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path: root/src/dynamic_fusion/sketch/gpu/ckw_driver
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2024-02-01Use the stable CKW API in the GPU dynamic fusion backendGunes Bayir
- Refactor all kernels to work with the CKW stable API - Add support for sub-tile in the op_load/op_store CKW operator - Fix mismatch in resize - Add comments in all kernels written with CKW to help developers understand the structure of the code - Add texture image support in depthwise convolution written with CKW - Add support for different block sizes in depthwise convolution - Remove the use of the dynamic fusion helper functions. - Add support for floor in the op_unary() of CKW Resolves: COMPMID-6708, COMPMID-6743, COMPMID-6530 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Signed-off-by: Jakub Sujak <jakub.sujak@arm.com> Change-Id: I8104ce4d04a3138a1aeb0b84940e1f1c89e76069 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10914 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-10-31Extend CKW MatMul with nt_tAdnan AlSinan
- Add the kernel variant: (nt_t) to GpuCKWMatMul. - Extend CKW MatMul validation test with nt_t. - Fixes a bug in CKW where z-dim = 1. Resolves: COMPMID-6435 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: I4c5e8791e55f21ffff3c11eca7802c51a4259977 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10525 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-10-10Port MatMul to Dynamic Fusion + CKW boilerplate codeAdnan AlSinan
- Port Matmaul to to Dynamic Fusion. - Prepare a CKW boilerplate code. - Implement the following classes: - MatMulAttributes - GPUMatMulSettings - GpuMatMul - ClComponentMatMul - GpuCkwMatMul Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: I5a7c183b293973e8a4233b554b2affe0bb28f44d Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10453 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-10-04Port DepthwiseConv2d operator to Ckwramy.elgammal@arm.com
- Only support 1x1 blocks, i.e. n0=1, m0=1. - Dilation not supported yet. Resolves: COMPMID-6258 Signed-off-by: ramy.elgammal@arm.com <ramy.elgammal@arm.com> Change-Id: I1dcfd7640fb40e112736dedc81847f7b1b50dba2 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10411 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2023-09-28Apply clang-format on repositoryFelix Thomasmathibalan
Code is formatted as per a revised clang format configuration file(not part of this delivery). Version 14.0.6 is used. Exclusion List: - files with .cl extension - files that are not strictly C/C++ (e.g. Android.bp, Sconscript ...) And the following directories - compute_kernel_writer/validation/ - tests/ - include/ - src/core/NEON/kernels/convolution/ - src/core/NEON/kernels/arm_gemm/ - src/core/NEON/kernels/arm_conv/ - data/ There will be a follow up for formatting of .cl files and the files under tests/ and compute_kernel_writer/validation/. Signed-off-by: Felix Thomasmathibalan <felixjohnny.thomasmathibalan@arm.com> Change-Id: Ib7eb1fcf4e7537b9feaefcfc15098a804a3fde0a Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10391 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
2023-09-15Fix include dependencies for mass reformatting patchGunes Bayir
This patch fixes some include dependencies in certain files that caused build failures in https://review.mlplatform.org/c/ml/ComputeLibrary/+/10287. It also circumvents some clang-format glitches. Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I8e9d3307edd2d1afd17c685c9bc9429624130e5a Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10313 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: <felixjohnny.thomasmathibalan@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-08-31Port ClTemplatePool2d to ckwAdnan AlSinan
- Fixes a bug when using FP16 constant in some cases. - Adds op_write_raw_code to handle some special cases. - Ports MxN pooling 2d layer into ckw. - Adds unary function 'negate' to ckw. - Updates pool2d validation tests to include store op. Resovles COMPMID-6263 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: If8c683761fead79bd519aef28cc65de78d3ec629 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10172 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-08-30Port Resize operator to CKWGunes Bayir
Use Compute Kernel Writer (CKW) to generate code for Resize operator in the Dynamic Fusion interface. Supports Nearest Neighbor and Bilinear interpolation methods. Resolves: COMPMID-6265 Change-Id: Ib0a5158bd4208123c84f6a1dc54f29d82fd55dcd Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Signed-off-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10174 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-08-07Port DirectConv2d to CKW backendJakub Sujak
