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A couple of ir utilities #1972

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Dec 9, 2024
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58 changes: 58 additions & 0 deletions onnxscript/rewriter/_ir_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,12 +2,70 @@
# Licensed under the MIT License.
from __future__ import annotations

import numpy as np

import onnxscript.ir as ir
from onnxscript.optimizer import basic_constant_propagation


def display_slice(x: ir.Value | ir.Node, backward: bool = True, depth_limit: int = 5):
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"""Display the subgraph computing a given value or node upto a certain depth."""
slice = []

def visit(node: ir.Node, depth):
if node in slice:
return
slice.append(node)
if depth < depth_limit:
if backward:
for inp in node.inputs:
if inp is not None and inp.producer() is not None:
visit(inp.producer(), depth + 1)
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else:
for out in node.outputs:
for consumer, _ in out.uses():
visit(consumer, depth + 1)

if isinstance(x, ir.Node):
visit(x, 0)
elif isinstance(x, ir.Value) and x.producer() is not None:
visit(x.producer(), 0)
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if slice:
graph = slice[0].graph
if graph:
# Display nodes in same order as in graph:
# Currently doesn't handle (control-flow) subgraphs
for node in graph:
if node in slice:
node.display()
else:
for node in reversed(slice):
node.display()


def get_const_value(value: ir.Value) -> ir.TensorProtocol | None:
node = value.producer()
if node is not None:
basic_constant_propagation([node])
return value.const_value


def get_numpy_value(val: ir.Value | None) -> np.ndarray | None:
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if val is None:
return None
const_value = val.const_value
if const_value is not None:
try:
return const_value.numpy()
except FileNotFoundError:
# External data is not available.
return None
return None


def get_singleton_value(val: ir.Value | None):
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"""Returns element of a single element tensor constant value, and None otherwise."""
np_val = get_numpy_value(val)
if np_val is not None and np_val.size == 1:
return np_val.item()
return None
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