…m2col]: added/modified several test cases for (non-)square images and kernels

…ol]: added/modified several test cases for (non-)square images and kernels

…instead of integer as required by im2col node

[test_general_transformation]: changed the type of the kernel_size attribute to list of integers

…d kernels and non-equal padding.

[test_conv_lowering]: added/modified test cases for non-equal padding, depthwise convolution and 'standard' convolution.

…in tests

…lutions in tests"

This reverts commit 3ff449c

…mages and kernels and non-equal padding."

This reverts commit 15e34ed.

This reverts commit c524020.

…on value must be equal along each axis.

[test_im2col] added several test cases in case dilations = 2 (a.o. cases where image and kernel are 2D and 1D, with and without padding, and with stride = 2).
[lower_convs_to_matmul] added support for dilation value. Dilation value must be equal along each axis.
[test_conv_lowering] added test case for dilations = 2 for 2D and 1D images and kernels, with and without padding, and with stride = 2.

[test_conv_lowering] added more dilation values to test cases. Dilation values of {1, 2, 3, 4} are tested.

…on-equal and equal padding is assumed.

[test_im2col] changed function call to compute_conv_output_dim
[test_conv_lowering] changed function call to compute_conv_output_dim

…on-equal and equal padding is assumed.

[test_im2col] changed function call to compute_conv_output_dim.
[test_conv_lowering] changed function call to compute_conv_output_dim.
[lower_convs_to_matmul] removed old assertion.

[lower_convs_to_matmul]: changed how the kernel size attribute is read (based on how a square kernel is instantiated).

[lower_convs_to_matmul]: changed how the kernel size attribute is read (based on how a square kernel is instantiated).

[lower_convs_to_matmul]: changed how the kernel size attribute is read (based on how a square kernel is instantiated).

…onvolutions

[test_conv_lowering]: merged test functions into one test function.

…nx#20)

* [im2col.py]: support for non-square input images and kernels, [test_im2col]: added/modified several test cases for (non-)square images and kernels

* [im2col]: support for non-square input images and kernels, [test_im2col]: added/modified several test cases for (non-)square images and kernels

* [test_general_transformation]: changed kernel_size attribute to list instead of integer as required by im2col node

* [base]: changed how the "ints" field of AttributeProto set.
[test_general_transformation]: changed the type of the kernel_size attribute to list of integers

* removed unused import

* [base]: added support for writing repeated fields in AttributeProto

* minor style changes

* [im2col, test_im2col]: added support for non-equal padding

* [lower_convs_to_matmul]: added support for non-square input images and kernels and non-equal padding.
[test_conv_lowering]: added/modified test cases for non-equal padding, depthwise convolution and 'standard' convolution.

* [test_conv_lowering]: included 1D depthwise and regular convolutions in tests

* Revert "[test_conv_lowering]: included 1D depthwise and regular convolutions in tests"

This reverts commit 3ff449c

* Revert "[lower_convs_to_matmul]: added support for non-square input images and kernels and non-equal padding."

This reverts commit 15e34ed.

* Revert "[im2col, test_im2col]: added support for non-equal padding"

This reverts commit c524020.

* [im2col]: changed how a square kernel is instantiated.
[lower_convs_to_matmul]: changed how the kernel size attribute is read (based on how a square kernel is instantiated).

* [im2col]: minor change in style.

* [Im2Col] style fixes and comments

Co-authored-by: Yaman Umuroglu <[email protected]>

… transformation (Xilinx#16)

* [im2col.py]: support for non-square input images and kernels, [test_im2col]: added/modified several test cases for (non-)square images and kernels

* [im2col]: support for non-square input images and kernels, [test_im2col]: added/modified several test cases for (non-)square images and kernels

* [test_general_transformation]: changed kernel_size attribute to list instead of integer as required by im2col node

* [base]: changed how the "ints" field of AttributeProto set.
[test_general_transformation]: changed the type of the kernel_size attribute to list of integers

* removed unused import

* [base]: added support for writing repeated fields in AttributeProto

* minor style changes

* [im2col, test_im2col]: added support for non-equal padding

* [lower_convs_to_matmul]: added support for non-square input images and kernels and non-equal padding.
[test_conv_lowering]: added/modified test cases for non-equal padding, depthwise convolution and 'standard' convolution.

* [test_conv_lowering]: included 1D depthwise and regular convolutions in tests

* Revert "[test_conv_lowering]: included 1D depthwise and regular convolutions in tests"

This reverts commit 3ff449c

* Revert "[lower_convs_to_matmul]: added support for non-square input images and kernels and non-equal padding."

This reverts commit 15e34ed.

* Revert "[im2col, test_im2col]: added support for non-equal padding"

This reverts commit c524020.

* [im2col] function compute_conv_output_dim can now be called in case non-equal and equal padding is assumed.
[test_im2col] changed function call to compute_conv_output_dim.
[test_conv_lowering] changed function call to compute_conv_output_dim.
[lower_convs_to_matmul] removed old assertion.

* [im2col]: changed how a square kernel is instantiated.
[lower_convs_to_matmul]: changed how the kernel size attribute is read (based on how a square kernel is instantiated).

* [im2col]: changed how a square kernel is instantiated.
[lower_convs_to_matmul]: changed how the kernel size attribute is read (based on how a square kernel is instantiated).

* [im2col]: minor change in style.

* [test_conv_lowering]: minor fix for test case depthwise and regular convolutions

* Support for non-square input images and kernels for im2col node (Xilinx#20)

* [im2col.py]: support for non-square input images and kernels, [test_im2col]: added/modified several test cases for (non-)square images and kernels

* [im2col]: support for non-square input images and kernels, [test_im2col]: added/modified several test cases for (non-)square images and kernels

* [test_general_transformation]: changed kernel_size attribute to list instead of integer as required by im2col node

* [base]: changed how the "ints" field of AttributeProto set.
[test_general_transformation]: changed the type of the kernel_size attribute to list of integers

* removed unused import

* [base]: added support for writing repeated fields in AttributeProto

* minor style changes

* [im2col, test_im2col]: added support for non-equal padding

* [lower_convs_to_matmul]: added support for non-square input images and kernels and non-equal padding.
[test_conv_lowering]: added/modified test cases for non-equal padding, depthwise convolution and 'standard' convolution.

* [test_conv_lowering]: included 1D depthwise and regular convolutions in tests

* Revert "[test_conv_lowering]: included 1D depthwise and regular convolutions in tests"

This reverts commit 3ff449c

* Revert "[lower_convs_to_matmul]: added support for non-square input images and kernels and non-equal padding."

This reverts commit 15e34ed.

* Revert "[im2col, test_im2col]: added support for non-equal padding"

This reverts commit c524020.

* [im2col]: changed how a square kernel is instantiated.
[lower_convs_to_matmul]: changed how the kernel size attribute is read (based on how a square kernel is instantiated).

* [im2col]: minor change in style.

* [Im2Col] style fixes and comments

Co-authored-by: Yaman Umuroglu <[email protected]>

* Update AUTHORS.rst

Co-authored-by: Yaman Umuroglu <[email protected]>

…-base into mmrahorovic-im2col_dilation