Instructions to use AJKADZ/PHI_CODER with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use AJKADZ/PHI_CODER with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf AJKADZ/PHI_CODER:Q4_K_M # Run inference directly in the terminal: llama cli -hf AJKADZ/PHI_CODER:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf AJKADZ/PHI_CODER:Q4_K_M # Run inference directly in the terminal: llama cli -hf AJKADZ/PHI_CODER:Q4_K_M
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf AJKADZ/PHI_CODER:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf AJKADZ/PHI_CODER:Q4_K_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf AJKADZ/PHI_CODER:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf AJKADZ/PHI_CODER:Q4_K_M
Use Docker
docker model run hf.co/AJKADZ/PHI_CODER:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use AJKADZ/PHI_CODER with Ollama:
ollama run hf.co/AJKADZ/PHI_CODER:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use AJKADZ/PHI_CODER with Docker Model Runner:
docker model run hf.co/AJKADZ/PHI_CODER:Q4_K_M
- Lemonade
How to use AJKADZ/PHI_CODER with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull AJKADZ/PHI_CODER:Q4_K_M
Run and chat with the model
lemonade run user.PHI_CODER-Q4_K_M
List all available models
lemonade list
- Atomic Chat
Download phi-coder-hf/llama.cpp/.github/workflows/build-linux-cross.yml from AJKADZ/PHI_CODER: direct link, hf CLI and curl.
- Browser
- Download file 16 kB
-
https://huggingface.co/AJKADZ/PHI_CODER/resolve/main/phi-coder-hf/llama.cpp/.github/workflows/build-linux-cross.yml
- Command line
-
hf download hf://AJKADZ/PHI_CODER/phi-coder-hf/llama.cpp/.github/workflows/build-linux-cross.yml
-
curl -L -o build-linux-cross.yml https://huggingface.co/AJKADZ/PHI_CODER/resolve/main/phi-coder-hf/llama.cpp/.github/workflows/build-linux-cross.yml
16 kB
| name: Build on Linux using cross-compiler | |
| on: | |
| workflow_dispatch: | |
| workflow_call: | |
| jobs: | |
| ubuntu-24-riscv64-cpu-cross: | |
| runs-on: ubuntu-24.04 | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Setup Riscv | |
| run: | | |
| sudo dpkg --add-architecture riscv64 | |
| # Add arch-specific repositories for non-amd64 architectures | |
| cat << EOF | sudo tee /etc/apt/sources.list.d/riscv64-ports.list | |
| deb [arch=riscv64] http://ports.ubuntu.com/ubuntu-ports/ noble main universe | |
| deb [arch=riscv64] http://ports.ubuntu.com/ubuntu-ports/ noble-updates main universe | |
| deb [arch=riscv64] http://ports.ubuntu.com/ubuntu-ports/ noble-security main universe | |
| deb [arch=riscv64] http://ports.ubuntu.com/ubuntu-ports/ noble-backports main universe | |
| EOF | |
| sudo apt-get update || true ;# Prevent failure due to missing URLs. | |
| sudo apt-get install -y --no-install-recommends \ | |
| build-essential \ | |
| gcc-14-riscv64-linux-gnu \ | |
| g++-14-riscv64-linux-gnu | |
| - name: Build | |
| run: | | |
| cmake -B build -DLLAMA_CURL=OFF \ | |
| -DCMAKE_BUILD_TYPE=Release \ | |
| -DGGML_OPENMP=OFF \ | |
| -DLLAMA_BUILD_EXAMPLES=ON \ | |
| -DLLAMA_BUILD_TOOLS=ON \ | |
| -DLLAMA_BUILD_TESTS=OFF \ | |
| -DCMAKE_SYSTEM_NAME=Linux \ | |
| -DCMAKE_SYSTEM_PROCESSOR=riscv64 \ | |
| -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ | |
| -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 \ | |
| -DCMAKE_POSITION_INDEPENDENT_CODE=ON \ | |
| -DCMAKE_FIND_ROOT_PATH=/usr/lib/riscv64-linux-gnu \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH | |
| cmake --build build --config Release -j $(nproc) | |
