├── .editorconfig ├── .github └── workflows │ └── ci.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 │ └── 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 └── 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 │ │ ├── 111_7.png │ │ ├── 112_0.png │ │ ├── 112_1.png │ │ ├── 112_2.png │ │ ├── 112_3.png │ │ ├── 112_4.png │ │ ├── 112_5.png │ │ ├── 112_6.png │ │ ├── 112_7.png │ │ ├── 113_0.png │ │ ├── 113_1.png │ │ ├── 113_2.png │ │ ├── 113_3.png │ │ ├── 113_4.png │ │ ├── 113_5.png │ │ ├── 113_6.png │ │ ├── 113_7.png │ │ ├── 114_0.png │ │ ├── 114_1.png │ │ ├── 114_2.png │ │ ├── 114_3.png │ │ ├── 114_4.png │ │ ├── 114_5.png │ │ ├── 114_6.png │ │ ├── 114_7.png │ │ ├── 115_0.png │ │ ├── 115_1.png │ │ ├── 115_2.png │ │ ├── 115_3.png │ │ ├── 115_4.png │ │ ├── 115_5.png │ │ ├── 115_6.png │ │ ├── 115_7.png │ │ ├── 116_0.png │ │ ├── 116_1.png │ │ ├── 116_2.png │ │ ├── 116_3.png │ │ ├── 116_4.png │ │ ├── 116_5.png │ │ ├── 116_6.png │ │ ├── 116_7.png │ │ ├── 117_0.png │ │ ├── 117_1.png │ │ ├── 117_2.png │ │ ├── 117_3.png │ │ ├── 117_4.png │ │ ├── 117_5.png │ │ ├── 117_6.png │ │ ├── 117_7.png │ │ ├── 118_0.png │ │ ├── 118_1.png │ │ ├── 118_2.png │ │ ├── 118_3.png │ │ ├── 118_4.png │ │ ├── 118_5.png │ │ ├── 118_6.png │ │ ├── 118_7.png │ │ ├── 119_0.png │ │ ├── 119_1.png │ │ ├── 119_2.png │ │ ├── 119_3.png │ │ ├── 119_4.png │ │ ├── 119_5.png │ │ ├── 119_6.png │ │ ├── 119_7.png │ │ ├── 120_0.png │ │ ├── 120_1.png │ │ ├── 120_2.png │ │ ├── 120_3.png │ │ ├── 120_4.png │ │ ├── 120_5.png │ │ ├── 120_6.png │ │ ├── 120_7.png │ │ ├── 121_0.png │ │ ├── 121_1.png │ │ ├── 121_2.png │ │ ├── 121_3.png │ │ ├── 121_4.png │ │ ├── 121_5.png │ │ ├── 121_6.png │ │ ├── 121_7.png │ │ ├── 122_0.png │ │ ├── 122_1.png │ │ ├── 122_2.png │ │ ├── 122_3.png │ │ ├── 122_4.png │ │ ├── 122_5.png │ │ ├── 122_6.png │ │ ├── 122_7.png │ │ ├── 123_0.png │ │ ├── 123_1.png │ │ ├── 123_2.png │ │ ├── 123_3.png │ │ ├── 123_4.png │ │ ├── 123_5.png │ │ ├── 123_6.png │ │ ├── 123_7.png │ │ ├── 124_0.png │ │ ├── 124_1.png │ │ ├── 124_2.png │ │ ├── 124_3.png │ │ ├── 124_4.png │ │ ├── 124_5.png │ │ ├── 124_6.png │ │ ├── 124_7.png │ │ ├── 125_0.png │ │ ├── 125_1.png │ │ ├── 125_2.png │ │ ├── 125_3.png │ │ ├── 125_4.png │ │ ├── 125_5.png │ │ ├── 125_6.png │ │ ├── 125_7.png │ │ ├── 126_0.png │ │ ├── 126_1.png │ │ ├── 126_2.png │ │ ├── 126_3.png │ │ ├── 126_4.png │ │ ├── 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│ │ ├── 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 │ │ ├── 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├── 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-kompute.h ├── ggml-metal.h ├── ggml-opencl.h ├── ggml-opt.h ├── ggml-rpc.h ├── ggml-sycl.h ├── ggml-vulkan.h ├── ggml.h └── gguf.h ├── requirements.txt ├── scripts ├── gen-authors.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 │ ├── Doxyfile │ ├── 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 │ ├── binary-ops.cpp │ ├── binary-ops.h │ ├── cmake │ │ └── FindSIMD.cmake │ ├── common.h │ ├── cpu-feats-x86.cpp │ ├── ggml-cpu-aarch64.cpp │ ├── ggml-cpu-aarch64.h │ ├── ggml-cpu-hbm.cpp │ ├── ggml-cpu-hbm.h │ ├── ggml-cpu-impl.h │ ├── ggml-cpu-quants.c │ ├── ggml-cpu-quants.h │ ├── ggml-cpu-traits.cpp │ ├── ggml-cpu-traits.h │ ├── ggml-cpu.c │ ├── ggml-cpu.cpp │ ├── kleidiai │ │ ├── kernels.cpp │ │ ├── kernels.h │ │ ├── kleidiai.cpp │ │ └── kleidiai.h │ ├── llamafile │ │ ├── sgemm.cpp │ │ └── sgemm.h │ ├── ops.cpp │ ├── ops.h │ ├── simd-mappings.h │ ├── unary-ops.cpp │ ├── unary-ops.h │ ├── vec.cpp │ └── vec.h ├── ggml-cuda │ ├── CMakeLists.txt │ ├── acc.cu │ ├── acc.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 │ ├── convert.cu │ ├── convert.cuh │ ├── count-equal.cu │ ├── count-equal.cuh │ ├── cp-async.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-f16.cu │ ├── fattn-tile-f16.cuh │ ├── fattn-tile-f32.cu │ ├── fattn-tile-f32.cuh │ ├── fattn-vec-f16.cuh │ ├── fattn-vec-f32.