small fix for the guides/table page

This adds the python bindings requested in #870 The javascript/rust
bindings will be added in a future PR.

.github/workflows/docs.yml

@@ -29,7 +29,7 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v4
       - name: Set up Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: "3.10"
           cache: "pip"

.github/workflows/docs_test.yml

@@ -29,7 +29,7 @@ jobs:
     - name: Checkout
       uses: actions/checkout@v4
     - name: Set up Python
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: 3.11
         cache: "pip"

.github/workflows/make-release-commit.yml

@@ -37,10 +37,10 @@ jobs:
         run: |
           git config user.name 'Lance Release'
           git config user.email 'lance-dev@lancedb.com'
-      - name: Set up Python 3.10
-        uses: actions/setup-python@v4
+      - name: Set up Python 3.11
+        uses: actions/setup-python@v5
         with:
-          python-version: "3.10"
+          python-version: "3.11"
       - name: Bump version, create tag and commit
         run: |
           pip install bump2version

.github/workflows/pypi-publish.yml

@@ -16,7 +16,7 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Set up Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: "3.8"
       - name: Build distribution

.github/workflows/python-make-release-commit.yml

@@ -37,10 +37,10 @@ jobs:
       run: |
         git config user.name 'Lance Release'
         git config user.email 'lance-dev@lancedb.com'
-    - name: Set up Python 3.10
-      uses: actions/setup-python@v4
+    - name: Set up Python
+      uses: actions/setup-python@v5
       with:
-        python-version: "3.10"
+        python-version: "3.11"
     - name: Bump version, create tag and commit
       working-directory: python
       run: |

.github/workflows/python.yml

@@ -30,7 +30,7 @@ jobs:
         fetch-depth: 0
         lfs: true
     - name: Set up Python
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: 3.${{ matrix.python-minor-version }}
     - name: Install lancedb
@@ -69,7 +69,7 @@ jobs:
         fetch-depth: 0
         lfs: true
     - name: Set up Python
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: "3.11"
     - name: Install lancedb
@@ -92,7 +92,7 @@ jobs:
         fetch-depth: 0
         lfs: true
     - name: Set up Python
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: 3.9
     - name: Install lancedb

docs/src/guides/tables.md

@@ -84,7 +84,7 @@ This guide will show how to create tables, insert data into them, and update the
     const table = await con.createTable(tableName, data, { writeMode: WriteMode.Overwrite })
     ```
 
-### From a Pandas DataFrame
+    ### From a Pandas DataFrame
 
     ```python
     import pandas as pd

docs/src/python/python.md

@@ -58,6 +58,8 @@ pip install lancedb
 
 ::: lancedb.schema.vector
 
+::: lancedb.merge.LanceMergeInsertBuilder
+
 ## Integrations
 
 ### Pydantic

node/package.json

@@ -17,7 +17,11 @@
   },
   "repository": {
     "type": "git",
-    "url": "https://github.com/lancedb/lancedb/node"
+    "url": "https://github.com/lancedb/lancedb.git"
+  },
+  "homepage": "https://lancedb.github.io/lancedb/",
+  "bugs": {
+    "url": "https://github.com/lancedb/lancedb/issues"
   },
   "keywords": [
     "data-format",

