if field.type.extension_name != "lance.blob.v2":
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raise SystemExit(field.type.extension_name)
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if lancedb.BlobType is not type(field.type):
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raise SystemExit("BlobType is not the field type class")
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if lancedb.BlobType.__module__ != "lancedb.schema":
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raise SystemExit(lancedb.BlobType.__module__)
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db = lancedb.connect("memory:///")
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table = db.create_table(
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"images",
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schema=pa.schema([pa.field("id", pa.int64()), field]),
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)
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table.add([{"id": 1, "image": b"hello"}])
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result = (
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table.merge_insert("id")
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.when_matched_update_all()
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.when_not_matched_insert_all()
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.execute([{"id": 1, "image": b"updated"}, {"id": 2, "image": b"inserted"}])
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)
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if result.num_updated_rows != 1 or result.num_inserted_rows != 1:
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raise SystemExit(
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f"merge_insert rows updated={result.num_updated_rows} "
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f"inserted={result.num_inserted_rows}"
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)
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"""
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)
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result = subprocess.run(
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[sys.executable, "-c", script],
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capture_output=True,
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text=True,
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check=False,
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)
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assert result.returncode == 0, result.stderr
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def test_blob_resolves_pylance_type_without_eager_import():
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script = textwrap.dedent(
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"""\
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import sys
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import lancedb
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if "lance.blob" in sys.modules:
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raise SystemExit("import lancedb imported lance.blob")
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field = lancedb.blob("image")
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from lance.blob import BlobType
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if type(field.type) is not BlobType:
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raise SystemExit(f"{type(field.type)} is not {BlobType}")
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import lance
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image = lance.blob_array([b"x"])
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if type(image.type) is not BlobType:
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raise SystemExit("blob_array used a different class")
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if type(image.type) is not type(field.type):
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raise SystemExit("field and array classes differ")
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"""
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)
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result = subprocess.run(
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[sys.executable, "-c", script],
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capture_output=True,
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text=True,
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check=False,
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)
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assert result.returncode == 0, result.stderr
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def test_blob_fallback_fails_if_name_already_registered():
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script = _HIDE_LANCE_BLOB + textwrap.dedent(
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"""\
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import pyarrow as pa
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class OtherBlobType(pa.ExtensionType):
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def __init__(self):
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super().__init__(
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pa.struct([pa.field("data", pa.large_binary())]),
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"lance.blob.v2",
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)
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def __arrow_ext_serialize__(self):
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return b""
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@classmethod
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def __arrow_ext_deserialize__(cls, storage_type, serialized):
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return cls()
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pa.register_extension_type(OtherBlobType())
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import lancedb
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try:
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lancedb.blob("image")
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except ValueError as err:
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if "already registered" not in str(err):
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raise SystemExit(err)
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else:
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raise SystemExit("expected ValueError")
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"""
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)
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result = subprocess.run(
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[sys.executable, "-c", script],
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capture_output=True,
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text=True,
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check=False,
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)
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assert result.returncode == 0, result.stderr
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def test_blob_type_rejects_competing_registration_with_pylance():
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script = textwrap.dedent(
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"""\
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import pyarrow as pa
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import pyarrow.ipc
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class OtherBlobType(pa.ExtensionType):
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def __init__(self):
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super().__init__(