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 │ ├── mma.cuh │ ├── mmq.cu │ ├── mmq.cuh │ ├── mmv.cu │ ├── mmv.cuh │ ├── mmvq.cu │ ├── mmvq.cuh │ ├── norm.cu │ ├── norm.cuh │ ├── opt-step-adamw.cu │ ├── opt-step-adamw.cuh │ ├── out-prod.cu │ ├── out-prod.cuh │ ├── pad.cu │ ├── pad.cuh │ ├── pool2d.cu │ ├── pool2d.cuh │ ├── quantize.cu │ ├── quantize.cuh │ ├── rope.cu │ ├── rope.cuh │ ├── scale.cu │ ├── scale.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-vec-f16-instance-hs128-f16-f16.cu │ │ ├── fattn-vec-f16-instance-hs128-f16-q4_0.cu │ │ ├── fattn-vec-f16-instance-hs128-f16-q4_1.cu │ │ ├── fattn-vec-f16-instance-hs128-f16-q5_0.cu │ │ ├── fattn-vec-f16-instance-hs128-f16-q5_1.cu │ │ ├── fattn-vec-f16-instance-hs128-f16-q8_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_0-f16.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_0-q4_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_0-q4_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_0-q5_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_0-q5_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_0-q8_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_1-f16.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_1-q4_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_1-q4_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_1-q5_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_1-q5_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q4_1-q8_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_0-f16.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_0-q4_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_0-q4_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_0-q5_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_0-q5_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_0-q8_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_1-f16.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_1-q4_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_1-q4_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_1-q5_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_1-q5_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q5_1-q8_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q8_0-f16.cu │ │ ├── fattn-vec-f16-instance-hs128-q8_0-q4_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q8_0-q4_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q8_0-q5_0.cu │ │ ├── fattn-vec-f16-instance-hs128-q8_0-q5_1.cu │ │ ├── fattn-vec-f16-instance-hs128-q8_0-q8_0.cu │ │ ├── fattn-vec-f16-instance-hs256-f16-f16.cu │ │ ├── fattn-vec-f16-instance-hs64-f16-f16.cu │ │ ├── fattn-vec-f16-instance-hs64-f16-q4_0.cu │ │ ├── fattn-vec-f16-instance-hs64-f16-q4_1.cu │ │ ├── fattn-vec-f16-instance-hs64-f16-q5_0.cu │ │ ├── fattn-vec-f16-instance-hs64-f16-q5_1.cu │ │ ├── fattn-vec-f16-instance-hs64-f16-q8_0.cu │ │ ├── fattn-vec-f32-instance-hs128-f16-f16.cu │ │ ├── fattn-vec-f32-instance-hs128-f16-q4_0.cu │ │ ├── fattn-vec-f32-instance-hs128-f16-q4_1.cu │ │ ├── fattn-vec-f32-instance-hs128-f16-q5_0.cu │ │ ├── fattn-vec-f32-instance-hs128-f16-q5_1.cu │ │ ├── fattn-vec-f32-instance-hs128-f16-q8_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_0-f16.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_0-q4_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_0-q4_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_0-q5_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_0-q5_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_0-q8_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_1-f16.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_1-q4_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_1-q4_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_1-q5_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_1-q5_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q4_1-q8_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_0-f16.