import numpy as np
import onnx
from onnx import GraphProto, OperatorSetIdProto, TensorProto, helper, numpy_helper

X1 = helper.make_tensor_value_info("x1", TensorProto.INT64, [4, 4])
X2 = helper.make_tensor_value_info("x2", TensorProto.INT64, [4, 4])
Y1 = helper.make_tensor_value_info("output1", TensorProto.INT64, [4, 4])
Y2 = helper.make_tensor_value_info("output2", TensorProto.INT64, [4, 4])

add1 = helper.make_node("Add", ["x1", "x2"], ["add1"], name="add1")
add2 = helper.make_node("Add", ["x1", "x2"], ["add2"], name="add2")
id1 = helper.make_node("Identity", ["add1"], ["output1"], name="id1")
id2 = helper.make_node("Identity", ["add2"], ["output2"], name="id2")

# Create the graph (GraphProto)
graph_def = helper.make_graph([add1, add2, id1, id2], "identity_elimination_model", [X1, X2], [Y1, Y2])

opsets = []
onnxdomain = OperatorSetIdProto()
onnxdomain.version = 12
onnxdomain.domain = ""  # The empty string ("") or absence of this field implies the operator set that is defined as part of the ONNX specification.
opsets.append(onnxdomain)

msdomain = OperatorSetIdProto()
msdomain.version = 1
msdomain.domain = "com.microsoft"

opsets.append(msdomain)
kwargs = {}
kwargs["opset_imports"] = opsets

# Create the model (ModelProto)
model_def = helper.make_model(graph_def, producer_name="onnx-example", **kwargs)
onnx.save(model_def, "id-elim.onnx")
