feat: support shallow clone (#2653)

Support shallow cloning a dataset at a specific location to create a new
dataset, using the shallow_clone feature in Lance. Also introduce remote
`clone` API for remote tables for this functionality.
This commit is contained in:
Jack Ye
2025-09-21 21:28:40 -07:00
committed by GitHub
parent 2261eb95a0
commit ff71d7e552
12 changed files with 1612 additions and 9 deletions

View File

@@ -60,6 +60,15 @@ class Connection(object):
storage_options: Optional[Dict[str, str]] = None,
index_cache_size: Optional[int] = None,
) -> Table: ...
async def clone_table(
self,
target_table_name: str,
source_uri: str,
target_namespace: List[str] = [],
source_version: Optional[int] = None,
source_tag: Optional[str] = None,
is_shallow: bool = True,
) -> Table: ...
async def rename_table(
self,
cur_name: str,

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@@ -665,6 +665,60 @@ class LanceDBConnection(DBConnection):
index_cache_size=index_cache_size,
)
def clone_table(
self,
target_table_name: str,
source_uri: str,
*,
target_namespace: List[str] = [],
source_version: Optional[int] = None,
source_tag: Optional[str] = None,
is_shallow: bool = True,
) -> LanceTable:
"""Clone a table from a source table.
A shallow clone creates a new table that shares the underlying data files
with the source table but has its own independent manifest. This allows
both the source and cloned tables to evolve independently while initially
sharing the same data, deletion, and index files.
Parameters
----------
target_table_name: str
The name of the target table to create.
source_uri: str
The URI of the source table to clone from.
target_namespace: List[str], optional
The namespace for the target table.
None or empty list represents root namespace.
source_version: int, optional
The version of the source table to clone.
source_tag: str, optional
The tag of the source table to clone.
is_shallow: bool, default True
Whether to perform a shallow clone (True) or deep clone (False).
Currently only shallow clone is supported.
Returns
-------
A LanceTable object representing the cloned table.
"""
LOOP.run(
self._conn.clone_table(
target_table_name,
source_uri,
target_namespace=target_namespace,
source_version=source_version,
source_tag=source_tag,
is_shallow=is_shallow,
)
)
return LanceTable.open(
self,
target_table_name,
namespace=target_namespace,
)
@override
def drop_table(
self,
@@ -1136,6 +1190,54 @@ class AsyncConnection(object):
)
return AsyncTable(table)
async def clone_table(
self,
target_table_name: str,
source_uri: str,
*,
target_namespace: List[str] = [],
source_version: Optional[int] = None,
source_tag: Optional[str] = None,
is_shallow: bool = True,
) -> AsyncTable:
"""Clone a table from a source table.
A shallow clone creates a new table that shares the underlying data files
with the source table but has its own independent manifest. This allows
both the source and cloned tables to evolve independently while initially
sharing the same data, deletion, and index files.
Parameters
----------
target_table_name: str
The name of the target table to create.
source_uri: str
The URI of the source table to clone from.
target_namespace: List[str], optional
The namespace for the target table.
None or empty list represents root namespace.
source_version: int, optional
The version of the source table to clone.
source_tag: str, optional
The tag of the source table to clone.
is_shallow: bool, default True
Whether to perform a shallow clone (True) or deep clone (False).
Currently only shallow clone is supported.
Returns
-------
An AsyncTable object representing the cloned table.
"""
table = await self._inner.clone_table(
target_table_name,
source_uri,
target_namespace=target_namespace,
source_version=source_version,
source_tag=source_tag,
is_shallow=is_shallow,
)
return AsyncTable(table)
async def rename_table(
self,
cur_name: str,

View File

@@ -212,6 +212,53 @@ class RemoteDBConnection(DBConnection):
table = LOOP.run(self._conn.open_table(name, namespace=namespace))
return RemoteTable(table, self.db_name)
def clone_table(
self,
target_table_name: str,
source_uri: str,
*,
target_namespace: List[str] = [],
source_version: Optional[int] = None,
source_tag: Optional[str] = None,
is_shallow: bool = True,
) -> Table:
"""Clone a table from a source table.
Parameters
----------
target_table_name: str
The name of the target table to create.
source_uri: str
The URI of the source table to clone from.
target_namespace: List[str], optional
The namespace for the target table.
None or empty list represents root namespace.
source_version: int, optional
The version of the source table to clone.
source_tag: str, optional
The tag of the source table to clone.
is_shallow: bool, default True
Whether to perform a shallow clone (True) or deep clone (False).
Currently only shallow clone is supported.
Returns
-------
A RemoteTable object representing the cloned table.
"""
from .table import RemoteTable
table = LOOP.run(
self._conn.clone_table(
target_table_name,
source_uri,
target_namespace=target_namespace,
source_version=source_version,
source_tag=source_tag,
is_shallow=is_shallow,
)
)
return RemoteTable(table, self.db_name)
@override
def create_table(
self,