python/lancedb/merge.py

@@ -0,0 +1,86 @@
+#  Copyright 2023 LanceDB Developers
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Iterable, Optional
+
+if TYPE_CHECKING:
+    from .common import DATA
+
+
+class LanceMergeInsertBuilder(object):
+    """Builder for a LanceDB merge insert operation
+
+    See [`merge_insert`][lancedb.table.Table.merge_insert] for
+    more context
+    """
+
+    def __init__(self, table: "Table", on: Iterable[str]):  # noqa: F821
+        # Do not put a docstring here.  This method should be hidden
+        # from API docs.  Users should use merge_insert to create
+        # this object.
+        self._table = table
+        self._on = on
+        self._when_matched_update_all = False
+        self._when_not_matched_insert_all = False
+        self._when_not_matched_by_source_delete = False
+        self._when_not_matched_by_source_condition = None
+
+    def when_matched_update_all(self) -> LanceMergeInsertBuilder:
+        """
+        Rows that exist in both the source table (new data) and
+        the target table (old data) will be updated, replacing
+        the old row with the corresponding matching row.
+
+        If there are multiple matches then the behavior is undefined.
+        Currently this causes multiple copies of the row to be created
+        but that behavior is subject to change.
+        """
+        self._when_matched_update_all = True
+        return self
+
+    def when_not_matched_insert_all(self) -> LanceMergeInsertBuilder:
+        """
+        Rows that exist only in the source table (new data) should
+        be inserted into the target table.
+        """
+        self._when_not_matched_insert_all = True
+        return self
+
+    def when_not_matched_by_source_delete(
+        self, condition: Optional[str] = None
+    ) -> LanceMergeInsertBuilder:
+        """
+        Rows that exist only in the target table (old data) will be
+        deleted.  An optional condition can be provided to limit what
+        data is deleted.
+
+        Parameters
+        ----------
+        condition: Optional[str], default None
+            If None then all such rows will be deleted.  Otherwise the
+            condition will be used as an SQL filter to limit what rows
+            are deleted.
+        """
+        self._when_not_matched_by_source_delete = True
+        if condition is not None:
+            self._when_not_matched_by_source_condition = condition
+        return self
+
+    def execute(self, new_data: DATA):
+        """
+        Executes the merge insert operation
+
+        Nothing is returned but the [`Table`][lancedb.table.Table] is updated
+        """
+        self._table._do_merge(self, new_data)

python/lancedb/remote/table.py

@@ -244,6 +244,10 @@ class RemoteTable(Table):
             result = self._conn._client.query(self._name, query)
             return result.to_arrow()
 
+    def _do_merge(self, *_args):
+        """_do_merge() is not supported on the LanceDB cloud yet"""
+        return NotImplementedError("_do_merge() is not supported on the LanceDB cloud")
+
     def delete(self, predicate: str):
         """Delete rows from the table.
 

python/lancedb/table.py

@@ -28,6 +28,7 @@ from lance.vector import vec_to_table
 
 from .common import DATA, VEC, VECTOR_COLUMN_NAME
 from .embeddings import EmbeddingFunctionConfig, EmbeddingFunctionRegistry
+from .merge import LanceMergeInsertBuilder
 from .pydantic import LanceModel, model_to_dict
 from .query import LanceQueryBuilder, Query
 from .util import (
@@ -334,6 +335,64 @@ class Table(ABC):
         """
         raise NotImplementedError
 
+    def merge_insert(self, on: Union[str, Iterable[str]]) -> LanceMergeInsertBuilder:
+        """
+        Returns a [`LanceMergeInsertBuilder`][lancedb.merge.LanceMergeInsertBuilder]
+        that can be used to create a "merge insert" operation
+
+        This operation can add rows, update rows, and remove rows all in a single
+        transaction. It is a very generic tool that can be used to create
+        behaviors like "insert if not exists", "update or insert (i.e. upsert)",
+        or even replace a portion of existing data with new data (e.g. replace
+        all data where month="january")
+
+        The merge insert operation works by combining new data from a
+        **source table** with existing data in a **target table** by using a
+        join.  There are three categories of records.
+
+        "Matched" records are records that exist in both the source table and
+        the target table. "Not matched" records exist only in the source table
+        (e.g. these are new data) "Not matched by source" records exist only
+        in the target table (this is old data)
+
+        The builder returned by this method can be used to customize what
+        should happen for each category of data.
+
+        Please note that the data may appear to be reordered as part of this
+        operation.  This is because updated rows will be deleted from the
+        dataset and then reinserted at the end with the new values.
+
+        Parameters
+        ----------
+
+        on: Union[str, Iterable[str]]
+            A column (or columns) to join on.  This is how records from the
+            source table and target table are matched.  Typically this is some
+            kind of key or id column.
+
+        Examples
+        --------
+        >>> import lancedb
+        >>> data = pa.table({"a": [2, 1, 3], "b": ["a", "b", "c"]})
+        >>> db = lancedb.connect("./.lancedb")
+        >>> table = db.create_table("my_table", data)
+        >>> new_data = pa.table({"a": [2, 3, 4], "b": ["x", "y", "z"]})
+        >>> # Perform a "upsert" operation
+        >>> table.merge_insert("a")             \\
+        ...      .when_matched_update_all()     \\
+        ...      .when_not_matched_insert_all() \\
+        ...      .execute(new_data)
+        >>> # The order of new rows is non-deterministic since we use
+        >>> # a hash-join as part of this operation and so we sort here
+        >>> table.to_arrow().sort_by("a").to_pandas()
+           a  b
+        0  1  b
+        1  2  x
+        2  3  y
+        3  4  z
+        """
+        return LanceMergeInsertBuilder(self, on)
+
     @abstractmethod
     def search(
         self,
@@ -414,6 +473,16 @@ class Table(ABC):
     def _execute_query(self, query: Query) -> pa.Table:
         pass
 