Ports the direct convolution 2D kernel from the experimental Dynamic Fusion interface to use the new Compute Kernel Writer backend for OpenCL code generation. Support is for FP16/FP32 only. Resolves: COMPMID-6259 Change-Id: Ia8d7b9cb789737b22b1d877cd798a73eda0ce4ab Signed-off-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10059 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-28Port ElementwiseBinary to CKW part 2SiCong Li
* Add fp16 support * Implement broadcasting to elementwise binary * Implement kernel name and kernel config id * Always use explicit cast in ckw unary, binary and ternary elementwise functions. This is to address the accidental use of double literals, with other benefits. * Refactor TypeConverter for smaller includes Resolves COMPMID-6260 Change-Id: I26b726746f8c0dd7b5942ad379d56f4d7642d15f Signed-off-by: SiCong Li <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9999 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-25Add GpuKernelArgumentBinding for runtime argument settingSiCong Li
* Add flexible runtime argument setting that accept argument bindings exported from ckw. * Introduce internal build flag ACL_INTERNAL_TEST_CKW_IN_DF. If set to true, ckw will be tested in dynamic fusion validation tests. Otherwise it will not be tested and the dynamic fusion will keep using ClTemplateWriter instead. * Fix CKW sampler for elementwise binary to deal with tile sizes > 1 in both dimensions Resolves: COMPMID-6282 Partially resolves: COMPMID-6260 Signed-off-by: SiCong Li <sicong.li@arm.com> Change-Id: I0ab225a4484eb2119643d900a4e72806558626ee Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9917 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-by: Anitha Raj <Anitha.Raj@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-18Break up core/Utils.h to reduce unused code being included everywhereMatthew Bentham
Makes a small difference to compile times and opens up other opportunities to simplify code. Change-Id: I232876910bbe4fa9719f4a0ce4a54c090faeb5ef Signed-off-by: Matthew Bentham <Matthew.Bentham@arm.com> Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/532429 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9856 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-14Port ClTemplateCast into CkwAdnan AlSinan
Resolves COMPMID-6257 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: I3e56ff1f1109924da02d0abd0354a3f1fa095ee7 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9914 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Nikolaj Jensen <nikolaj.jensen@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-14Port ClTemplateActivation into CkwAdnan AlSinan
Resolves COMPMID-6256 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: I48f6a9dfadefced20802bec1ab4ab843a9deba6e Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9912 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-10Port operations to CKW prototypeNikolaj Jensen
Resolves: COMPMID-6334 Signed-off-by: Nikolaj Jensen <nikolaj.jensen@arm.com> Change-Id: I500d30f09daec4087eb3e7aecd1de77dc8fd53b4 Signed-off-by: Nikolaj Jensen <nikolaj.jensen@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9828 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-06Move CKW prototype to separate directoryViet-Hoa Do
Partially resolves: COMPMID-6283 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Change-Id: I7596e3dc357d6f0b9cbe66534523943a73c26d81 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9864 Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-07-04Add Kernel Writer driver code to dynamic fusionSiCong Li
* Partially port ElementwiseBinary component to ckw (broadcast not supported yet) * Port Store component to ckw * Move KernelArgumentsHelpers to ckw_driver/ as it's only used by the driver ckw_driver is a middle layer between dynamic fusion and Compute Kernel Writer (CKW). It consumes the fused kernel component stream produced by Dynamic Fusion and uses CKW to write the kernel code complete with all meta info needed by the runtime to enqueue the kernel. It consists of two parts: * Kernel writing: This resides in dynamic_fusion/sketch * Runtime utilities: This resides in dynamic_fusion/runtime The integration (separation between DF and CKW) occurs in two places: * Inside GpuCKWDriver global driver that coordinates how the final fused kernel code is assembled together alongwith other meta info needed by runtime. * Inside each instantiated IGpuCKWComponentDriver component driver that drives CKW to write component-specific code or do component-specific configurations Partially resolves: COMPMID-5792 COMPMID-6282 COMPMID-6260 COMPMID-6266 Signed-off-by: SiCong Li <sicong.li@arm.com> Change-Id: Ib57a080a65fe8cfee1a8df1529fe572005a6d2f2 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9847 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>