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Remove empty (DQ -> Q -> graph output) sequence in TransposeOptimizer #22172
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onnxruntime/test/testdata/make_transpose_optimizer_empty_dq_q_at_output_model.py
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adrianlizarraga
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[DRAFT] Remove empty (DQ -> Q -> graph output) sequence in TransposeOptimizer
Remove empty (DQ -> Q -> graph output) sequence in TransposeOptimizer
Sep 24, 2024
adrianlizarraga
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September 24, 2024 18:03
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skottmckay
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Sep 24, 2024
onnxruntime/core/optimizer/transpose_optimization/onnx_transpose_optimization.cc
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…se_optimization.cc Co-authored-by: Scott McKay <[email protected]>
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Description
Updates the TransposeOptimizer to also remove empty (DQ -> Q) sequences that occur at a graph output. An empty DQ->Q sequence results from a Transpose being optimized out.
Consider the following example model:
The TransposeOptimizer removes the final Transpose and leaves an empty DQ->Q->output_0 sequence. This PR ensures that the final DQ->Q is also removed.
Motivation and Context
Models with quantized output can run on QNN EP. The inference latency of a customer model is impacted by the unnecessary DQ->Q sequence at the output.