perf: Directly read gbq table for simple plans

bigframes/core/nodes.py

@@ -20,7 +20,16 @@
 import functools
 import itertools
 import typing
-from typing import Callable, cast, Iterable, Mapping, Optional, Sequence, Tuple
+from typing import (
+    AbstractSet,
+    Callable,
+    cast,
+    Iterable,
+    Mapping,
+    Optional,
+    Sequence,
+    Tuple,
+)
 
 import google.cloud.bigquery as bq
 
@@ -572,8 +581,39 @@ def with_id(self, id: identifiers.ColumnId) -> ScanItem:
 
 @dataclasses.dataclass(frozen=True)
 class ScanList:
+    """
+    Defines the set of columns to scan from a source, along with the variable to bind the columns to.
+    """
+
     items: typing.Tuple[ScanItem, ...]
 
+    def filter_cols(
+        self,
+        ids: AbstractSet[identifiers.ColumnId],
+    ) -> ScanList:
+        """Drop columns from the scan that except those in the 'ids' arg."""
+        result = ScanList(tuple(item for item in self.items if item.id in ids))
+        if len(result.items) == 0:
+            # We need to select something, or sql syntax breaks
+            result = ScanList(self.items[:1])
+        return result
+
+    def project(
+        self,
+        selections: Mapping[identifiers.ColumnId, identifiers.ColumnId],
+    ) -> ScanList:
+        """Project given ids from the scanlist, dropping previous bindings."""
+        by_id = {item.id: item for item in self.items}
+        result = ScanList(
+            tuple(
+                by_id[old_id].with_id(new_id) for old_id, new_id in selections.items()
+            )
+        )
+        if len(result.items) == 0:
+            # We need to select something, or sql syntax breaks
+            result = ScanList((self.items[:1]))
+        return result
+
 
 @dataclasses.dataclass(frozen=True, eq=False)
 class ReadLocalNode(LeafNode):
@@ -675,6 +715,11 @@ def from_table(table: bq.Table, columns: Sequence[str] = ()) -> GbqTable:
             else tuple(table.clustering_fields),
         )
 
+    def get_table_ref(self) -> bq.TableReference:
+        return bq.TableReference(
+            bq.DatasetReference(self.project_id, self.dataset_id), self.table_id
+        )
+
     @property
     @functools.cache
     def schema_by_id(self):
@@ -1068,6 +1113,11 @@ def variables_introduced(self) -> int:
         # This operation only renames variables, doesn't actually create new ones
         return 0
 
+    @property
+    def has_multi_referenced_ids(self) -> bool:
+        referenced = tuple(ref.ref.id for ref in self.input_output_pairs)
+        return len(referenced) != len(set(referenced))
+
     # TODO: Reuse parent namespace
     # Currently, Selection node allows renaming an reusing existing names, so it must establish a
     # new namespace.

bigframes/core/rewrite/__init__.py

@@ -17,6 +17,7 @@
 from bigframes.core.rewrite.legacy_align import legacy_join_as_projection
 from bigframes.core.rewrite.order import pull_up_order
 from bigframes.core.rewrite.pruning import column_pruning
+from bigframes.core.rewrite.scan_reduction import try_reduce_to_table_scan
 from bigframes.core.rewrite.slices import pullup_limit_from_slice, rewrite_slice
 from bigframes.core.rewrite.timedeltas import rewrite_timedelta_expressions
 from bigframes.core.rewrite.windows import rewrite_range_rolling
@@ -31,4 +32,5 @@
     "pull_up_order",
     "column_pruning",
     "rewrite_range_rolling",
+    "try_reduce_to_table_scan",
 ]

