├── .editorconfig ├── .github ├── pull_request_template.md └── workflows │ ├── ci.yml │ └── release.yml ├── .gitignore ├── .gitmodules ├── AUTHORS ├── CMakeLists.txt ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── ci └── run.sh ├── cmake ├── BuildTypes.cmake ├── GitVars.cmake ├── common.cmake └── ggml-config.cmake.in ├── docs └── gguf.md ├── examples ├── CMakeLists.txt ├── common-ggml.cpp ├── common-ggml.h ├── common.cpp ├── common.h ├── gpt-2 │ ├── CMakeLists.txt │ ├── README.md │ ├── convert-cerebras-to-ggml.py │ ├── convert-ckpt-to-ggml.py │ ├── convert-h5-to-ggml.py │ ├── download-ggml-model.sh │ ├── download-model.sh │ ├── main-alloc.cpp │ ├── main-backend.cpp │ ├── main-batched.cpp │ ├── main-ctx.cpp │ ├── main-sched.cpp │ └── quantize.cpp ├── gpt-j │ ├── CMakeLists.txt │ ├── README.md │ ├── convert-h5-to-ggml.py │ ├── download-ggml-model.sh │ ├── download-model.sh │ ├── main.cpp │ └── quantize.cpp ├── magika │ ├── CMakeLists.txt │ ├── README.md │ ├── convert.py │ └── main.cpp ├── mnist │ ├── .gitignore │ ├── CMakeLists.txt │ ├── README.md │ ├── mnist-common.cpp │ ├── mnist-common.h │ ├── mnist-eval.cpp │ ├── mnist-train-cnn.py │ ├── mnist-train-fc.py │ ├── mnist-train.cpp │ ├── server.py │ └── web │ │ ├── .gitignore │ │ └── index.html ├── perf-metal │ ├── CMakeLists.txt │ └── perf-metal.cpp ├── prompts │ ├── dolly-v2.txt │ ├── gpt-2-chinese.txt │ ├── gpt-2.txt │ ├── gpt-j.txt │ ├── gpt-neox-japanese.txt │ ├── gpt-neox.txt │ ├── polyglot-ko.txt │ ├── replit.txt │ ├── starcoder.txt │ ├── test-cases.txt │ ├── tokenize_huggingface.py │ └── whisper.txt ├── python │ ├── README.md │ ├── api.h │ ├── example_add_quant.py │ ├── example_test_all_quants.py │ ├── ggml │ │ ├── __init__.py │ │ ├── __init__.pyi │ │ ├── cffi.py │ │ ├── ffi │ │ │ └── __init__.pyi │ │ └── utils.py │ ├── regenerate.py │ ├── stubs.py │ └── test_tensor.py ├── sam │ ├── CMakeLists.txt │ ├── README.md │ ├── convert-pth-to-ggml.py │ ├── example.jpg │ └── sam.cpp ├── simple │ ├── CMakeLists.txt │ ├── README.md │ ├── simple-backend.cpp │ └── simple-ctx.cpp ├── stb_image.h ├── stb_image_write.h ├── test-cmake │ ├── CMakeLists.txt │ ├── README.md │ └── test-cmake.cpp └── yolo │ ├── CMakeLists.txt │ ├── README.md │ ├── convert-yolov3-tiny.py │ ├── data │ ├── coco.names │ └── labels │ │ ├── 100_0.png │ │ ├── 100_1.png │ │ ├── 100_2.png │ │ ├── 100_3.png │ │ ├── 100_4.png │ │ ├── 100_5.png │ │ ├── 100_6.png │ │ ├── 100_7.png │ │ ├── 101_0.png │ │ ├── 101_1.png │ │ ├── 101_2.png │ │ ├── 101_3.png │ │ ├── 101_4.png │ │ ├── 101_5.png │ │ ├── 101_6.png │ │ ├── 101_7.png │ │ ├── 102_0.png │ │ ├── 102_1.png │ │ ├── 102_2.png │ │ ├── 102_3.png │ │ ├── 102_4.png │ │ ├── 102_5.png │ │ ├── 102_6.png │ │ ├── 102_7.png │ │ ├── 103_0.png │ │ ├── 103_1.png │ │ ├── 103_2.png │ │ ├── 103_3.png │ │ ├── 103_4.png │ │ ├── 103_5.png │ │ ├── 103_6.png │ │ ├── 103_7.png │ │ ├── 104_0.png │ │ ├── 104_1.png │ │ ├── 104_2.png │ │ ├── 104_3.png │ │ ├── 104_4.png │ │ ├── 104_5.png │ │ ├── 104_6.png │ │ ├── 104_7.png │ │ ├── 105_0.png │ │ ├── 105_1.png │ │ ├── 105_2.png │ │ ├── 105_3.png │ │ ├── 105_4.png │ │ ├── 105_5.png │ │ ├── 105_6.png │ │ ├── 105_7.png │ │ ├── 106_0.png │ │ ├── 106_1.png │ │ ├── 106_2.png │ │ ├── 106_3.png │ │ ├── 106_4.png │ │ ├── 106_5.png │ │ ├── 106_6.png │ │ ├── 106_7.png │ │ ├── 107_0.png │ │ ├── 107_1.png │ │ ├── 107_2.png │ │ ├── 107_3.png │ │ ├── 107_4.png │ │ ├── 107_5.png │ │ ├── 107_6.png │ │ ├── 107_7.png │ │ ├── 108_0.png │ │ ├── 108_1.png │ │ ├── 108_2.png │ │ ├── 108_3.png │ │ ├── 108_4.png │ │ ├── 108_5.png │ │ ├── 108_6.png │ │ ├── 108_7.png │ │ ├── 109_0.png │ │ ├── 109_1.png │ │ ├── 109_2.png │ │ ├── 109_3.png │ │ ├── 109_4.png │ │ ├── 109_5.png │ │ ├── 109_6.png │ │ ├── 109_7.png │ │ ├── 110_0.png │ │ ├── 110_1.png │ │ ├── 110_2.png │ │ ├── 110_3.png │ │ ├── 110_4.png │ │ ├── 110_5.png │ │ ├── 110_6.png │ │ ├── 110_7.png │ │ ├── 111_0.png │ │ ├── 111_1.png │ │ ├── 111_2.png │ │ ├── 111_3.png │ │ ├── 111_4.png │ │ ├── 111_5.png │ │ ├── 111_6.png 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│ ├── 74_6.png │ │ ├── 74_7.png │ │ ├── 75_0.png │ │ ├── 75_1.png │ │ ├── 75_2.png │ │ ├── 75_3.png │ │ ├── 75_4.png │ │ ├── 75_5.png │ │ ├── 75_6.png │ │ ├── 75_7.png │ │ ├── 76_0.png │ │ ├── 76_1.png │ │ ├── 76_2.png │ │ ├── 76_3.png │ │ ├── 76_4.png │ │ ├── 76_5.png │ │ ├── 76_6.png │ │ ├── 76_7.png │ │ ├── 77_0.png │ │ ├── 77_1.png │ │ ├── 77_2.png │ │ ├── 77_3.png │ │ ├── 77_4.png │ │ ├── 77_5.png │ │ ├── 77_6.png │ │ ├── 77_7.png │ │ ├── 78_0.png │ │ ├── 78_1.png │ │ ├── 78_2.png │ │ ├── 78_3.png │ │ ├── 78_4.png │ │ ├── 78_5.png │ │ ├── 78_6.png │ │ ├── 78_7.png │ │ ├── 79_0.png │ │ ├── 79_1.png │ │ ├── 79_2.png │ │ ├── 79_3.png │ │ ├── 79_4.png │ │ ├── 79_5.png │ │ ├── 79_6.png │ │ ├── 79_7.png │ │ ├── 80_0.png │ │ ├── 80_1.png │ │ ├── 80_2.png │ │ ├── 80_3.png │ │ ├── 80_4.png │ │ ├── 80_5.png │ │ ├── 80_6.png │ │ ├── 80_7.png │ │ ├── 81_0.png │ │ ├── 81_1.png │ │ ├── 81_2.png │ │ ├── 81_3.png │ │ ├── 81_4.png │ │ ├── 81_5.png │ │ ├── 81_6.png │ │ ├── 81_7.png │ │ ├── 82_0.png │ │ ├── 82_1.png │ │ ├── 82_2.png │ │ ├── 82_3.png │ │ ├── 82_4.png │ │ ├── 82_5.png │ │ ├── 82_6.png │ │ ├── 82_7.png │ │ ├── 83_0.png │ │ ├── 83_1.png │ │ ├── 83_2.png │ │ ├── 83_3.png │ │ ├── 83_4.png │ │ ├── 83_5.png │ │ ├── 83_6.png │ │ ├── 83_7.png │ │ ├── 84_0.png │ │ ├── 84_1.png │ │ ├── 84_2.png │ │ ├── 84_3.png │ │ ├── 84_4.png │ │ ├── 84_5.png │ │ ├── 84_6.png │ │ ├── 84_7.png │ │ ├── 85_0.png │ │ ├── 85_1.png │ │ ├── 85_2.png │ │ ├── 85_3.png │ │ ├── 85_4.png │ │ ├── 85_5.png │ │ ├── 85_6.png │ │ ├── 85_7.png │ │ ├── 86_0.png │ │ ├── 86_1.png │ │ ├── 86_2.png │ │ ├── 86_3.png │ │ ├── 86_4.png │ │ ├── 86_5.png │ │ ├── 86_6.png │ │ ├── 86_7.png │ │ ├── 87_0.png │ │ ├── 87_1.png │ │ ├── 87_2.png │ │ ├── 87_3.png │ │ ├── 87_4.png │ │ ├── 87_5.png │ │ ├── 87_6.png │ │ ├── 87_7.png │ │ ├── 88_0.png │ │ ├── 88_1.png │ │ ├── 88_2.png │ │ ├── 88_3.png │ │ ├── 88_4.png │ │ ├── 88_5.png │ │ ├── 88_6.png │ │ ├── 88_7.png │ │ ├── 89_0.png │ │ ├── 89_1.png │ │ ├── 89_2.png │ │ ├── 89_3.png │ │ ├── 89_4.png │ │ ├── 89_5.png │ │ ├── 89_6.png │ │ ├── 89_7.png │ │ ├── 90_0.png │ │ ├── 90_1.png │ │ ├── 90_2.png │ │ ├── 90_3.png │ │ ├── 90_4.png │ │ ├── 90_5.png │ │ ├── 90_6.png │ │ ├── 90_7.png │ │ ├── 91_0.png │ │ ├── 91_1.png │ │ ├── 91_2.png │ │ ├── 91_3.png │ │ ├── 91_4.png │ │ ├── 91_5.png │ │ ├── 91_6.png │ │ ├── 91_7.png │ │ ├── 92_0.png │ │ ├── 92_1.png │ │ ├── 92_2.png │ │ ├── 92_3.png │ │ ├── 92_4.png │ │ ├── 92_5.png │ │ ├── 92_6.png │ │ ├── 92_7.png │ │ ├── 93_0.png │ │ ├── 93_1.png │ │ ├── 93_2.png │ │ ├── 93_3.png │ │ ├── 93_4.png │ │ ├── 93_5.png │ │ ├── 93_6.png │ │ ├── 93_7.png │ │ ├── 94_0.png │ │ ├── 94_1.png │ │ ├── 94_2.png │ │ ├── 94_3.png │ │ ├── 94_4.png │ │ ├── 94_5.png │ │ ├── 94_6.png │ │ ├── 94_7.png │ │ ├── 95_0.png │ │ ├── 95_1.png │ │ ├── 95_2.png │ │ ├── 95_3.png │ │ ├── 95_4.png │ │ ├── 95_5.png │ │ ├── 95_6.png │ │ ├── 95_7.png │ │ ├── 96_0.png │ │ ├── 96_1.png │ │ ├── 96_2.png │ │ ├── 96_3.png │ │ ├── 96_4.png │ │ ├── 96_5.png │ │ ├── 96_6.png │ │ ├── 96_7.png │ │ ├── 97_0.png │ │ ├── 97_1.png │ │ ├── 97_2.png │ │ ├── 97_3.png │ │ ├── 97_4.png │ │ ├── 97_5.png │ │ ├── 97_6.png │ │ ├── 97_7.png │ │ ├── 98_0.png │ │ ├── 98_1.png │ │ ├── 98_2.png │ │ ├── 98_3.png │ │ ├── 98_4.png │ │ ├── 98_5.png │ │ ├── 98_6.png │ │ ├── 98_7.png │ │ ├── 99_0.png │ │ ├── 99_1.png │ │ ├── 99_2.png │ │ ├── 99_3.png │ │ ├── 99_4.png │ │ ├── 99_5.png │ │ ├── 99_6.png │ │ └── 99_7.png │ ├── yolo-image.cpp │ ├── yolo-image.h │ └── yolov3-tiny.cpp ├── ggml.pc.in ├── include ├── ggml-alloc.h ├── ggml-backend.h ├── ggml-blas.h ├── ggml-cann.h ├── ggml-cpp.h ├── ggml-cpu.h ├── ggml-cuda.h ├── ggml-hexagon.h ├── ggml-metal.h ├── ggml-opencl.h ├── ggml-opt.h ├── ggml-rpc.h ├── ggml-sycl.h ├── ggml-vulkan.h ├── ggml-webgpu.h ├── ggml-zdnn.h ├── ggml.h └── gguf.h ├── requirements.txt ├── scripts ├── gen-authors.sh ├── release.sh ├── sync-llama-am.sh ├── sync-llama.last ├── sync-llama.sh ├── sync-whisper-am.sh ├── sync-whisper.last └── sync-whisper.sh ├── src ├── CMakeLists.txt ├── ggml-alloc.c ├── ggml-backend-impl.h ├── ggml-backend-reg.cpp ├── ggml-backend.cpp ├── ggml-blas │ ├── CMakeLists.txt │ └── ggml-blas.cpp ├── ggml-cann │ ├── CMakeLists.txt │ ├── acl_tensor.cpp │ ├── acl_tensor.h │ ├── aclnn_ops.cpp │ ├── aclnn_ops.h │ ├── common.h │ └── ggml-cann.cpp ├── ggml-common.h ├── ggml-cpu │ ├── CMakeLists.txt │ ├── amx │ │ ├── amx.cpp │ │ ├── amx.h │ │ ├── common.h │ │ ├── mmq.cpp │ │ └── mmq.h │ ├── arch-fallback.h │ ├── arch │ │ ├── arm │ │ │ ├── cpu-feats.cpp │ │ │ ├── quants.c │ │ │ └── repack.cpp │ │ ├── loongarch │ │ │ └── quants.c │ │ ├── powerpc │ │ │ ├── cpu-feats.cpp │ │ │ └── quants.c │ │ ├── riscv │ │ │ ├── quants.c │ │ │ └── repack.cpp │ │ ├── s390 │ │ │ ├── cpu-feats.cpp │ │ │ └── quants.c │ │ ├── wasm │ │ │ └── quants.c │ │ └── x86 │ │ │ ├── cpu-feats.cpp │ │ │ ├── quants.c │ │ │ └── repack.cpp │ ├── binary-ops.cpp │ ├── binary-ops.h │ ├── cmake │ │ └── FindSIMD.cmake │ ├── common.h │ ├── ggml-cpu-impl.h │ ├── ggml-cpu.c │ ├── ggml-cpu.cpp │ ├── hbm.cpp │ ├── hbm.h │ ├── kleidiai │ │ ├── kernels.cpp │ │ ├── kernels.h │ │ ├── kleidiai.cpp │ │ └── kleidiai.h │ ├── llamafile │ │ ├── sgemm.cpp │ │ └── sgemm.h │ ├── ops.cpp │ ├── ops.h │ ├── quants.c │ ├── quants.h │ ├── repack.cpp │ ├── repack.h │ ├── simd-mappings.h │ ├── spacemit │ │ ├── ime.cpp │ │ ├── ime.h │ │ ├── ime1_kernels.cpp │ │ └── ime_kernels.h │ ├── traits.cpp │ ├── traits.h │ ├── unary-ops.cpp │ ├── unary-ops.h │ ├── vec.cpp │ └── vec.h ├── ggml-cuda │ ├── CMakeLists.txt │ ├── acc.cu │ ├── acc.cuh │ ├── add-id.cu │ ├── add-id.cuh │ ├── arange.cu │ ├── arange.cuh │ ├── argmax.cu │ ├── argmax.cuh │ ├── argsort.cu │ ├── argsort.cuh │ ├── binbcast.cu │ ├── binbcast.cuh │ ├── clamp.cu │ ├── clamp.cuh │ ├── common.cuh │ ├── concat.cu │ ├── concat.cuh │ ├── conv-transpose-1d.cu │ ├── conv-transpose-1d.cuh │ ├── conv2d-dw.cu │ ├── conv2d-dw.cuh │ ├── conv2d-transpose.cu │ ├── conv2d-transpose.cuh │ ├── conv2d.cu │ ├── conv2d.cuh │ ├── convert.cu │ ├── convert.cuh │ ├── count-equal.cu │ ├── count-equal.cuh │ ├── cp-async.cuh │ ├── cpy-utils.cuh │ ├── cpy.cu │ ├── cpy.cuh │ ├── cross-entropy-loss.cu │ ├── cross-entropy-loss.cuh │ ├── dequantize.cuh │ ├── diagmask.cu │ ├── diagmask.cuh │ ├── fattn-common.cuh │ ├── fattn-mma-f16.cuh │ ├── fattn-tile.cu │ ├── fattn-tile.cuh │ ├── fattn-vec.cuh │ ├── fattn-wmma-f16.cu │ ├── fattn-wmma-f16.cuh │ ├── fattn.cu │ ├── fattn.cuh │ ├── getrows.cu │ ├── getrows.cuh │ ├── ggml-cuda.cu │ ├── gla.cu │ ├── gla.cuh │ ├── im2col.cu │ ├── im2col.cuh │ ├── mean.cu │ ├── mean.cuh │ ├── mma.cuh │ ├── mmf.cu │ ├── mmf.cuh │ ├── mmid.cu │ ├── mmid.cuh │ ├── mmq.cu │ ├── mmq.cuh │ ├── mmvf.cu │ ├── mmvf.cuh │ ├── mmvq.cu │ ├── mmvq.cuh │ ├── norm.cu │ ├── norm.cuh │ ├── opt-step-adamw.cu │ ├── opt-step-adamw.cuh │ ├── opt-step-sgd.cu │ ├── opt-step-sgd.cuh │ ├── out-prod.cu │ ├── out-prod.cuh │ ├── pad.cu │ ├── pad.cuh │ ├── pad_reflect_1d.cu │ ├── pad_reflect_1d.cuh │ ├── pool2d.cu │ ├── pool2d.cuh │ ├── quantize.cu │ ├── quantize.cuh │ ├── reduce_rows.cuh │ ├── roll.cu │ ├── roll.cuh │ ├── rope.cu │ ├── rope.cuh │ ├── scale.cu │ ├── scale.cuh │ ├── set-rows.cu │ ├── set-rows.cuh │ ├── set.cu │ ├── set.cuh │ ├── softcap.cu │ ├── softcap.cuh │ ├── softmax.cu │ ├── softmax.cuh │ ├── ssm-conv.cu │ ├── ssm-conv.cuh │ ├── ssm-scan.cu │ ├── ssm-scan.cuh │ ├── sum.cu │ ├── sum.cuh │ ├── sumrows.cu │ ├── sumrows.cuh │ ├── template-instances │ │ ├── fattn-mma-f16-instance-ncols1_1-ncols2_16.cu │ │ ├── fattn-mma-f16-instance-ncols1_1-ncols2_8.cu │ │ ├── fattn-mma-f16-instance-ncols1_16-ncols2_1.cu │ │ ├── fattn-mma-f16-instance-ncols1_16-ncols2_2.cu │ │ ├── fattn-mma-f16-instance-ncols1_16-ncols2_4.cu │ │ ├── fattn-mma-f16-instance-ncols1_2-ncols2_16.cu │ │ ├── fattn-mma-f16-instance-ncols1_2-ncols2_4.cu │ │ ├── fattn-mma-f16-instance-ncols1_2-ncols2_8.cu │ │ ├── fattn-mma-f16-instance-ncols1_32-ncols2_1.cu │ │ ├── fattn-mma-f16-instance-ncols1_32-ncols2_2.cu │ │ ├── fattn-mma-f16-instance-ncols1_4-ncols2_16.cu │ │ ├── fattn-mma-f16-instance-ncols1_4-ncols2_2.cu │ │ ├── fattn-mma-f16-instance-ncols1_4-ncols2_4.cu │ │ ├── fattn-mma-f16-instance-ncols1_4-ncols2_8.cu │ │ ├── fattn-mma-f16-instance-ncols1_64-ncols2_1.cu │ │ ├── fattn-mma-f16-instance-ncols1_8-ncols2_1.cu │ │ ├── fattn-mma-f16-instance-ncols1_8-ncols2_2.cu │ │ ├── fattn-mma-f16-instance-ncols1_8-ncols2_4.cu │ │ ├── fattn-mma-f16-instance-ncols1_8-ncols2_8.cu │ │ ├── fattn-tile-instance-dkq112-dv112.cu │ │ ├── fattn-tile-instance-dkq128-dv128.cu │ │ ├── fattn-tile-instance-dkq256-dv256.cu │ │ ├── fattn-tile-instance-dkq40-dv40.cu │ │ ├── fattn-tile-instance-dkq576-dv512.cu │ │ ├── fattn-tile-instance-dkq64-dv64.cu │ │ ├── fattn-tile-instance-dkq72-dv72.cu │ │ ├── fattn-tile-instance-dkq80-dv80.cu │ │ ├── fattn-tile-instance-dkq96-dv96.cu │ │ ├── fattn-vec-instance-f16-f16.cu │ │ ├── fattn-vec-instance-f16-q4_0.cu │ │ ├── fattn-vec-instance-f16-q4_1.cu │ │ ├── fattn-vec-instance-f16-q5_0.cu │ │ ├── fattn-vec-instance-f16-q5_1.cu │ │ ├── fattn-vec-instance-f16-q8_0.cu │ │ ├── fattn-vec-instance-q4_0-f16.cu │ │ ├── fattn-vec-instance-q4_0-q4_0.cu │ │ ├── fattn-vec-instance-q4_0-q4_1.cu │ │ ├── fattn-vec-instance-q4_0-q5_0.cu │ │ ├── fattn-vec-instance-q4_0-q5_1.cu │ │ ├── fattn-vec-instance-q4_0-q8_0.cu │ │ ├── fattn-vec-instance-q4_1-f16.cu │ │ ├── fattn-vec-instance-q4_1-q4_0.cu │ │ ├── fattn-vec-instance-q4_1-q4_1.cu │ │ ├── fattn-vec-instance-q4_1-q5_0.cu │ │ ├── fattn-vec-instance-q4_1-q5_1.cu │ │ ├── fattn-vec-instance-q4_1-q8_0.cu │ │ ├── fattn-vec-instance-q5_0-f16.cu │ │ ├── fattn-vec-instance-q5_0-q4_0.cu │ │ ├── fattn-vec-instance-q5_0-q4_1.cu │ │ ├── fattn-vec-instance-q5_0-q5_0.cu │ │ ├── fattn-vec-instance-q5_0-q5_1.cu │ │ ├── fattn-vec-instance-q5_0-q8_0.cu │ │ ├── fattn-vec-instance-q5_1-f16.cu │ │ ├── fattn-vec-instance-q5_1-q4_0.cu │ │ ├── fattn-vec-instance-q5_1-q4_1.cu │ │ ├── fattn-vec-instance-q5_1-q5_0.cu │ │ ├── fattn-vec-instance-q5_1-q5_1.cu │ │ ├── fattn-vec-instance-q5_1-q8_0.cu │ │ ├── fattn-vec-instance-q8_0-f16.cu │ │ ├── fattn-vec-instance-q8_0-q4_0.cu │ │ ├── fattn-vec-instance-q8_0-q4_1.cu │ │ ├── fattn-vec-instance-q8_0-q5_0.cu │ │ ├── fattn-vec-instance-q8_0-q5_1.cu │ │ ├── fattn-vec-instance-q8_0-q8_0.cu │ │ ├── generate_cu_files.py │ │ ├── mmf-instance-ncols_1.cu │ │ ├── mmf-instance-ncols_10.cu │ │ ├── mmf-instance-ncols_11.cu │ │ ├── mmf-instance-ncols_12.cu │ │ ├── mmf-instance-ncols_13.cu │ │ ├── mmf-instance-ncols_14.cu │ │ ├── mmf-instance-ncols_15.cu │ │ ├── mmf-instance-ncols_16.cu │ │ ├── mmf-instance-ncols_2.cu │ │ ├── mmf-instance-ncols_3.cu │ │ ├── mmf-instance-ncols_4.cu │ │ ├── mmf-instance-ncols_5.cu │ │ ├── mmf-instance-ncols_6.cu │ │ ├── mmf-instance-ncols_7.cu │ │ ├── mmf-instance-ncols_8.cu │ │ ├── mmf-instance-ncols_9.cu │ │ ├── mmq-instance-iq1_s.cu │ │ ├── mmq-instance-iq2_s.cu │ │ ├── mmq-instance-iq2_xs.cu │ │ ├── mmq-instance-iq2_xxs.cu │ │ ├── mmq-instance-iq3_s.cu │ │ ├── mmq-instance-iq3_xxs.cu │ │ ├── mmq-instance-iq4_nl.cu │ │ ├── mmq-instance-iq4_xs.cu │ │ ├── mmq-instance-mxfp4.cu │ │ ├── mmq-instance-q2_k.cu │ │ ├── mmq-instance-q3_k.cu │ │ ├── mmq-instance-q4_0.cu │ │ ├── mmq-instance-q4_1.cu │ │ ├── mmq-instance-q4_k.cu │ │ ├── mmq-instance-q5_0.cu │ │ ├── mmq-instance-q5_1.cu │ │ ├── mmq-instance-q5_k.cu │ │ ├── mmq-instance-q6_k.cu │ │ └── mmq-instance-q8_0.cu │ ├── topk-moe.cu │ ├── topk-moe.cuh │ ├── tsembd.cu │ ├── tsembd.cuh │ ├── unary.cu │ ├── unary.cuh │ ├── upscale.cu │ ├── upscale.cuh │ ├── vecdotq.cuh │ ├── vendors │ │ ├── cuda.h │ │ ├── hip.h │ │ └── musa.h │ ├── wkv.cu │ └── wkv.cuh ├── ggml-hexagon │ ├── CMakeLists.txt │ ├── ggml-hexagon.cpp │ ├── htp-utils.c │ ├── htp-utils.h │ └── htp │ │ ├── CMakeLists.txt │ │ ├── act-ops.c │ │ ├── binary-ops.c │ │ ├── cmake-toolchain.cmake │ │ ├── htp-ctx.h │ │ ├── htp-dma.c │ │ ├── htp-dma.h │ │ ├── htp-msg.h │ │ ├── htp-ops.h │ │ ├── htp_iface.idl │ │ ├── hvx-exp.c │ │ ├── hvx-inverse.c │ │ ├── hvx-sigmoid.c │ │ ├── hvx-utils.c │ │ ├── hvx-utils.h │ │ ├── main.c │ │ ├── matmul-ops.c │ │ ├── ops-utils.h │ │ ├── rope-ops.c │ │ ├── softmax-ops.c │ │ ├── unary-ops.c │ │ ├── worker-pool.c │ │ └── worker-pool.h ├── ggml-hip │ └── CMakeLists.txt ├── ggml-impl.h ├── ggml-metal │ ├── CMakeLists.txt │ ├── ggml-metal-common.cpp │ ├── ggml-metal-common.h │ ├── ggml-metal-context.h │ ├── ggml-metal-context.m │ ├── ggml-metal-device.cpp │ ├── ggml-metal-device.h │ ├── ggml-metal-device.m │ ├── ggml-metal-impl.h │ ├── ggml-metal-ops.cpp │ ├── ggml-metal-ops.h │ ├── ggml-metal.cpp │ └── ggml-metal.metal ├── ggml-musa │ ├── CMakeLists.txt │ ├── mudnn.cu │ └── mudnn.cuh ├── ggml-opencl │ ├── CMakeLists.txt │ ├── ggml-opencl.cpp │ └── kernels │ │ ├── add.cl │ │ ├── add_id.cl │ │ ├── argsort.cl │ │ ├── clamp.cl │ │ ├── concat.cl │ │ ├── conv2d.cl │ │ ├── conv2d_f16_f32.cl │ │ ├── cpy.cl │ │ ├── cvt.cl │ │ ├── diag_mask_inf.cl │ │ ├── div.cl │ │ ├── embed_kernel.py │ │ ├── flash_attn_f16.cl │ │ ├── flash_attn_f32.cl │ │ ├── flash_attn_f32_f16.cl │ │ ├── gelu.cl │ │ ├── gemm_moe_mxfp4_f32.cl │ │ ├── gemv_moe_mxfp4_f32.cl │ │ ├── gemv_noshuffle.cl │ │ ├── gemv_noshuffle_general.cl │ │ ├── get_rows.cl │ │ ├── glu.cl │ │ ├── group_norm.cl │ │ ├── im2col_f16.cl │ │ ├── im2col_f32.cl │ │ ├── mul.cl │ │ ├── mul_mat_Ab_Bi_8x4.cl │ │ ├── mul_mat_f16_f32.cl │ │ ├── mul_mm_f16_f32_kq_kqv.cl │ │ ├── mul_mm_f16_f32_l4_lm.cl │ │ ├── mul_mm_f32_f32_l4_lm.cl │ │ ├── mul_mm_q8_0_f32_l4_lm.cl │ │ ├── mul_mv_f16_f16.cl │ │ ├── mul_mv_f16_f32.cl │ │ ├── mul_mv_f16_f32_1row.cl │ │ ├── mul_mv_f16_f32_l4.cl │ │ ├── mul_mv_f32_f32.cl │ │ ├── mul_mv_id_mxfp4_f32.cl │ │ ├── mul_mv_id_mxfp4_f32_flat.cl │ │ ├── mul_mv_id_q4_0_f32_8x_flat.cl │ │ ├── mul_mv_id_q8_0_f32.cl │ │ ├── mul_mv_id_q8_0_f32_flat.cl │ │ ├── mul_mv_mxfp4_f32.cl │ │ ├── mul_mv_mxfp4_f32_flat.cl │ │ ├── mul_mv_q4_0_f32.cl │ │ ├── mul_mv_q4_0_f32_1d_16x_flat.cl │ │ ├── mul_mv_q4_0_f32_1d_8x_flat.cl │ │ ├── mul_mv_q4_0_f32_8x_flat.cl │ │ ├── mul_mv_q4_0_f32_v.cl │ │ ├── mul_mv_q6_k.cl │ │ ├── mul_mv_q8_0_f32.cl │ │ ├── mul_mv_q8_0_f32_flat.cl │ │ ├── norm.cl │ │ ├── pad.cl │ │ ├── relu.cl │ │ ├── repeat.cl │ │ ├── rms_norm.cl │ │ ├── rope.cl │ │ ├── scale.cl │ │ ├── set_rows.cl │ │ ├── sigmoid.cl │ │ ├── silu.cl │ │ ├── softmax_4_f16.cl │ │ ├── softmax_4_f32.cl │ │ ├── softmax_f16.cl │ │ ├── softmax_f32.cl │ │ ├── sub.cl │ │ ├── sum_rows.cl │ │ ├── tanh.cl │ │ ├── transpose.cl │ │ ├── tsembd.cl │ │ └── upscale.cl ├── ggml-opt.cpp ├── ggml-quants.c ├── ggml-quants.h ├── ggml-rpc │ ├── CMakeLists.txt │ └── ggml-rpc.cpp ├── ggml-sycl │ ├── CMakeLists.txt │ ├── backend.hpp │ ├── binbcast.cpp │ ├── binbcast.hpp │ ├── common.cpp │ ├── common.hpp │ ├── concat.cpp │ ├── concat.hpp │ ├── conv.cpp │ ├── conv.hpp │ ├── convert.cpp │ ├── convert.hpp │ ├── count-equal.cpp │ ├── count-equal.hpp │ ├── cpy.cpp │ ├── cpy.hpp │ ├── dequantize.hpp │ ├── dmmv.cpp │ ├── dmmv.hpp │ ├── dpct │ │ └── helper.hpp │ ├── element_wise.cpp │ ├── element_wise.hpp │ ├── gemm.hpp │ ├── getrows.cpp │ ├── getrows.hpp │ ├── ggml-sycl.cpp │ ├── gla.cpp │ ├── gla.hpp │ ├── im2col.cpp │ ├── im2col.hpp │ ├── mmq.cpp │ ├── mmq.hpp │ ├── mmvq.cpp │ ├── mmvq.hpp │ ├── norm.cpp │ ├── norm.hpp │ ├── outprod.cpp │ ├── outprod.hpp │ ├── pad.cpp │ ├── pad.hpp │ ├── pad_reflect_1d.cpp │ ├── pad_reflect_1d.hpp │ ├── presets.hpp │ ├── quantize.hpp │ ├── quants.hpp │ ├── repeat_back.cpp │ ├── repeat_back.hpp │ ├── roll.cpp │ ├── roll.hpp │ ├── rope.cpp │ ├── rope.hpp │ ├── set.cpp │ ├── set.hpp │ ├── set_rows.cpp │ ├── set_rows.hpp │ ├── softmax.cpp │ ├── softmax.hpp │ ├── ssm_conv.cpp │ ├── ssm_conv.hpp │ ├── sycl_hw.cpp │ ├── sycl_hw.hpp │ ├── tsembd.cpp │ ├── tsembd.hpp │ ├── vecdotq.hpp │ ├── wkv.cpp │ └── wkv.hpp ├── ggml-threading.cpp ├── ggml-threading.h ├── ggml-vulkan │ ├── CMakeLists.txt │ ├── cmake │ │ └── host-toolchain.cmake.in │ ├── ggml-vulkan.cpp │ └── vulkan-shaders │ │ ├── CMakeLists.txt │ │ ├── abs.comp │ │ ├── acc.comp │ │ ├── add.comp │ │ ├── add_id.comp │ │ ├── argmax.comp │ │ ├── argsort.comp │ │ ├── clamp.comp │ │ ├── concat.comp │ │ ├── contig_copy.comp │ │ ├── conv2d_dw.comp │ │ ├── conv2d_mm.comp │ │ ├── conv_transpose_1d.comp │ │ ├── copy.comp │ │ ├── copy_from_quant.comp │ │ ├── copy_to_quant.comp │ │ ├── cos.comp │ │ ├── count_equal.comp │ │ ├── dequant_f32.comp │ │ ├── dequant_funcs.glsl │ │ ├── dequant_funcs_cm2.glsl │ │ ├── dequant_head.glsl │ │ ├── dequant_iq1_m.comp │ │ ├── dequant_iq1_s.comp │ │ ├── dequant_iq2_s.comp │ │ ├── dequant_iq2_xs.comp │ │ ├── dequant_iq2_xxs.comp │ │ ├── dequant_iq3_s.comp │ │ ├── dequant_iq3_xxs.comp │ │ ├── dequant_iq4_nl.comp │ │ ├── dequant_iq4_xs.comp │ │ ├── dequant_mxfp4.comp │ │ ├── dequant_q2_k.comp │ │ ├── dequant_q3_k.comp │ │ ├── dequant_q4_0.comp │ │ ├── dequant_q4_1.comp │ │ ├── dequant_q4_k.comp │ │ ├── dequant_q5_0.comp │ │ ├── dequant_q5_1.comp │ │ ├── dequant_q5_k.comp │ │ ├── dequant_q6_k.comp │ │ ├── dequant_q8_0.comp │ │ ├── diag_mask_inf.comp │ │ ├── div.comp │ │ ├── exp.comp │ │ ├── feature-tests │ │ ├── bfloat16.comp │ │ ├── coopmat.comp │ │ ├── coopmat2.comp │ │ └── integer_dot.comp │ │ ├── flash_attn.comp │ │ ├── flash_attn_base.glsl │ │ ├── flash_attn_cm1.comp │ │ ├── flash_attn_cm2.comp │ │ ├── flash_attn_split_k_reduce.comp │ │ ├── geglu.comp │ │ ├── geglu_erf.comp │ │ ├── geglu_quick.comp │ │ ├── gelu.comp │ │ ├── gelu_erf.comp │ │ ├── gelu_quick.comp │ │ ├── generic_binary_head.glsl │ │ ├── generic_head.glsl │ │ ├── generic_unary_head.glsl │ │ ├── get_rows.comp │ │ ├── get_rows_quant.comp │ │ ├── glu_head.glsl │ │ ├── glu_main.glsl │ │ ├── group_norm.comp │ │ ├── hardsigmoid.comp │ │ ├── hardswish.comp │ │ ├── im2col.comp │ │ ├── im2col_3d.comp │ │ ├── l2_norm.comp │ │ ├── leaky_relu.comp │ │ ├── log.comp │ │ ├── mul.comp │ │ ├── mul_mat_split_k_reduce.comp │ │ ├── mul_mat_vec.comp │ │ ├── mul_mat_vec_base.glsl │ │ ├── mul_mat_vec_iface.glsl │ │ ├── mul_mat_vec_iq1_m.comp │ │ ├── mul_mat_vec_iq1_s.comp │ │ ├── mul_mat_vec_iq2_s.comp │ │ ├── mul_mat_vec_iq2_xs.comp │ │ ├── mul_mat_vec_iq2_xxs.comp │ │ ├── mul_mat_vec_iq3_s.comp │ │ ├── mul_mat_vec_iq3_xxs.comp │ │ ├── mul_mat_vec_nc.comp │ │ ├── mul_mat_vec_p021.comp │ │ ├── mul_mat_vec_q2_k.comp │ │ ├── mul_mat_vec_q3_k.comp │ │ ├── mul_mat_vec_q4_k.comp │ │ ├── mul_mat_vec_q5_k.comp │ │ ├── mul_mat_vec_q6_k.comp │ │ ├── mul_mat_vecq.comp │ │ ├── mul_mm.comp │ │ ├── mul_mm_cm2.comp │ │ ├── mul_mm_funcs.glsl │ │ ├── mul_mm_id_funcs.glsl │ │ ├── mul_mmq.comp │ │ ├── mul_mmq_funcs.glsl │ │ ├── mul_mmq_shmem_types.glsl │ │ ├── multi_add.comp │ │ ├── neg.comp │ │ ├── norm.comp │ │ ├── opt_step_adamw.comp │ │ ├── opt_step_sgd.comp │ │ ├── pad.comp │ │ ├── pool2d.comp │ │ ├── quantize_q8_1.comp │ │ ├── reglu.comp │ │ ├── relu.comp │ │ ├── repeat.comp │ │ ├── repeat_back.comp │ │ ├── rms_norm.comp │ │ ├── rms_norm_back.comp │ │ ├── rms_norm_partials.comp │ │ ├── roll.comp │ │ ├── rope_funcs.glsl │ │ ├── rope_head.glsl │ │ ├── rope_multi.comp │ │ ├── rope_neox.comp │ │ ├── rope_norm.comp │ │ ├── rope_params.glsl │ │ ├── rope_vision.comp │ │ ├── rte.glsl │ │ ├── scale.comp │ │ ├── sigmoid.comp │ │ ├── silu.comp │ │ ├── silu_back.comp │ │ ├── sin.comp │ │ ├── soft_max.comp │ │ ├── soft_max_back.comp │ │ ├── sqrt.comp │ │ ├── square.comp │ │ ├── ssm_conv.comp │ │ ├── ssm_scan.comp │ │ ├── sub.comp │ │ ├── sum_rows.comp │ │ ├── swiglu.comp │ │ ├── swiglu_oai.comp │ │ ├── tanh.comp │ │ ├── timestep_embedding.comp │ │ ├── topk_moe.comp │ │ ├── types.glsl │ │ ├── upscale.comp │ │ ├── utils.glsl │ │ ├── vulkan-shaders-gen.cpp │ │ ├── wkv6.comp │ │ └── wkv7.comp ├── ggml-webgpu │ ├── CMakeLists.txt │ ├── ggml-webgpu.cpp │ └── wgsl-shaders │ │ ├── bin_op.tmpl.wgsl │ │ ├── binary_head.tmpl │ │ ├── common_decls.tmpl │ │ ├── cpy.tmpl.wgsl │ │ ├── embed_wgsl.py │ │ ├── get_rows.tmpl.wgsl │ │ ├── glu.tmpl.wgsl │ │ ├── memset.wgsl │ │ ├── mul_mat.tmpl.wgsl │ │ ├── mul_mat_decls.tmpl │ │ ├── mul_mat_reg_tile.tmpl.wgsl │ │ ├── mul_mat_subgroup_matrix.tmpl.wgsl │ │ ├── mul_mat_vec.tmpl.wgsl │ │ ├── rms_norm.wgsl │ │ ├── rope.tmpl.wgsl │ │ ├── scale.tmpl.wgsl │ │ ├── set_rows.tmpl.wgsl │ │ ├── set_rows.wgsl │ │ └── soft_max.tmpl.wgsl ├── ggml-zdnn │ ├── .gitignore │ ├── CMakeLists.txt │ ├── common.hpp │ ├── ggml-zdnn.cpp │ ├── mmf.cpp │ ├── mmf.hpp │ ├── utils.cpp │ └── utils.hpp ├── ggml.c ├── ggml.cpp └── gguf.cpp └── tests ├── CMakeLists.txt ├── test-arange.cpp ├── test-backend-ops.cpp ├── test-cont.c ├── test-conv-transpose-1d.cpp ├── test-conv-transpose.c ├── test-conv1d-dw-c1.cpp ├── test-conv1d-dw-c2.cpp ├── test-conv1d.cpp ├── test-conv2d-dw.cpp ├── test-conv2d.cpp ├── test-customop.c ├── test-dup.c ├── test-interpolate.cpp ├── test-opt.cpp ├── test-pad-reflect-1d.cpp ├── test-pool.c ├── test-quantize-fns.cpp ├── test-quantize-perf.cpp ├── test-rel-pos.c ├── test-roll.cpp └── test-timestep_embedding.cpp /.editorconfig: 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