annotate_unbind.py

# Copyright (c) Qualcomm Innovation Center, Inc.
# 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.
import torch
from executorch.backends.qualcomm.builders.node_visitor import dq_ops
from executorch.backends.qualcomm.utils.constants import QCOM_QUANT_ATTRS
from executorch.exir.pass_base import ExportPass, PassResult
from torch.fx.passes.utils.source_matcher_utils import get_source_partitions

from .utils import get_quant_attrs


class AnnotateUnbind(ExportPass):
    """
    Add "quant_attrs" to graph nodes' meta from the QDQ information
    generated after quantization process.
    """

    decomp_ops = [torch.ops.aten.unbind.int]

    def __init__(self, edge_program: torch.export.ExportedProgram):
        super(AnnotateUnbind, self).__init__()
        self.edge_program = edge_program

    def _annotate_unbind(self, graph_module: torch.fx.GraphModule):
        partitions = get_source_partitions(
            graph_module.graph, [torch.unbind, torch.ops.aten.unbind.int, "unbind"]
        )
        for src_partitions in partitions.values():
            for src_partition in src_partitions:
                if src_partition.input_nodes[0].target in dq_ops:
                    q_node = src_partition.input_nodes[0].args[0]
                    quant_attrs = get_quant_attrs(self.edge_program, q_node)
                    for n in src_partition.nodes:
                        n.meta[QCOM_QUANT_ATTRS] = quant_attrs.copy()

    def call(self, graph_module: torch.fx.GraphModule):
        self._annotate_unbind(graph_module)
        graph_module.recompile()
        return PassResult(graph_module, True)