Dmitri Smirnov

# Ask a Question ### Question Operator Pad defines 3 padding modes, one of them is `reflect`. The documentation also states that `pads` may contain negative numbers, in which case...

Partition convolution utilities for parallel processing

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**Description**: This change partitions `Im2Col` and `Col2Im` utilities for multi-threaded batching. This is done on the basis of the algo/data cost rather than on a per-channel basis. Multiple channels are...

Deprecate custom op api

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**Description**: Deprecate and replace the usage of CustomOpApi. This structure of C++ API simply forwards to C API and brings no value in terms of exception safety, convenience and resource...

[Build] Onnxruntime C++ samples do not build off Cmake installed onnxruntime

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### Describe the issue Build and install onnxruntime from source with `CMAKE_PREFIX` defined Install it and trying building samples. Imagenet `main.cc` fails to include `cpu_provider.h` because it is not installed...

### Description Implement Resize-18 on CUDA. ### Motivation and Context Performance

# Ask a Question ### Question I am little bit perplexed by ONNX test data definition and struggling to write code that loads it. It says that the values of...

Shape Inference code assumes that FunctionProto attribute has an entry for every attribute_proto entries

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# Bug Report ### Is the issue related to model conversion? No. ### Describe the bug To resolve ref_attribute names within `FunctionProto` nodes, the code builds a map name ->...

[CUDA, DML] MatMul does not properly handle matrices with inner dim == 0

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### Describe the issue MatMul is expected to produce a valid result when it is multiplying matrices with inner dimension equal to zero. For example, operands of shapes {16,0} x...

Segfault in Einsum shape inference

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# Bug Report ### Is the issue related to model conversion? The attached model invokes Einsum shape inference. The input 0 shape comes in as a scalar which is not...

### Description Verify external data references in TensorProto specify data location that is under the model directory structure, reject absolute paths and paths that escape the model path. Make the...