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pa.struct(
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[
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pa.field("data", pa.large_binary()),
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pa.field("uri", pa.utf8()),
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pa.field("position", pa.uint64()),
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pa.field("size", pa.uint64()),
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]
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),
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"lance.blob.v2",
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)
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def __arrow_ext_serialize__(self):
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return b""
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@classmethod
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def __arrow_ext_deserialize__(cls, storage_type, serialized):
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return cls()
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pa.register_extension_type(OtherBlobType())
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from lance.blob import BlobType
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if BlobType is OtherBlobType:
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raise SystemExit("pylance BlobType was replaced")
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schema = pa.schema([pa.field("value", BlobType())])
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restored = pa.ipc.read_schema(schema.serialize())
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if type(restored.field("value").type) is not OtherBlobType:
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raise SystemExit(type(restored.field("value").type))
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import lancedb
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try:
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lancedb.blob("image")
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except ValueError as err:
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if "__main__.OtherBlobType" not in str(err):
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raise SystemExit(err)
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else:
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raise SystemExit("expected ValueError")
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"""
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)
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result = subprocess.run(
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[sys.executable, "-c", script],
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capture_output=True,
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text=True,
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check=False,
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)
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assert result.returncode == 0, result.stderr
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def test_blob_v2_column_paths_include_list_children():
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@@ -203,6 +397,292 @@ def test_fetch_blobs_round_trip():
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assert [blobs[0].as_py(), blobs[1].as_py()] == [b"alpha", b"beta"]
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def test_merge_insert_writes_python_bytes():
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table = _blob_table("merge_bytes", [{"id": 1, "image": b"before"}])
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result = (
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table.merge_insert("id")
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.when_matched_update_all()
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.when_not_matched_insert_all()
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.execute([{"id": 1, "image": b"updated"}, {"id": 2, "image": b"inserted"}])
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)
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assert result.num_updated_rows == 1
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assert result.num_inserted_rows == 1
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by_id = _row_ids_by_id(table)
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blobs = table.fetch_blobs("image", [by_id[1], by_id[2]])
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assert blobs.to_pylist() == [b"updated", b"inserted"]
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def test_merge_insert_bytes_after_reopen_without_touching_blob_type(tmp_path):
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db = lancedb.connect(tmp_path)
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schema = pa.schema([pa.field("id", pa.int64()), lancedb.blob("image")])
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table = db.create_table("images", schema=schema)
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table.add([{"id": 1, "image": b"hello"}])
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script = textwrap.dedent(
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f"""\
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import lancedb
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db = lancedb.connect({str(tmp_path)!r})
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table = db.open_table("images")
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image_type = table.schema.field("image").type
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if type(image_type).__name__ != "StructType":
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raise SystemExit(f"expected StructType, got {{type(image_type)}}")
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result = (
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table.merge_insert("id")
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.when_matched_update_all()
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.when_not_matched_insert_all()
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.execute(
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[{{"id": 1, "image": b"updated"}}, {{"id": 2, "image": b"inserted"}}]
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)
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)
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if result.num_updated_rows != 1 or result.num_inserted_rows != 1:
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raise SystemExit(
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f"rows updated={{result.num_updated_rows}} "
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f"inserted={{result.num_inserted_rows}}"
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)
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hits = table.search().with_row_id(True).limit(10).to_arrow()
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by_id = dict(zip(hits["id"].to_pylist(), hits["_rowid"].to_pylist()))
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blobs = table.fetch_blobs("image", [by_id[1], by_id[2]])
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if blobs.to_pylist() != [b"updated", b"inserted"]:
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raise SystemExit(blobs.to_pylist())
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"""
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)
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result = subprocess.run(
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[sys.executable, "-c", script],
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capture_output=True,
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text=True,
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check=False,
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)
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assert result.returncode == 0, result.stderr
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def test_merge_insert_bytes_after_reopen_without_pylance(tmp_path):
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db = lancedb.connect(tmp_path)
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schema = pa.schema([pa.field("id", pa.int64()), lancedb.blob("image")])
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table = db.create_table("images", schema=schema)
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table.add([{"id": 1, "image": b"hello"}])
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script = _HIDE_LANCE_BLOB + textwrap.dedent(
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f"""\
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import lancedb
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db = lancedb.connect({str(tmp_path)!r})
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table = db.open_table("images")
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image_type = table.schema.field("image").type
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if type(image_type).__name__ != "StructType":
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raise SystemExit(f"expected StructType, got {{type(image_type)}}")
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result = (
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table.merge_insert("id")
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.when_matched_update_all()
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.when_not_matched_insert_all()
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.execute(
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[{{"id": 1, "image": b"updated"}}, {{"id": 2, "image": b"inserted"}}]
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)
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)
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if result.num_updated_rows != 1 or result.num_inserted_rows != 1:
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raise SystemExit(
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f"rows updated={{result.num_updated_rows}} "
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f"inserted={{result.num_inserted_rows}}"
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)
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hits = table.search().with_row_id(True).limit(10).to_arrow()
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by_id = dict(zip(hits["id"].to_pylist(), hits["_rowid"].to_pylist()))
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blobs = table.fetch_blobs("image", [by_id[1], by_id[2]])
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if blobs.to_pylist() != [b"updated", b"inserted"]:
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raise SystemExit(blobs.to_pylist())
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"""
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)
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result = subprocess.run(
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[sys.executable, "-c", script],
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capture_output=True,
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text=True,
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check=False,
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)
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assert result.returncode == 0, result.stderr
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def test_merge_insert_blob_array_into_reopened_unregistered_table(tmp_path):
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db = lancedb.connect(tmp_path)
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schema = pa.schema([pa.field("id", pa.int64()), lancedb.blob("image")])
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table = db.create_table("images", schema=schema)
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table.add([{"id": 1, "image": b"before"}])
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script = textwrap.dedent(
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f"""\
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import pyarrow as pa
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import lancedb
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db = lancedb.connect({str(tmp_path)!r})
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table = db.open_table("images")
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image_type = table.schema.field("image").type
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if type(image_type).__name__ != "StructType":
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raise SystemExit(
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f"expected StructType before lance import, got {{type(image_type)}}"
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)
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import lance
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updates = pa.Table.from_arrays(
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[
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pa.array([1, 2], type=pa.int64()),
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lance.blob_array([b"updated", b"inserted"]),
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],
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names=["id", "image"],
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)
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result = (
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table.merge_insert("id")
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.when_matched_update_all()
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.when_not_matched_insert_all()
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.execute(updates)
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)
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if result.num_updated_rows != 1 or result.num_inserted_rows != 1:
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raise SystemExit(
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f"rows updated={{result.num_updated_rows}} "
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f"inserted={{result.num_inserted_rows}}"
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)
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hits = table.search().with_row_id(True).limit(10).to_arrow()
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by_id = dict(zip(hits["id"].to_pylist(), hits["_rowid"].to_pylist()))
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blobs = table.fetch_blobs("image", [by_id[1], by_id[2]])
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if blobs.to_pylist() != [b"updated", b"inserted"]:
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raise SystemExit(blobs.to_pylist())
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"""
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)
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result = subprocess.run(
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[sys.executable, "-c", script],
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capture_output=True,
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text=True,
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check=False,
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)
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assert result.returncode == 0, result.stderr
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def test_add_all_null_blob_column():
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db = lancedb.connect("memory:///")
