Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* metal : add mean kernel

ggml-ci

* cont : dedup implementation

ggml-ci

…fallback to CPU buffer (llama/14249)

Addresses unused reorder path

* Change _contains_any() substrs to std::string_view and fix the find comparison logic.

Support for Arm runtime feature detection has now been added to GGML_CPU_ALL_VARIANTS. This removes the old and not very functional code.

* CUDA: add conv_2d_dw

* better naming

* simplify using template

* Review: fix operation ordering in ggml-cuda, use __forceinline__, use more const

ggml-ci

…/14288)

Workarounds an issue that may cause CUDA graph capture to fail when a cuBLAS handle is destroyed in a different thread

* Add PowerPC feature detection and scoring

* ggml-cpu: Implement GGML_CPU_ALL_VARIANTS for PowerPC

* ggml-cpu: Delay some initializations until function is called

When using GGML_BACKEND_DL=ON, these initializations might use
instructions that are not supported by the current CPU.

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>

* Add header and namespace to use enqueue_functions extension

* Convert submit and parallel_for to use new extension in convert.cpp

* Convert submit and parallel_for to use extension in ggml-sycl.cpp

* Convert submit and parallel_for to use extension in gla.cpp

* Convert submit and parallel_for in mmq.cpp

* Convert submit and parallel_for in mmvq.cpp

* Convert submit and parallel_for in remaining files

* Convert all simple parallel_for to nd_launch from enqueue_functions
extension

* Wrapping extension in general function

Create a general function that enable the enqueue_functions extension if
it is enable in the compiler, otherwise call the general SYCL function
to launch kernels.

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Signed-off-by: nscipione <nicolo.scipione@codeplay.com>

* CUDA: add conv_2d_transpose

* remove direct include of cuda_fp16

* Review: add brackets for readability, remove ggml_set_param and add asserts

ggml-ci

ggml-ci