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fengyuentau avatar fengyuentau commented on June 12, 2024 1

@LaurentBerger I made a patch to fix this problem. The last subgraph in the model (after the last Conv) matches the LayerNorm subgraph pattern but it should not due to axes[-1] is not either -1 nor the axis of the last dimension. This was not considered in the previous matching implementation.

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LaurentBerger avatar LaurentBerger commented on June 12, 2024

Problem is in AttentionLayer.
this

/*  Fusion for LayerNormalization.

    Graph before fusion
           +-> ReduceMean ->+
           |                |
        [Input]  ------->  Sub  ----------------------------------------------->  Div -> Mul(B=weight) -> Add(B=bias) -> [Output]
                            |                                                      |
                            +-> Pow(Y=2) -> ReduceMean -> Add(B=epsilon) -> Sqrt ->+

    Graph after fusion
        [Input] -> LayerNorm -> [Output]
                        \
                    [weight], [bias]
*/

cannot replace this case (extract from sam encoder)
test_attentionlayer (2).zip

image

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asmorkalov avatar asmorkalov commented on June 12, 2024

@fengyuentau could you take a look?

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LaurentBerger avatar LaurentBerger commented on June 12, 2024

How to solve? add a flag to disable onnx_graph_simplifier

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