# Copyright (c) Meta Platforms, Inc. and affiliates. # All rights reserved. # # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. from typing import cast, Dict, List import torch from executorch.backends.xnnpack._passes.channels_last_tagged_reshape_pass import ( ChannelsLastTaggedReshapePass, ) from executorch.backends.xnnpack.operators.node_visitor import ( NodeVisitor, register_node_visitor, ) from executorch.backends.xnnpack.serialization.xnnpack_graph_schema import ( XNNGraph, XNNStaticTranspose, XNode, ) from executorch.backends.xnnpack.utils.utils import ( check_or_raise, get_input_node, PERM_NCHW_TO_NHWC, PERM_NHWC_TO_NCHW, ) @register_node_visitor class PermuteVisitor(NodeVisitor): target = "aten.permute_copy.default" def __init__(self, *args) -> None: super().__init__(*args) def define_node( self, node: torch.fx.Node, xnn_graph: XNNGraph, vals_to_ids: Dict[torch.fx.Node, int], debug_handle: int, ) -> None: self.define_nodes_tensor_inputs_outputs(node, xnn_graph, vals_to_ids) # input input_id = vals_to_ids[get_input_node(node, 0)] # output output_id = vals_to_ids[node] # permutation permute_order = cast(List[int], node.args[1]) # change permute order if under channels last is_channels_last = node.meta.get( ChannelsLastTaggedReshapePass.XNN_NHWC_NODE, False ) if is_channels_last: check_or_raise( len(permute_order) == 4, "Internal Error: Permute was tagged in channels last but is not 4D", ) permute_order_in_contiguous = [PERM_NHWC_TO_NCHW[i] for i in permute_order] permute_order_in_channels_last = [ permute_order_in_contiguous[i] for i in PERM_NCHW_TO_NHWC ] permute_order = permute_order_in_channels_last ser_node = XNode( xnode_union=XNNStaticTranspose( input_id=input_id, num_dims=len(permute_order), perm=permute_order, output_id=output_id, flags=0, ), debug_handle=debug_handle, ) xnn_graph.xnodes.append(ser_node)