Unified conv3D API + support for all data types. (#133)

* Convolution ND

* Code unification across dimensions for generating tensor descriptors.
* Example
* Instances

* Move convnd f32 instance file to comply with repo structure.

* Conv 1D tensor layouts.

* Formatting and use ReferenceConv

* Reference ConvFwd supporting 1D and 2D convolution.

* Debug printing TensorLayout name.

* Conv fwd 1D instance f32

* Refactor conv ND example.

Needed to support various conv dimensio.

Needed to support various conv dimensions

* Rename conv nd example director to prevent conflicts.

* Refactor some common utility to single file.

Plus some tests.

* Refactor GetHostTensorDescriptor + UT.

* Add 1D test case.

* Test reference convolution 1d/2d

* Remove some leftovers.

* Fix convolution example error for 1D

* Refactor test check errors utility function.

* Test Conv2D Fwd XDL

* More UT for 1D case.

* Parameterize input & weight initializers.

* Rename example to prevent conflicts.

* Split convnd instance into separate files for 1d/2d

* Address review comments.

* Fix data type for flops/gbytes calculations.

* Assign example number 11.

* 3D cases for convolution utility functions.

* 3D reference convolution.

* Add support for 3D convolution.

* Check for inputs bigger than  2GB.

* Formatting

* Support for bf16/f16/f32/i8 - conv instances + UT.

* Use check_err from test_util.hpp.

* Split convnd test into separate files for each dim.

* Fix data generation and use proper instances.

* Formatting

* Skip tensor initialization if not necessary.

* Fix CMakefiles.

* Remove redundant conv2d_fwd test.

* Lower problem size for conv3D UT.

* 3D case for convnd example.

* Remove leftovers after merge.

* Add Conv Specialization string to GetTypeString

* Skip instance causing numerical errors.

* Small fixes.

* Remove redundant includes.

* Fix namespace name error.

* Script for automatic testing and logging convolution fwd UTs

* Comment out numactl cmd.

* Refine weights initalization and relax rtol for fp16

* Fix weights initialization for int8.

* Add type_convert when store output in ref conv 1D.

* Get back old conv2d_fwd_xdl operation.

* Silence conv debug print.

* format

* clean

* clean

* Fix merge.

* Fix namespace for check_err

Co-authored-by: Adam Osewski <aosewski@amd.com>
Co-authored-by: Chao Liu <chao.liu2@amd.com>
This commit is contained in:
Adam Osewski
2022-03-23 16:23:13 +01:00
committed by GitHub
parent 2206136628
commit f91579aab6
39 changed files with 2586 additions and 863 deletions

View File

@@ -273,21 +273,21 @@ bool test_reduce_with_index_impl(int init_method,
{
reduce_util::to_f32_vector(out, out_fp32);
reduce_util::to_f32_vector(out_ref, out_ref_fp32);
single_result = test_util::check_err(
single_result = test::check_err(
out_fp32.mData, out_ref_fp32.mData, "Error: incorrect data result!");
}
else
{
single_result =
test_util::check_err(out.mData, out_ref.mData, "Error: incorrect data result!");
test::check_err(out.mData, out_ref.mData, "Error: incorrect data result!");
};
if(NeedIndices)
{
out_indices_dev.FromDevice(out_indices.mData.data());
single_result = single_result && test_util::check_err(out_indices_ref.mData,
out_indices.mData,
"Error: incorrect index result!");
single_result = single_result && test::check_err(out_indices_ref.mData,
out_indices.mData,
"Error: incorrect index result!");
};
if(!single_result)
@@ -370,22 +370,21 @@ bool test_reduce_with_index_impl(int init_method,
{
reduce_util::to_f32_vector(out, out_fp32);
reduce_util::to_f32_vector(out_ref, out_ref_fp32);
single_result = test_util::check_err(
single_result = test::check_err(
out_fp32.mData, out_ref_fp32.mData, "Error: incorrect data result!");
}
else
{
single_result =
test_util::check_err(out.mData, out_ref.mData, "Error: incorrect data result!");
test::check_err(out.mData, out_ref.mData, "Error: incorrect data result!");
};
if(NeedIndices)
{
out_indices_dev.FromDevice(out_indices.mData.data());
single_result =
single_result && test_util::check_err(out_indices_ref.mData,
out_indices.mData,
"Error: incorrect index result!");
single_result = single_result && test::check_err(out_indices_ref.mData,
out_indices.mData,
"Error: incorrect index result!");
};
if(!single_result)