+    @abstractmethod
+    def _do_merge(
+        self,
+        merge: LanceMergeInsertBuilder,
+        new_data: DATA,
+        *,
+        schema: Optional[pa.Schema] = None,
+    ):
+        pass
+
     @abstractmethod
     def delete(self, where: str):
         """Delete rows from the table.
@@ -1196,6 +1265,18 @@ class LanceTable(Table):
             with_row_id=query.with_row_id,
         )
 
+    def _do_merge(self, merge: LanceMergeInsertBuilder, new_data: DATA, *, schema=None):
+        ds = self.to_lance()
+        builder = ds.merge_insert(merge._on)
+        if merge._when_matched_update_all:
+            builder.when_matched_update_all()
+        if merge._when_not_matched_insert_all:
+            builder.when_not_matched_insert_all()
+        if merge._when_not_matched_by_source_delete:
+            cond = merge._when_not_matched_by_source_condition
+            builder.when_not_matched_by_source_delete(cond)
+        builder.execute(new_data, schema=schema)
+
     def cleanup_old_versions(
         self,
         older_than: Optional[timedelta] = None,

python/pyproject.toml

@@ -3,7 +3,7 @@ name = "lancedb"
 version = "0.5.1"
 dependencies = [
     "deprecation",
-    "pylance==0.9.10",
+    "pylance==0.9.11",
     "ratelimiter~=1.0",
     "retry>=0.9.2",
     "tqdm>=4.27.0",

python/tests/test_table.py

@@ -493,6 +493,62 @@ def test_update_types(db):
     assert actual == expected
 
 
+def test_merge_insert(db):
+    table = LanceTable.create(
+        db,
+        "my_table",
+        data=pa.table({"a": [1, 2, 3], "b": ["a", "b", "c"]}),
+    )
+    assert len(table) == 3
+    version = table.version
+
+    new_data = pa.table({"a": [2, 3, 4], "b": ["x", "y", "z"]})
+
+    # upsert
+    table.merge_insert(
+        "a"
+    ).when_matched_update_all().when_not_matched_insert_all().execute(new_data)
+
+    expected = pa.table({"a": [1, 2, 3, 4], "b": ["a", "x", "y", "z"]})
+    # These `sort_by` calls can be removed once lance#1892
+    # is merged (it fixes the ordering)
+    assert table.to_arrow().sort_by("a") == expected
+
+    table.restore(version)
+
+    # insert-if-not-exists
+    table.merge_insert("a").when_not_matched_insert_all().execute(new_data)
+
+    expected = pa.table({"a": [1, 2, 3, 4], "b": ["a", "b", "c", "z"]})
+    assert table.to_arrow().sort_by("a") == expected
+
+    table.restore(version)
+
+    new_data = pa.table({"a": [2, 4], "b": ["x", "z"]})
+
+    # replace-range
+    table.merge_insert(
+        "a"
+    ).when_matched_update_all().when_not_matched_insert_all().when_not_matched_by_source_delete(
+        "a > 2"
+    ).execute(new_data)
+
+    expected = pa.table({"a": [1, 2, 4], "b": ["a", "x", "z"]})
+    assert table.to_arrow().sort_by("a") == expected
+
+    table.restore(version)
+
+    # replace-range no condition
+    table.merge_insert(
+        "a"
+    ).when_matched_update_all().when_not_matched_insert_all().when_not_matched_by_source_delete().execute(
+        new_data
+    )
+
+    expected = pa.table({"a": [2, 4], "b": ["x", "z"]})
+    assert table.to_arrow().sort_by("a") == expected
+
+
 def test_create_with_embedding_function(db):
     class MyTable(LanceModel):
         text: str