Yasushi Negishi

# Model Request ### Which model would you like to see in the model zoo? [text/machine_comprehension/bidirectional_attention_flow/model/bidaf-9.onnx](https://github.com/onnx/models/blob/main/text/machine_comprehension/bidirectional_attention_flow/model/bidaf-9.onnx) ### Describe why newer opset of this model is relevant The model's opset is...

Add a rule to combine two transposes besides leaky relu into a sigle transpose

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Add a rule to combine two transposes besides leaky relu into a simple transpose. Signed-off-by: Yasushi Negishi

[NNPA] Support ULP-based tolerance setting for backend test on NNPA by the TEST_ULPTOL environment.

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Support ULP(Unit in the Last Place)-based tolerance setting for backend test on NNPA. For example, export TTEST_ULPTOL="DFLOAT:10" specifies the following. Tolerance = ref_output * RTOL + ATOL + ULP *...

Cannot compile bidaf-9.onnx in the model zoo.

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The latest main branch of onnx-mlir cannot compile bidaf-9.onnx in the model zoo. The following errors occur while compilation. ``` $ $ wget https://github.com/onnx/models/blob/main/text/machine_comprehension/bidirectional_attention_flow/model/bidaf-9.onnx?raw=true -O bidaf-9.onnx ... $ ./build/Debug/bin/onnx-mlir bidaf-9.onnx...

[NNPA] Change conditions to apply CPU-padding to fix issue #1775.

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Change conditions to apply CPU-padding to fix issue #1775. [X] Confirmed that yolov3-12 without shape-info reported by PR1775 was fixed. [X] Confirm that no performance regression occurs with ResNet50 and...

# Bug Report ### Which model does this pertain to? The t5-encoder-12 or t5-decoder-with-lm-head-12.onnx models from https://github.com/onnx/models/tree/main/text/machine_comprehension/t5/model . ### Describe the bug These models include onnx.Log operation, but the inputs...

# Bug Report ### Which model does this pertain to? Bidaf https://github.com/onnx/models/tree/main/text/machine_comprehension/bidirectional_attention_flow ### Describe the bug The model includes CategoryMapper op with rank-4 input, although the input rank should be...

This patch fix issue #2749 with reducing tests for check-onnx-backend-dynamic-nnpa, since NNPA cannot be used for some cases with dynamic inputs.

This PR reduces conflicts of different instrumentation messages in a single output line in multiple-thread cases. This PR uses a single "printf" statement for a line to write a whole...

For testing, this PR enables all dynamic backend test to check debugging status to confirm status of Issue #2743