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Fixed performance drop for Interpolate-4 (#4354)

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* Commit.

* Reverted fix in the nGraph conversion of Intepolate-1 into Interpolate-4.

* Small fix.

* Added comment.

* Added TODO.
This commit is contained in:
Vladimir Gavrilov 2021-02-17 10:58:08 +03:00 committed by GitHub
parent 24aeb16fd1
commit 3b2506989e
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1 changed files with 15 additions and 1 deletions
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16
inference-engine/src/transformations/src/transformations/op_conversions/convert_interpolate1_to_interpolate4.cpp
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@ -36,6 +36,7 @@ ngraph::pass::ConvertInterpolate1ToInterpolate4::ConvertInterpolate1ToInterpolat
i++; i++;
} }
auto input_shape_rank = inp_partial_shape.rank().get_length();
auto scalesConstant = ngraph::op::Constant::create(ngraph::element::f32, {scales.size()}, scales); auto scalesConstant = ngraph::op::Constant::create(ngraph::element::f32, {scales.size()}, scales);
auto axisConstant = ngraph::op::Constant::create(ngraph::element::i64, {attrsV0.axes.size()}, auto axisConstant = ngraph::op::Constant::create(ngraph::element::i64, {attrsV0.axes.size()},
std::vector<std::size_t>{attrsV0.axes.begin(), attrsV0.axes.end()}); std::vector<std::size_t>{attrsV0.axes.begin(), attrsV0.axes.end()});
@ -45,7 +46,20 @@ ngraph::pass::ConvertInterpolate1ToInterpolate4::ConvertInterpolate1ToInterpolat
if (attrsV0.mode == "nearest") { if (attrsV0.mode == "nearest") {
attrsV4.mode = ngraph::opset4::Interpolate::InterpolateMode::nearest; attrsV4.mode = ngraph::opset4::Interpolate::InterpolateMode::nearest;
} else if (attrsV0.mode == "linear") { } else if (attrsV0.mode == "linear") {
attrsV4.mode = ngraph::opset4::Interpolate::InterpolateMode::linear; // If we write only
// attrsV4.mode = ngraph::op::v4::Interpolate::InterpolateMode::linear;
// instead of a conditional statements below when attrsV0.mode == "linear",
// then we have a performance drop, because CPU and GPU have no optimized
// version of the 'linear' mode.
// TODO: delete this conditional statement, when CPU and GPU will have
// optimized version of the 'linear' mode.
if (input_shape_rank < 5) {
attrsV4.mode = ngraph::op::v4::Interpolate::InterpolateMode::linear_onnx;
} else if (input_shape_rank == 5) {
attrsV4.mode = ngraph::op::v4::Interpolate::InterpolateMode::linear;
} else {
return false;
}
} else if (attrsV0.mode == "cubic") { } else if (attrsV0.mode == "cubic") {
attrsV4.mode = ngraph::opset4::Interpolate::InterpolateMode::cubic; attrsV4.mode = ngraph::opset4::Interpolate::InterpolateMode::cubic;
} else if (attrsV0.mode == "linear_onnx") { } else if (attrsV0.mode == "linear_onnx") {