Introducing experimental OpenCL backend with support for Qualcomm Adreno GPUs (#10693)
* [cl][adreno] Add Adreno GPU support Add new OpenCL backend to support Adreno GPUs --------- Co-authored-by: Skyler Szot <quic_sszot@quicinc.com> Co-authored-by: Shangqing Gu <quic_shawngu@quicinc.com> Co-authored-by: Alexander Angus <quic_aangus@quicinc.com> Co-authored-by: Hongqiang Wang <quic_wangh@quicinc.com> Co-authored-by: Max Krasnyansky <quic_maxk@quicinc.com> * [cl][ci] Add workflow for CL * [cl][adreno] Fix memory leak for non SMALL_ALLOC path * opencl: integrate backend dyn.load interface and fix compiler and format warnings * opencl: remove small-alloc support and fix build errors for non-opencl platforms * opencl: fixed merge conflict (MUSA added twice in cmake) * opencl-ci: use RUNNER_TEMP instead of github.workspace * opencl: fix embed tool invocation with python3 * opencl: CI workflow fixes * opencl: Clean up small-alloc in CMake files * opencl: cleanup ggml-opencl2 header file * opencl: use ulong for offsets and strides in ADD kernel * opencl: use cl_ulong for all offsets * opencl: use cl_ulong for sizes and strides * opencl: use `GGML_LOG_xxx` instead of `fprintf(stderr, ...)` * opencl: rename backend `opencl2` -> `opencl` * opencl: rename kernel files `ggml-opencl2` -> `ggml-opencl` * opencl: make OpenCL required, remove redundant lib and inc directories * `ggml-base`, `..` and `.` are added by `ggml_add_backend_library` * opencl: rename backend - funcs, structs, etc `opencl2` -> `opencl` * opencl: remove copyright marker since main license already covers * opencl: replace some more OPENCL2 leftovers * opencl: remove limits on `tensor_extra` * opencl: use pools for `tensor_extra` * opencl: fix compiler warnings with GCC and Clang Still getting the warning about clCreateCmdQueue being obsolete. Will fix that separately. * opencl: fail gracefully if opencl devices are not available Also for unsupported GPUs. * opencl: fix MSVC builds (string length error) * opencl: check for various requirements, allow deprecated API * opencl: update log message for unsupported GPUs --------- Co-authored-by: Skyler Szot <quic_sszot@quicinc.com> Co-authored-by: Shangqing Gu <quic_shawngu@quicinc.com> Co-authored-by: Alexander Angus <quic_aangus@quicinc.com> Co-authored-by: Hongqiang Wang <quic_wangh@quicinc.com> Co-authored-by: Max Krasnyansky <quic_maxk@quicinc.com>
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ggml/src/ggml-opencl/kernels/ggml-opencl_transpose_16.cl
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ggml/src/ggml-opencl/kernels/ggml-opencl_transpose_16.cl
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// 16-bit transpose, loading/storing an 8x8 tile of elements
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kernel void kernel_transpose_16(
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__read_only image1d_buffer_t input,
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__write_only image1d_buffer_t output,
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const uint rows,
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const uint cols
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) {
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const int i = get_global_id(0);
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const int j = get_global_id(1);
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const int i_3 = i<<3;
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const int j_3 = j<<3;
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ushort8 temp0 = as_ushort8(read_imagef(input, (j_3+0)*cols+i));
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ushort8 temp1 = as_ushort8(read_imagef(input, (j_3+1)*cols+i));
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ushort8 temp2 = as_ushort8(read_imagef(input, (j_3+2)*cols+i));
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ushort8 temp3 = as_ushort8(read_imagef(input, (j_3+3)*cols+i));
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ushort8 temp4 = as_ushort8(read_imagef(input, (j_3+4)*cols+i));
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ushort8 temp5 = as_ushort8(read_imagef(input, (j_3+5)*cols+i));
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ushort8 temp6 = as_ushort8(read_imagef(input, (j_3+6)*cols+i));
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ushort8 temp7 = as_ushort8(read_imagef(input, (j_3+7)*cols+i));
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write_imagef(output, (i_3+0)*rows+j, as_float4((ushort8)(temp0.s0, temp1.s0, temp2.s0, temp3.s0, temp4.s0, temp5.s0, temp6.s0, temp7.s0)));
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write_imagef(output, (i_3+1)*rows+j, as_float4((ushort8)(temp0.s1, temp1.s1, temp2.s1, temp3.s1, temp4.s1, temp5.s1, temp6.s1, temp7.s1)));
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write_imagef(output, (i_3+2)*rows+j, as_float4((ushort8)(temp0.s2, temp1.s2, temp2.s2, temp3.s2, temp4.s2, temp5.s2, temp6.s2, temp7.s2)));
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write_imagef(output, (i_3+3)*rows+j, as_float4((ushort8)(temp0.s3, temp1.s3, temp2.s3, temp3.s3, temp4.s3, temp5.s3, temp6.s3, temp7.s3)));
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write_imagef(output, (i_3+4)*rows+j, as_float4((ushort8)(temp0.s4, temp1.s4, temp2.s4, temp3.s4, temp4.s4, temp5.s4, temp6.s4, temp7.s4)));
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write_imagef(output, (i_3+5)*rows+j, as_float4((ushort8)(temp0.s5, temp1.s5, temp2.s5, temp3.s5, temp4.s5, temp5.s5, temp6.s5, temp7.s5)));
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write_imagef(output, (i_3+6)*rows+j, as_float4((ushort8)(temp0.s6, temp1.s6, temp2.s6, temp3.s6, temp4.s6, temp5.s6, temp6.s6, temp7.s6)));
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write_imagef(output, (i_3+7)*rows+j, as_float4((ushort8)(temp0.s7, temp1.s7, temp2.s7, temp3.s7, temp4.s7, temp5.s7, temp6.s7, temp7.s7)));
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}
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