Source code for experimental_experiment.xoptim.patterns.onnx_constants
from typing import List, Optional
from onnx import NodeProto
from ..patterns_api import MatchResult, PatternOptimization
[docs]
class ConstantToInitializerPattern(PatternOptimization):
"""Replaces a node Constant by an initializer and a node Identity."""
[docs]
def match(
self,
g: "GraphBuilderPatternOptimization", # noqa: F821
node: NodeProto,
matched: List[MatchResult],
) -> Optional[MatchResult]:
if node.op_type != "Constant" or node.domain != "":
return self.none()
return MatchResult(self, [node], self.apply, insert_at=node)
[docs]
def apply(
self,
g: "GraphBuilder", # noqa: F821
node: NodeProto,
) -> List[NodeProto]:
cst = g.get_computed_constant(node.output[0])
assert (
cst is not None
), f"Node {g.pretty_node(cst)} is a constant, it must be possible to evaluate it."
init = g.make_initializer(f"{node.output[0]}_cst2init", cst)
return [
g.make_node(
"Identity", [init], node.output, name=f"{self.__class__.__name__}--{node.name}"
)
]