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12 changes: 9 additions & 3 deletions tests/python/frontend/onnx/test_forward.py
Original file line number Diff line number Diff line change
Expand Up @@ -229,7 +229,9 @@ def verify_with_ort(
)


def quantize_and_verify_with_ort(onnx_model, input_names, input_shapes, target, dev):
def quantize_and_verify_with_ort(
onnx_model, input_names, input_shapes, target, dev, rtol=1e-5, atol=1e-5
):
from onnxruntime.quantization import CalibrationDataReader, QuantType, quantize_static

input_arrays = [np.random.random(shape).astype("float32") for shape in input_shapes]
Expand Down Expand Up @@ -258,7 +260,7 @@ def get_next(self):
# opt_level=1 will cause error with qnn lowering
model = onnx.load(model_quant)
verify_with_ort_with_inputs(
model, input_arrays, opt_level=2, target=target, dev=dev, use_vm=True
model, input_arrays, opt_level=2, target=target, dev=dev, use_vm=True, rtol=rtol, atol=atol
)


Expand Down Expand Up @@ -5969,7 +5971,11 @@ def verify_qlinearleakyrelu(inshape, kwargs):
outputs=[helper.make_tensor_value_info("Y", TensorProto.FLOAT, list(in_array.shape))],
)
model = helper.make_model(graph, producer_name="qlinearRelu_test")
quantize_and_verify_with_ort(model, ["X"], [in_array.shape], target, dev)
args = (model, ["X"], [in_array.shape], target, dev)
if dev == "cuda":
quantize_and_verify_with_ort(*args, rtol=1e-2, atol=1e-2)
else:
quantize_and_verify_with_ort(*args)

verify_qlinearleakyrelu([2, 4, 5, 6], {"alpha": 0.25})
verify_qlinearleakyrelu([6, 5, 6, 7], {"alpha": 0.35})
Expand Down