Move subtensor blockwise rewrite

pytensor/tensor/rewriting/blockwise.py

@@ -17,7 +17,6 @@ from pytensor.tensor.subtensor import (
     AdvancedIncSubtensor,
     AdvancedSubtensor,
     Subtensor,
-    indices_from_subtensor,
 )
 
 
@@ -229,29 +228,6 @@ def local_blockwise_reshape(fgraph, node):
         return [new_out]
 
 
-@register_stabilize
-@register_specialize
-@node_rewriter([Blockwise])
-def local_blockwise_of_subtensor(fgraph, node):
-    """Rewrite Blockwise of Subtensor, where the only batch input is the indexed tensor.
-
-    Blockwise(Subtensor{a: b})(x, a, b) -> x[:, a:b] when x has one batch dimension, and a/b none
-    """
-    if not isinstance(node.op.core_op, Subtensor):
-        return
-
-    x, *idxs = node.inputs
-    if not all(all(idx.type.broadcastable) for idx in idxs):
-        return
-
-    core_idxs = indices_from_subtensor(
-        [idx.squeeze() for idx in idxs], node.op.core_op.idx_list
-    )
-    # Add empty slices for the batch dims
-    none_slices = (slice(None),) * node.op.batch_ndim(node)
-    return [x[(*none_slices, *core_idxs)]]
-
-
 class InplaceBlockwiseOptimizer(InplaceGraphOptimizer):
     op = Blockwise
 

pytensor/tensor/rewriting/subtensor.py

@@ -1571,6 +1571,29 @@ compile.optdb.register(
 )
 
 
+@register_stabilize
+@register_specialize
+@node_rewriter([Blockwise])
+def local_blockwise_of_subtensor(fgraph, node):
+    """Rewrite Blockwise of Subtensor, where the only batch input is the indexed tensor.
+
+    Blockwise(Subtensor{a: b})(x, a, b) -> x[:, a:b] when x has one batch dimension, and a/b none
+    """
+    if not isinstance(node.op.core_op, Subtensor):
+        return
+
+    x, *idxs = node.inputs
+    if not all(all(idx.type.broadcastable) for idx in idxs):
+        return
+
+    core_idxs = indices_from_subtensor(
+        [idx.squeeze() for idx in idxs], node.op.core_op.idx_list
+    )
+    # Add empty slices for the batch dims
+    none_slices = (slice(None),) * node.op.batch_ndim(node)
+    return [x[(*none_slices, *core_idxs)]]
+
+
 @register_canonicalize("shape_unsafe")
 @register_stabilize("shape_unsafe")
 @register_specialize("shape_unsafe")