bigframes/core/rewrite/pruning.py

@@ -170,7 +170,7 @@ def prune_readlocal(
     node: bigframes.core.nodes.ReadLocalNode,
     selection: AbstractSet[identifiers.ColumnId],
 ) -> bigframes.core.nodes.ReadLocalNode:
-    new_scan_list = filter_scanlist(node.scan_list, selection)
+    new_scan_list = node.scan_list.filter_cols(selection)
     return dataclasses.replace(
         node,
         scan_list=new_scan_list,
@@ -183,18 +183,5 @@ def prune_readtable(
     node: bigframes.core.nodes.ReadTableNode,
     selection: AbstractSet[identifiers.ColumnId],
 ) -> bigframes.core.nodes.ReadTableNode:
-    new_scan_list = filter_scanlist(node.scan_list, selection)
+    new_scan_list = node.scan_list.filter_cols(selection)
     return dataclasses.replace(node, scan_list=new_scan_list)
-
-
-def filter_scanlist(
-    scanlist: bigframes.core.nodes.ScanList,
-    ids: AbstractSet[identifiers.ColumnId],
-):
-    result = bigframes.core.nodes.ScanList(
-        tuple(item for item in scanlist.items if item.id in ids)
-    )
-    if len(result.items) == 0:
-        # We need to select something, or stuff breaks
-        result = bigframes.core.nodes.ScanList(scanlist.items[:1])
-    return result

bigframes/core/rewrite/scan_reduction.py

@@ -0,0 +1,47 @@
+# Copyright 2025 Google LLC
+#
+# 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.
+import dataclasses
+import functools
+from typing import Optional
+
+from bigframes.core import nodes
+
+
+def try_reduce_to_table_scan(root: nodes.BigFrameNode) -> Optional[nodes.ReadTableNode]:
+    for node in root.unique_nodes():
+        if not isinstance(node, (nodes.ReadTableNode, nodes.SelectionNode)):
+            return None
+    result = root.bottom_up(merge_scan)
+    if isinstance(result, nodes.ReadTableNode):
+        return result
+    return None
+
+
+@functools.singledispatch
+def merge_scan(node: nodes.BigFrameNode) -> nodes.BigFrameNode:
+    return node
+
+
+@merge_scan.register
+def _(node: nodes.SelectionNode) -> nodes.BigFrameNode:
+    if not isinstance(node.child, nodes.ReadTableNode):
+        return node
+    if node.has_multi_referenced_ids:
+        return node
+
+    selection = {
+        aliased_ref.ref.id: aliased_ref.id for aliased_ref in node.input_output_pairs
+    }
+    new_scan_list = node.child.scan_list.project(selection)
+    return dataclasses.replace(node.child, scan_list=new_scan_list)

bigframes/session/__init__.py

@@ -64,11 +64,10 @@
 # to register new and replacement ops with the Ibis BigQuery backend.
 import bigframes.functions._function_session as bff_session
 import bigframes.functions.function as bff
-from bigframes.session import bigquery_session
+from bigframes.session import bigquery_session, bq_caching_executor, executor
 import bigframes.session._io.bigquery as bf_io_bigquery
 import bigframes.session.anonymous_dataset
 import bigframes.session.clients
-import bigframes.session.executor
 import bigframes.session.loader
 import bigframes.session.metrics
 import bigframes.session.validation
@@ -245,14 +244,12 @@ def __init__(
         self._temp_storage_manager = (
             self._session_resource_manager or self._anon_dataset_manager
         )
-        self._executor: bigframes.session.executor.Executor = (
-            bigframes.session.executor.BigQueryCachingExecutor(
-                bqclient=self._clients_provider.bqclient,
-                bqstoragereadclient=self._clients_provider.bqstoragereadclient,
-                storage_manager=self._temp_storage_manager,
-                strictly_ordered=self._strictly_ordered,
-                metrics=self._metrics,
-            )
+        self._executor: executor.Executor = bq_caching_executor.BigQueryCachingExecutor(
+            bqclient=self._clients_provider.bqclient,
+            bqstoragereadclient=self._clients_provider.bqstoragereadclient,
+            storage_manager=self._temp_storage_manager,
+            strictly_ordered=self._strictly_ordered,
+            metrics=self._metrics,
         )
         self._loader = bigframes.session.loader.GbqDataLoader(
             session=self,