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_0-q4_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_0-q4_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_0-q5_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_0-q5_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_0-q8_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_1-f16.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_1-q4_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_1-q4_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_1-q5_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_1-q5_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q5_1-q8_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q8_0-f16.cu │ │ ├── fattn-vec-f32-instance-hs128-q8_0-q4_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q8_0-q4_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q8_0-q5_0.cu │ │ ├── fattn-vec-f32-instance-hs128-q8_0-q5_1.cu │ │ ├── fattn-vec-f32-instance-hs128-q8_0-q8_0.cu │ │ ├── fattn-vec-f32-instance-hs256-f16-f16.cu │ │ ├── fattn-vec-f32-instance-hs64-f16-f16.cu │ │ ├── fattn-vec-f32-instance-hs64-f16-q4_0.cu │ │ ├── fattn-vec-f32-instance-hs64-f16-q4_1.cu │ │ ├── fattn-vec-f32-instance-hs64-f16-q5_0.cu │ │ ├── fattn-vec-f32-instance-hs64-f16-q5_1.cu │ │ ├── fattn-vec-f32-instance-hs64-f16-q8_0.cu │ │ ├── generate_cu_files.py │ │ ├── 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-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 │ ├── 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-hip │ └── CMakeLists.txt ├── ggml-impl.h ├── ggml-kompute │ ├── CMakeLists.txt │ ├── ggml-kompute.cpp │ └── kompute-shaders │ │ ├── common.comp │ │ ├── op_add.comp │ │ ├── op_addrow.comp │ │ ├── op_cpy_f16_f16.comp │ │ ├── op_cpy_f16_f32.comp │ │ ├── op_cpy_f32_f16.comp │ │ ├── op_cpy_f32_f32.comp │ │ ├── op_diagmask.comp │ │ ├── op_gelu.comp │ │ ├── op_getrows.comp │ │ ├── op_getrows_f16.comp │ │ ├── op_getrows_f32.comp │ │ ├── op_getrows_q4_0.comp │ │ ├── op_getrows_q4_1.comp │ │ ├── op_getrows_q6_k.comp │ │ ├── op_mul.comp │ │ ├── op_mul_mat_f16.comp │ │ ├── op_mul_mat_mat_f32.comp │ │ ├── op_mul_mat_q4_0.comp │ │ ├── op_mul_mat_q4_1.comp │ │ ├── op_mul_mat_q4_k.comp │ │ ├── op_mul_mat_q6_k.comp │ │ ├── op_mul_mat_q8_0.comp │ │ ├── op_mul_mv_q_n.comp │ │ ├── op_mul_mv_q_n_pre.comp │ │ ├── op_norm.comp │ │ ├── op_relu.comp │ │ ├── op_rmsnorm.comp │ │ ├── op_rope_neox_f16.comp │ │ ├── op_rope_neox_f32.comp │ │ ├── op_rope_norm_f16.comp │ │ ├── op_rope_norm_f32.comp │ │ ├── op_scale.comp │ │ ├── op_scale_8.comp │ │ ├── op_silu.comp │ │ ├── op_softmax.comp │ │ └── rope_common.comp ├── ggml-metal │ ├── CMakeLists.txt │ ├── ggml-metal-impl.h │ ├── ggml-metal.m │ └── ggml-metal.metal ├── ggml-musa │ ├── CMakeLists.txt │ ├── mudnn.cu │ └── mudnn.cuh ├── ggml-opencl │ ├── CMakeLists.txt │ ├── ggml-opencl.cpp │ └── kernels │ │ ├── add.cl │ │ ├── argsort.cl │ │ ├── clamp.cl │ │ ├── cpy.cl │ │ ├── cvt.cl │ │ ├── diag_mask_inf.cl │ │ ├── div.cl │ │ ├── embed_kernel.py │ │ ├── gelu.cl │ │ ├── gemv_noshuffle.cl │ │ ├── gemv_noshuffle_general.cl │ │ ├── get_rows.cl │ │ ├── group_norm.cl │ │ ├── im2col_f16.cl │ │ ├── im2col_f32.cl │ │ ├── mul.cl │ │ ├── mul_mat_Ab_Bi_8x4.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_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 │ │ ├── norm.cl │ │ ├── relu.cl │ │ ├── rms_norm.cl │ │ ├── rope.cl │ │ ├── scale.cl │ │ ├── sigmoid.cl │ │ ├── silu.cl │ │ ├── softmax_4_f16.cl │ │ ├── softmax_4_f32.cl │ │ ├── softmax_f16.cl │ │ ├── softmax_f32.cl │ │ ├── sub.cl │ │ ├── sum_rows.cl │ │ └── transpose.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 │ ├── 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 │ ├── presets.hpp │ ├── quants.hpp │ ├── rope.cpp │ ├── rope.hpp │ ├── softmax.cpp │ ├── softmax.