| # ubuntu-24-riscv64-vulkan-cross: | |
| # runs-on: ubuntu-24.04 | |
| # steps: | |
| # - uses: actions/checkout@v4 | |
| # - name: Setup Riscv | |
| # run: | | |
| # sudo dpkg --add-architecture riscv64 | |
| # # Add arch-specific repositories for non-amd64 architectures | |
| # cat << EOF | sudo tee /etc/apt/sources.list.d/riscv64-ports.list | |
| # deb [arch=riscv64] http://ports.ubuntu.com/ubuntu-ports/ noble main universe | |
| # deb [arch=riscv64] http://ports.ubuntu.com/ubuntu-ports/ noble-updates main universe | |
| # deb [arch=riscv64] http://ports.ubuntu.com/ubuntu-ports/ noble-security main universe | |
| # deb [arch=riscv64] http://ports.ubuntu.com/ubuntu-ports/ noble-backports main universe | |
| # EOF | |
| # sudo apt-get update || true ;# Prevent failure due to missing URLs. | |
| # sudo apt-get install -y --no-install-recommends \ | |
| # build-essential \ | |
| # glslc \ | |
| # gcc-14-riscv64-linux-gnu \ | |
| # g++-14-riscv64-linux-gnu \ | |
| # libvulkan-dev:riscv64 | |
| # - name: Build | |
| # run: | | |
| # cmake -B build -DLLAMA_CURL=OFF \ | |
| # -DCMAKE_BUILD_TYPE=Release \ | |
| # -DGGML_VULKAN=ON \ | |
| # -DGGML_OPENMP=OFF \ | |
| # -DLLAMA_BUILD_EXAMPLES=ON \ | |
| # -DLLAMA_BUILD_TOOLS=ON \ | |
| # -DLLAMA_BUILD_TESTS=OFF \ | |
| # -DCMAKE_SYSTEM_NAME=Linux \ | |
| # -DCMAKE_SYSTEM_PROCESSOR=riscv64 \ | |
| # -DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \ | |
| # -DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14 \ | |
| # -DCMAKE_POSITION_INDEPENDENT_CODE=ON \ | |
| # -DCMAKE_FIND_ROOT_PATH=/usr/lib/riscv64-linux-gnu \ | |
| # -DCMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ | |
| # -DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY \ | |
| # -DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH | |
| # cmake --build build --config Release -j $(nproc) | |
| # ubuntu-24-arm64-vulkan-cross: | |
| # runs-on: ubuntu-24.04 | |
| # steps: | |
| # - uses: actions/checkout@v4 | |
| # - name: Setup Arm64 | |
| # run: | | |
| # sudo dpkg --add-architecture arm64 | |
| # # Add arch-specific repositories for non-amd64 architectures | |
| # cat << EOF | sudo tee /etc/apt/sources.list.d/arm64-ports.list | |
| # deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports/ noble main universe | |
| # deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports/ noble-updates main universe | |
| # deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports/ noble-security main universe | |
| # deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports/ noble-backports main universe | |
| # EOF | |
| # sudo apt-get update || true ;# Prevent failure due to missing URLs. | |
| # sudo apt-get install -y --no-install-recommends \ | |
| # build-essential \ | |
| # glslc \ | |
| # crossbuild-essential-arm64 \ | |
| # libvulkan-dev:arm64 | |
| # - name: Build | |
| # run: | | |
| # cmake -B build -DLLAMA_CURL=OFF \ | |
| # -DCMAKE_BUILD_TYPE=Release \ | |
| # -DGGML_VULKAN=ON \ | |
| # -DGGML_OPENMP=OFF \ | |
| # -DLLAMA_BUILD_EXAMPLES=ON \ | |
| # -DLLAMA_BUILD_TOOLS=ON \ | |
| # -DLLAMA_BUILD_TESTS=OFF \ | |
| # -DCMAKE_SYSTEM_NAME=Linux \ | |
| # -DCMAKE_SYSTEM_PROCESSOR=aarch64 \ | |
| # -DCMAKE_C_COMPILER=aarch64-linux-gnu-gcc \ | |
| # -DCMAKE_CXX_COMPILER=aarch64-linux-gnu-g++ \ | |
| # -DCMAKE_POSITION_INDEPENDENT_CODE=ON \ | |
| # -DCMAKE_FIND_ROOT_PATH=/usr/lib/aarch64-linux-gnu \ | |
| # -DCMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ | |
| # -DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY \ | |
| # -DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH | |
| # cmake --build build --config Release -j $(nproc) | |
| ubuntu-24-ppc64el-cpu-cross: | |
| runs-on: ubuntu-24.04 | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Setup PowerPC64le | |
| run: | | |
| sudo dpkg --add-architecture ppc64el | |
| # Add arch-specific repositories for non-amd64 architectures | |
| cat << EOF | sudo tee /etc/apt/sources.list.d/ppc64el-ports.list | |
| deb [arch=ppc64el] http://ports.ubuntu.com/ubuntu-ports/ noble main universe | |
| deb [arch=ppc64el] http://ports.ubuntu.com/ubuntu-ports/ noble-updates main universe | |
| deb [arch=ppc64el] http://ports.ubuntu.com/ubuntu-ports/ noble-security main universe | |
| deb [arch=ppc64el] http://ports.ubuntu.com/ubuntu-ports/ noble-backports main universe | |
| EOF | |
| sudo apt-get update || true ;# Prevent failure due to missing URLs. | |
| sudo apt-get install -y --no-install-recommends \ | |
| build-essential \ | |
| gcc-14-powerpc64le-linux-gnu \ | |
| g++-14-powerpc64le-linux-gnu | |
| - name: Build | |
| run: | | |
| cmake -B build -DLLAMA_CURL=OFF \ | |
| -DCMAKE_BUILD_TYPE=Release \ | |
| -DGGML_OPENMP=OFF \ | |
| -DLLAMA_BUILD_EXAMPLES=ON \ | |
| -DLLAMA_BUILD_TOOLS=ON \ | |
| -DLLAMA_BUILD_TESTS=OFF \ | |
| -DCMAKE_SYSTEM_NAME=Linux \ | |
| -DCMAKE_SYSTEM_PROCESSOR=ppc64 \ | |
| -DCMAKE_C_COMPILER=powerpc64le-linux-gnu-gcc-14 \ | |
| -DCMAKE_CXX_COMPILER=powerpc64le-linux-gnu-g++-14 \ | |
| -DCMAKE_POSITION_INDEPENDENT_CODE=ON \ | |
| -DCMAKE_FIND_ROOT_PATH=/usr/lib/powerpc64le-linux-gnu \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH | |
| cmake --build build --config Release -j $(nproc) | |
| # ubuntu-24-ppc64el-vulkan-cross: | |
| # runs-on: ubuntu-24.04 | |
| # steps: | |
| # - uses: actions/checkout@v4 | |
| # - name: Setup PowerPC64le | |
| # run: | | |
| # sudo dpkg --add-architecture ppc64el | |
| # # Add arch-specific repositories for non-amd64 architectures | |
| # cat << EOF | sudo tee /etc/apt/sources.list.d/ppc64el-ports.list | |
| # deb [arch=ppc64el] http://ports.ubuntu.com/ubuntu-ports/ noble main universe | |
| # deb [arch=ppc64el] http://ports.ubuntu.com/ubuntu-ports/ noble-updates main universe | |
| # deb [arch=ppc64el] http://ports.ubuntu.com/ubuntu-ports/ noble-security main universe | |
| # deb [arch=ppc64el] http://ports.ubuntu.com/ubuntu-ports/ noble-backports main universe | |
| # EOF | |
| # sudo apt-get update || true ;# Prevent failure due to missing URLs. | |
| # sudo apt-get install -y --no-install-recommends \ | |
| # build-essential \ | |
| # glslc \ | |
| # gcc-14-powerpc64le-linux-gnu \ | |
| # g++-14-powerpc64le-linux-gnu \ | |
| # libvulkan-dev:ppc64el | |
| # - name: Build | |
| # run: | | |
| # cmake -B build -DLLAMA_CURL=OFF \ | |
| # -DCMAKE_BUILD_TYPE=Release \ | |
| # -DGGML_VULKAN=ON \ | |
| # -DGGML_OPENMP=OFF \ | |
| # -DLLAMA_BUILD_EXAMPLES=ON \ | |
| # -DLLAMA_BUILD_TOOLS=ON \ | |
| # -DLLAMA_BUILD_TESTS=OFF \ | |
| # -DCMAKE_SYSTEM_NAME=Linux \ | |
| # -DCMAKE_SYSTEM_PROCESSOR=ppc64 \ | |
| # -DCMAKE_C_COMPILER=powerpc64le-linux-gnu-gcc-14 \ | |
| # -DCMAKE_CXX_COMPILER=powerpc64le-linux-gnu-g++-14 \ | |
| # -DCMAKE_POSITION_INDEPENDENT_CODE=ON \ | |
| # -DCMAKE_FIND_ROOT_PATH=/usr/lib/powerpc64le-linux-gnu \ | |
| # -DCMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ | |
| # -DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY \