mirror of
https://github.com/lancedb/lancedb.git
synced 2025-12-26 14:49:57 +00:00
@@ -4,8 +4,8 @@ name = "lancedb"
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dynamic = ["version"]
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dependencies = [
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"deprecation",
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"pylance~=0.23.2",
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"tqdm>=4.27.0",
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"pyarrow>=14",
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"pydantic>=1.10",
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"packaging",
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"overrides>=0.7",
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@@ -54,6 +54,7 @@ tests = [
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"polars>=0.19, <=1.3.0",
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"tantivy",
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"pyarrow-stubs",
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"pylance~=0.23.2",
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]
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dev = [
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"ruff",
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@@ -142,6 +142,10 @@ class CompactionStats:
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files_removed: int
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files_added: int
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class CleanupStats:
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bytes_removed: int
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old_versions: int
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class RemovalStats:
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bytes_removed: int
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old_versions_removed: int
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@@ -5,6 +5,7 @@ from __future__ import annotations
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import asyncio
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import inspect
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import deprecation
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import warnings
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from abc import ABC, abstractmethod
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from dataclasses import dataclass
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@@ -24,16 +25,15 @@ from typing import (
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)
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from urllib.parse import urlparse
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import lance
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from . import __version__
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from lancedb.arrow import peek_reader
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from lancedb.background_loop import LOOP
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from .dependencies import _check_for_pandas
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from .dependencies import _check_for_hugging_face, _check_for_pandas
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import pyarrow as pa
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import pyarrow.compute as pc
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import pyarrow.fs as pa_fs
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import numpy as np
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from lance import LanceDataset
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from lance.dependencies import _check_for_hugging_face
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from .common import DATA, VEC, VECTOR_COLUMN_NAME
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from .embeddings import EmbeddingFunctionConfig, EmbeddingFunctionRegistry
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@@ -66,10 +66,14 @@ from .index import lang_mapping
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if TYPE_CHECKING:
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from ._lancedb import Table as LanceDBTable, OptimizeStats, CompactionStats
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from ._lancedb import (
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Table as LanceDBTable,
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OptimizeStats,
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CleanupStats,
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CompactionStats,
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)
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from .db import LanceDBConnection
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from .index import IndexConfig
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from lance.dataset import CleanupStats, ReaderLike
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import pandas
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import PIL
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@@ -80,10 +84,9 @@ QueryType = Literal["vector", "fts", "hybrid", "auto"]
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def _into_pyarrow_reader(data) -> pa.RecordBatchReader:
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if _check_for_hugging_face(data):
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# Huggingface datasets
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from lance.dependencies import datasets
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from lancedb.dependencies import datasets
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if _check_for_hugging_face(data):
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if isinstance(data, datasets.Dataset):
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schema = data.features.arrow_schema
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return pa.RecordBatchReader.from_batches(schema, data.data.to_batches())
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@@ -1074,7 +1077,7 @@ class Table(ABC):
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older_than: Optional[timedelta] = None,
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*,
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delete_unverified: bool = False,
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) -> CleanupStats:
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) -> "CleanupStats":
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"""
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Clean up old versions of the table, freeing disk space.
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@@ -1385,6 +1388,14 @@ class LanceTable(Table):
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def to_lance(self, **kwargs) -> LanceDataset:
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"""Return the LanceDataset backing this table."""
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try:
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import lance
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except ImportError:
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raise ImportError(
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"The lance library is required to use this function. "
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"Please install with `pip install pylance`."
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)
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return lance.dataset(
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self._dataset_path,
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version=self.version,
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@@ -1844,7 +1855,7 @@ class LanceTable(Table):
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def merge(
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self,
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other_table: Union[LanceTable, ReaderLike],
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other_table: Union[LanceTable, DATA],
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left_on: str,
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right_on: Optional[str] = None,
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schema: Optional[Union[pa.Schema, LanceModel]] = None,
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@@ -1894,12 +1905,13 @@ class LanceTable(Table):
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1 2 b e
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2 3 c f
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"""
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if isinstance(schema, LanceModel):
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schema = schema.to_arrow_schema()
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if isinstance(other_table, LanceTable):
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other_table = other_table.to_lance()
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if isinstance(other_table, LanceDataset):
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other_table = other_table.to_table()
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else:
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other_table = _sanitize_data(
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other_table,
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schema,
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)
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self.to_lance().merge(
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other_table, left_on=left_on, right_on=right_on, schema=schema
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)
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@@ -2222,12 +2234,17 @@ class LanceTable(Table):
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):
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LOOP.run(self._table._do_merge(merge, new_data, on_bad_vectors, fill_value))
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@deprecation.deprecated(
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deprecated_in="0.21.0",
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current_version=__version__,
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details="Use `Table.optimize` instead.",
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)
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def cleanup_old_versions(
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self,
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older_than: Optional[timedelta] = None,
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*,
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delete_unverified: bool = False,
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) -> CleanupStats:
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) -> "CleanupStats":
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"""
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Clean up old versions of the table, freeing disk space.
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@@ -2252,6 +2269,11 @@ class LanceTable(Table):
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older_than, delete_unverified=delete_unverified
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)
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@deprecation.deprecated(
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deprecated_in="0.21.0",
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current_version=__version__,
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details="Use `Table.optimize` instead.",
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)
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def compact_files(self, *args, **kwargs) -> CompactionStats:
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"""
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Run the compaction process on the table.
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