base on Tensor library for machine learning # ggml [Roadmap](https://github.com/users/ggerganov/projects/7) / [Manifesto](https://github.com/ggerganov/llama.cpp/discussions/205) Tensor library for machine learning ***Note that this project is under active development. \ Some of the development is currently happening in the [llama.cpp](https://github.com/ggerganov/llama.cpp) and [whisper.cpp](https://github.com/ggerganov/whisper.cpp) repos*** ## Features - Low-level cross-platform implementation - Integer quantization support - Broad hardware support - Automatic differentiation - ADAM and L-BFGS optimizers - No third-party dependencies - Zero memory allocations during runtime ## Build ```bash git clone https://github.com/ggml-org/ggml cd ggml # install python dependencies in a virtual environment python3.10 -m venv .venv source .venv/bin/activate pip install -r requirements.txt # build the examples mkdir build && cd build cmake .. cmake --build . --config Release -j 8 ``` ## GPT inference (example) ```bash # run the GPT-2 small 117M model ../examples/gpt-2/download-ggml-model.sh 117M ./bin/gpt-2-backend -m models/gpt-2-117M/ggml-model.bin -p "This is an example" ``` For more information, checkout the corresponding programs in the [examples](examples) folder. ## Using CUDA ```bash # fix the path to point to your CUDA compiler cmake -DGGML_CUDA=ON -DCMAKE_CUDA_COMPILER=/usr/local/cuda-12.1/bin/nvcc .. ``` ## Using hipBLAS ```bash cmake -DCMAKE_C_COMPILER="$(hipconfig -l)/clang" -DCMAKE_CXX_COMPILER="$(hipconfig -l)/clang++" -DGGML_HIP=ON ``` ## Using SYCL ```bash # linux source /opt/intel/oneapi/setvars.sh cmake -G "Ninja" -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_SYCL=ON .. # windows "C:\Program Files (x86)\Intel\oneAPI\setvars.bat" cmake -G "Ninja" -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx -DGGML_SYCL=ON .. ``` ## Compiling for Android Download and unzip the NDK from this download [page](https://developer.android.com/ndk/downloads). Set the NDK_ROOT_PATH environment variable or provide the absolute path to the CMAKE_ANDROID_NDK in the command below. ```bash cmake .. \ -DCMAKE_SYSTEM_NAME=Android \ -DCMAKE_SYSTEM_VERSION=33 \ -DCMAKE_ANDROID_ARCH_ABI=arm64-v8a \ -DCMAKE_ANDROID_NDK=$NDK_ROOT_PATH -DCMAKE_ANDROID_STL_TYPE=c++_shared ``` ```bash # create directories adb shell 'mkdir /data/local/tmp/bin' adb shell 'mkdir /data/local/tmp/models' # push the compiled binaries to the folder adb push bin/* /data/local/tmp/bin/ # push the ggml library adb push src/libggml.so /data/local/tmp/ # push model files adb push models/gpt-2-117M/ggml-model.bin /data/local/tmp/models/ adb shell cd /data/local/tmp export LD_LIBRARY_PATH=/data/local/tmp ./bin/gpt-2-backend -m models/ggml-model.bin -p "this is an example" ``` ## Resources - [Introduction to ggml](https://huggingface.co/blog/introduction-to-ggml) - [The GGUF file format](https://github.com/ggerganov/ggml/blob/master/docs/gguf.md) ", Assign "at most 3 tags" to the expected json: {"id":"13248","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"