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@@ -831,3 +831,119 @@ def test_local_table_operations_with_namespace_raise_error(tmp_path):
# Test table_names without namespace - should work normally
tables_root = list(db.table_names())
assert "test_table" in tables_root
def test_clone_table_latest_version(tmp_path):
"""Test cloning a table with the latest version (default behavior)"""
import os
db = lancedb.connect(tmp_path)
# Create source table with some data
data = [
{"id": 1, "text": "hello", "vector": [1.0, 2.0]},
{"id": 2, "text": "world", "vector": [3.0, 4.0]},
]
source_table = db.create_table("source", data=data)
# Add more data to create a new version
more_data = [{"id": 3, "text": "test", "vector": [5.0, 6.0]}]
source_table.add(more_data)
# Clone the table (should get latest version with 3 rows)
source_uri = os.path.join(tmp_path, "source.lance")
cloned_table = db.clone_table("cloned", source_uri)
# Verify cloned table has all 3 rows
assert cloned_table.count_rows() == 3
assert "cloned" in db.table_names()
# Verify data matches
cloned_data = cloned_table.to_pandas()
assert len(cloned_data) == 3
assert set(cloned_data["id"].tolist()) == {1, 2, 3}
def test_clone_table_specific_version(tmp_path):
"""Test cloning a table from a specific version"""
import os
db = lancedb.connect(tmp_path)
# Create source table with initial data
data = [
{"id": 1, "text": "hello", "vector": [1.0, 2.0]},
{"id": 2, "text": "world", "vector": [3.0, 4.0]},
]
source_table = db.create_table("source", data=data)
# Get the initial version
initial_version = source_table.version
# Add more data to create a new version
more_data = [{"id": 3, "text": "test", "vector": [5.0, 6.0]}]
source_table.add(more_data)
# Verify source now has 3 rows
assert source_table.count_rows() == 3
# Clone from the initial version (should have only 2 rows)
source_uri = os.path.join(tmp_path, "source.lance")
cloned_table = db.clone_table("cloned", source_uri, source_version=initial_version)
# Verify cloned table has only the initial 2 rows
assert cloned_table.count_rows() == 2
cloned_data = cloned_table.to_pandas()
assert set(cloned_data["id"].tolist()) == {1, 2}
def test_clone_table_with_tag(tmp_path):
"""Test cloning a table from a tagged version"""
import os
db = lancedb.connect(tmp_path)
# Create source table with initial data
data = [
{"id": 1, "text": "hello", "vector": [1.0, 2.0]},
{"id": 2, "text": "world", "vector": [3.0, 4.0]},
]
source_table = db.create_table("source", data=data)
# Create a tag for the current version
source_table.tags.create("v1.0", source_table.version)
# Add more data after the tag
more_data = [{"id": 3, "text": "test", "vector": [5.0, 6.0]}]
source_table.add(more_data)
# Verify source now has 3 rows
assert source_table.count_rows() == 3
# Clone from the tagged version (should have only 2 rows)
source_uri = os.path.join(tmp_path, "source.lance")
cloned_table = db.clone_table("cloned", source_uri, source_tag="v1.0")
# Verify cloned table has only the tagged version's 2 rows
assert cloned_table.count_rows() == 2
cloned_data = cloned_table.to_pandas()
assert set(cloned_data["id"].tolist()) == {1, 2}
def test_clone_table_deep_clone_fails(tmp_path):
"""Test that deep clone raises an unsupported error"""
import os
db = lancedb.connect(tmp_path)
# Create source table with some data
data = [
{"id": 1, "text": "hello", "vector": [1.0, 2.0]},
{"id": 2, "text": "world", "vector": [3.0, 4.0]},
]
db.create_table("source", data=data)
# Try to create a deep clone (should fail)
source_uri = os.path.join(tmp_path, "source.lance")
with pytest.raises(Exception, match="Deep clone is not yet implemented"):
db.clone_table("cloned", source_uri, is_shallow=False)

View File

@@ -163,6 +163,34 @@ impl Connection {
})
}
#[pyo3(signature = (target_table_name, source_uri, target_namespace=vec![], source_version=None, source_tag=None, is_shallow=true))]
pub fn clone_table(
self_: PyRef<'_, Self>,
target_table_name: String,
source_uri: String,
target_namespace: Vec<String>,
source_version: Option<u64>,
source_tag: Option<String>,
is_shallow: bool,
) -> PyResult<Bound<'_, PyAny>> {
let inner = self_.get_inner()?.clone();
let mut builder = inner.clone_table(target_table_name, source_uri);
builder = builder.target_namespace(target_namespace);
if let Some(version) = source_version {
builder = builder.source_version(version);
}
if let Some(tag) = source_tag {
builder = builder.source_tag(tag);
}
builder = builder.is_shallow(is_shallow);
future_into_py(self_.py(), async move {
let table = builder.execute().await.infer_error()?;
Ok(Table::new(table))
})
}
#[pyo3(signature = (cur_name, new_name, cur_namespace=vec![], new_namespace=vec![]))]
pub fn rename_table(
self_: PyRef<'_, Self>,