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 │ │ ├── acc.comp │ │ ├── add.comp │ │ ├── argmax.comp │ │ ├── argsort.comp │ │ ├── clamp.comp │ │ ├── concat.comp │ │ ├── contig_copy.comp │ │ ├── conv2d_dw.comp │ │ ├── copy.comp │ │ ├── copy_from_quant.comp │ │ ├── copy_to_quant.comp │ │ ├── cos.comp │ │ ├── count_equal.comp │ │ ├── dequant_f32.comp │ │ ├── dequant_funcs.comp │ │ ├── dequant_funcs_cm2.comp │ │ ├── dequant_head.comp │ │ ├── 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_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 │ │ ├── flash_attn.comp │ │ ├── flash_attn_base.comp │ │ ├── flash_attn_cm1.comp │ │ ├── flash_attn_cm2.comp │ │ ├── flash_attn_split_k_reduce.comp │ │ ├── gelu.comp │ │ ├── gelu_quick.comp │ │ ├── generic_binary_head.comp │ │ ├── generic_head.comp │ │ ├── generic_unary_head.comp │ │ ├── get_rows.comp │ │ ├── get_rows_quant.comp │ │ ├── group_norm.comp │ │ ├── im2col.comp │ │ ├── l2_norm.comp │ │ ├── leaky_relu.comp │ │ ├── mul.comp │ │ ├── mul_mat_split_k_reduce.comp │ │ ├── mul_mat_vec.comp │ │ ├── mul_mat_vec_base.comp │ │ ├── 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_mm.comp │ │ ├── mul_mm_cm2.comp │ │ ├── mul_mmq.comp │ │ ├── mul_mmq_funcs.comp │ │ ├── norm.comp │ │ ├── opt_step_adamw.comp │ │ ├── pad.comp │ │ ├── pool2d.comp │ │ ├── quantize_q8_1.comp │ │ ├── relu.comp │ │ ├── repeat.comp │ │ ├── repeat_back.comp │ │ ├── rms_norm.comp │ │ ├── rms_norm_back.comp │ │ ├── rope_head.comp │ │ ├── rope_multi.comp │ │ ├── rope_neox.comp │ │ ├── rope_norm.comp │ │ ├── rope_vision.comp │ │ ├── scale.comp │ │ ├── sigmoid.comp │ │ ├── silu.comp │ │ ├── silu_back.comp │ │ ├── sin.comp │ │ ├── soft_max.comp │ │ ├── soft_max_back.comp │ │ ├── square.comp │ │ ├── sub.comp │ │ ├── sum_rows.comp │ │ ├── tanh.comp │ │ ├── test_bfloat16_support.comp │ │ ├── test_coopmat2_support.comp │ │ ├── test_coopmat_support.comp │ │ ├── test_integer_dot_support.comp │ │ ├── timestep_embedding.comp │ │ ├── types.comp │ │ ├── upscale.comp │ │ ├── vulkan-shaders-gen.cpp │ │ ├── wkv6.comp │ │ └── wkv7.comp ├── ggml.c ├── ggml.cpp └── gguf.cpp └── tests ├── CMakeLists.txt ├── test-arange.cpp ├── test-backend-ops.cpp ├── test-blas0.c ├── test-cont.c ├── test-conv-transpose-1d.cpp ├── test-conv-transpose.c ├── test-conv1d.cpp ├── test-conv2d-dw.cpp ├── test-conv2d.cpp ├── test-customop.c ├── test-dup.c ├── test-mul-mat.cpp ├── test-mul-mat0.c ├── test-mul-mat1.c ├── test-mul-mat2.c ├── test-opt.cpp ├── test-pad-reflect-1d.cpp ├── test-pool.c ├── test-quantize-fns.cpp ├── test-quantize-perf.cpp ├── test-rel-pos.c ├── test-svd0.c ├── test-timestep_embedding.cpp ├── test-vec0.c ├── test-vec1.c ├── test-vec2.c ├── test0.c └── test0.zig /.gitmodules: -------------------------------------------------------------------------------- 1 | [submodule "kompute"] 2 | path = src/ggml-kompute/kompute 3 | url = https://github.com/nomic-ai/kompute.git 4 | -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | Please use [llama.cpp's contribution guidelines](https://github.com/ggml-org/llama.cpp/blob/master/CONTRIBUTING.md) for this project. 2 | -------------------------------------------------------------------------------- /examples/mnist/.gitignore: -------------------------------------------------------------------------------- 1 | data/ 2 | *.gguf 3 | *.ggml 4 | -------------------------------------------------------------------------------- /examples/mnist/web/.gitignore: -------------------------------------------------------------------------------- 1 | * 2 | -------------------------------------------------------------------------------- /examples/prompts/gpt-2-chinese.txt: -------------------------------------------------------------------------------- 1 | 请问洗手间在哪里？ => 6435,7309,3819,2797,7313,1762,1525,7027,8043 2 | -------------------------------------------------------------------------------- /examples/prompts/gpt-neox-japanese.txt: -------------------------------------------------------------------------------- 1 | 明日の天気はどうですか。 => 263,7353,268,18461,271,1722,18405,265 2 | -------------------------------------------------------------------------------- /examples/python/ggml/ffi/__init__.pyi: -------------------------------------------------------------------------------- 1 | # Phony stubs. 2 | 3 | class CData: 4 | pass 5 | 6 | class CType: 7 | pass -------------------------------------------------------------------------------- /examples/sam/example.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ggml-org/ggml/a61135c615b23586a72ddd243912edbff13dae08/examples/sam/example.jpg -------------------------------------------------------------------------------- /examples/yolo/data/labels/100_0.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ggml-org/ggml/a61135c615b23586a72ddd243912edbff13dae08/examples/yolo/data/labels/100_0.png 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-------------------------------------------------------------------------------- 1 | 7fd6fa809749078aa00edf945e959c898f2bd1af 2 | -------------------------------------------------------------------------------- /src/ggml-cuda/argmax.cuh: -------------------------------------------------------------------------------- 1 | #include "common.cuh" 2 | 3 | void ggml_cuda_argmax(ggml_backend_cuda_context & ctx, ggml_tensor * dst); 4 | -------------------------------------------------------------------------------- /src/ggml-cuda/argsort.cuh: -------------------------------------------------------------------------------- 1 | #include "common.cuh" 2 | 3 | void ggml_cuda_op_argsort(ggml_backend_cuda_context & ctx, ggml_tensor * dst); 4 | -------------------------------------------------------------------------------- /src/ggml-cuda/fattn.cuh: -------------------------------------------------------------------------------- 1 | #include "common.cuh" 2 | 3 | void ggml_cuda_flash_attn_ext(ggml_backend_cuda_context & ctx, ggml_tensor * dst); 4 | -------------------------------------------------------------------------------- /src/ggml-cuda/gla.cuh: -------------------------------------------------------------------------------- 1 | #include "common.cuh" 2 | 3 | void ggml_cuda_op_gated_linear_attn(ggml_backend_cuda_context & ctx, ggml_tensor * dst); 4 | -------------------------------------------------------------------------------- /src/ggml-cuda/out-prod.cuh: -------------------------------------------------------------------------------- 1 | #include "common.cuh" 2 | 3 | void ggml_cuda_out_prod(ggml_backend_cuda_context & ctx, ggml_tensor * dst); 4 | -------------------------------------------------------------------------------- /src/ggml-cuda/ssm-conv.cuh: -------------------------------------------------------------------------------- 1 | #include "common.cuh" 2 | 3 | void ggml_cuda_op_ssm_conv(ggml_backend_cuda_context & ctx, ggml_tensor * dst); 4 | -------------------------------------------------------------------------------- /src/ggml-cuda/ssm-scan.cuh: -------------------------------------------------------------------------------- 1 | #include "common.cuh" 2 | 3 | void ggml_cuda_op_ssm_scan(ggml_backend_cuda_context & ctx, ggml_tensor * dst); 4 | -------------------------------------------------------------------------------- /src/ggml-vulkan/vulkan-shaders/test_bfloat16_support.comp: -------------------------------------------------------------------------------- 1 | #version 460 2 | 3 | #extension GL_EXT_bfloat16 : require 4 | 5 | void main() 6 | { 7 | } 8 | --------------------------------------------------------------------------------