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schema = pa.schema([pa.field("id", pa.int64()), lancedb.blob("image")])
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table = db.create_table("all_null", schema=schema)
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table.add([{"id": 1, "image": None}, {"id": 2, "image": None}])
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by_id = _row_ids_by_id(table)
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blobs = table.fetch_blobs("image", [by_id[1], by_id[2]])
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assert blobs.to_pylist() == [None, None]
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def test_create_table_nested_blob_schema_without_rows():
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db = lancedb.connect("memory:///")
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schema = pa.schema(
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[
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pa.field("id", pa.int64()),
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pa.field("info", pa.struct([lancedb.blob("blob")])),
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pa.field("images", pa.list_(lancedb.blob("image"))),
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]
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)
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table = db.create_table("nested_empty", schema=schema)
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assert table.count_rows() == 0
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def test_merge_insert_nested_blob_dicts():
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db = lancedb.connect("memory:///")
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info = pa.StructArray.from_arrays(
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[
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pa.array(["first"], type=pa.string()),
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_blob_array("blob", [b"before"]),
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],
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names=["name", "blob"],
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)
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data = pa.Table.from_arrays(
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[pa.array([1], type=pa.int64()), info],
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names=["id", "info"],
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)
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table = db.create_table("nested_merge", data=data)
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result = (
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table.merge_insert("id")
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.when_matched_update_all()
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.execute([{"id": 1, "info": {"name": "first", "blob": b"after"}}])
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)
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assert result.num_updated_rows == 1
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by_id = _row_ids_by_id(table)
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blobs = table.fetch_blobs("info.blob", [by_id[1]])
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assert blobs.to_pylist() == [b"after"]
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def _list_blob_table(name):
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db = lancedb.connect("memory:///")
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blob_field = lancedb.blob("image")
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images = pa.ListArray.from_arrays(
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pa.array([0, 1], type=pa.int32()), _blob_array("image", [b"before"])
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)
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data = pa.Table.from_arrays(
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[pa.array([1], type=pa.int64()), images],
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schema=pa.schema(
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[pa.field("id", pa.int64()), pa.field("images", pa.list_(blob_field))]
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),
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)
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return db.create_table(name, data=data)
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def test_merge_insert_list_blob_dicts():
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table = _list_blob_table("list_merge")
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result = (
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table.merge_insert("id")
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.when_matched_update_all()
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.when_not_matched_insert_all()
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.execute([{"id": 1, "images": [b"one", b"two"]}, {"id": 2, "images": None}])
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)
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assert result.num_updated_rows == 1
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assert result.num_inserted_rows == 1
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hits = table.search().limit(10).to_arrow()
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sizes = {
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row["id"]: None if row["images"] is None else [d["size"] for d in row["images"]]
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for row in hits.to_pylist()
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||||
}
|
||||
assert sizes == {1: [3, 3], 2: None}
|
||||
|
||||
|
||||
def test_list_blob_column_queries_as_raw_descriptors():
|
||||
table = _list_blob_table("list_query")
|
||||
hits = table.search().limit(10).to_arrow()
|
||||
element = hits.schema.field("images").type.value_type
|
||||
assert pa.types.is_struct(element)
|
||||
assert "_lance_row_id" not in element.names
|
||||
with pytest.raises(ValueError, match="expected struct before segment"):
|
||||
table.fetch_blobs("images.image", [0])
|
||||
|
||||
|
||||
def test_row_addressable_paths_exclude_list_children():
|
||||
from lancedb.schema import row_addressable_blob_v2_paths
|
||||
|
||||
schema = pa.schema(
|
||||
[
|
||||
pa.field("id", pa.int64()),
|
||||
pa.field("info", pa.struct([lancedb.blob("blob")])),
|
||||
pa.field("images", pa.list_(lancedb.blob("image"))),
|
||||
]
|
||||
)
|
||||
assert blob_v2_column_paths(schema) == ["info.blob", "images.image"]
|
||||
assert row_addressable_blob_v2_paths(schema) == ["info.blob"]
|
||||
|
||||
|
||||
def test_merge_insert_writes_pylance_blob_array():
|
||||
table = _blob_table("merge_pylance", [{"id": 1, "image": b"before"}])
|
||||
image = lance.blob_array([b"updated", b"inserted"])
|
||||
assert type(image.type) is LanceBlobType
|
||||
assert type(image.type) is type(lancedb.BlobType())
|
||||
updates = pa.Table.from_arrays(
|
||||
[pa.array([1, 2], type=pa.int64()), image], names=["id", "image"]
|
||||
)
|
||||
|
||||
result = (
|
||||
table.merge_insert("id")
|
||||
.when_matched_update_all()
|
||||
.when_not_matched_insert_all()
|
||||
.execute(updates)
|
||||
)
|
||||
|
||||
assert result.num_updated_rows == 1
|
||||
assert result.num_inserted_rows == 1
|
||||
by_id = _row_ids_by_id(table)
|
||||
blobs = table.fetch_blobs("image", [by_id[1], by_id[2]])
|
||||
assert blobs.to_pylist() == [b"updated", b"inserted"]
|
||||
|
||||
|
||||
def test_fetch_blobs_accepts_query_result():
|
||||
table = _blob_table("from_result", [{"id": 1, "image": b"gamma"}])
|
||||
hits = table.search().limit(10).to_arrow()
|
||||
|
||||
Reference in New Issue
Block a user