ggml-hexagon: create generalized functions for cpu side op (#17500)
* refactor: replace ggml_hexagon_mul_mat with template-based binary operation for improved flexibility * refactor: replace ggml_hexagon_mul_mat_id with template-based binary operation for improved flexibility * refactor: initialize buffer types and streamline dspqueue_buffers_init calls for clarity * add comment * refactor: remove redundant buffer checks in hexagon supported operations * wip * add missing include to fix weak symbol warning * add ggml_hexagon_op_generic * refactor: simplify tensor operation initialization and buffer management in hexagon implementation * refactor: streamline hexagon operation initialization and buffer management * refactor: update function signatures and streamline request handling in hexagon operations * wip * ggml-hexagon: clean up code formatting and improve unary operation handling * wip * rename * fix: add support for permuted F16 tensors and enhance quantization checks in matrix operations * refactor: replace ggml_hexagon_mul_mat with template-based binary operation for improved flexibility refactor: replace ggml_hexagon_mul_mat_id with template-based binary operation for improved flexibility refactor: initialize buffer types and streamline dspqueue_buffers_init calls for clarity refactor: remove redundant buffer checks in hexagon supported operations add missing include to fix weak symbol warning add ggml_hexagon_op_generic refactor: simplify tensor operation initialization and buffer management in hexagon implementation refactor: streamline hexagon operation initialization and buffer management refactor: update function signatures and streamline request handling in hexagon operations ggml-hexagon: clean up code formatting and improve unary operation handling fix: add support for permuted F16 tensors and enhance quantization checks in matrix operations # Conflicts: # ggml/src/ggml-hexagon/ggml-hexagon.cpp * hexagon: fix merge conflicts * hexagon: minor cleanup for buffer support checks * hexagon: factor out op_desc and the overal op logging * hexagon: further simplify and cleanup op dispatch logic * snapdragon: update adb scripts to use llama-cli and llama-completion * fix pipeline failure --------- Co-authored-by: Max Krasnyansky <maxk@qti.qualcomm.com>
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@@ -49,7 +49,7 @@ Each Hexagon device behaves like a GPU from the offload and model splitting pers
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Here is an example of running GPT-OSS-20B model on a newer Snapdragon device with 16GB of DDR.
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```
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M=gpt-oss-20b-Q4_0.gguf NDEV=4 D=HTP0,HTP1,HTP2,HTP3 P=surfing.txt scripts/snapdragon/adb/run-cli.sh -no-cnv -f surfing.txt -n 32
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M=gpt-oss-20b-Q4_0.gguf NDEV=4 D=HTP0,HTP1,HTP2,HTP3 P=surfing.txt scripts/snapdragon/adb/run-completion.sh -f surfing.txt -n 32
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...
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LD_LIBRARY_PATH=/data/local/tmp/llama.cpp/lib
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ADSP_LIBRARY_PATH=/data/local/tmp/llama.cpp/lib
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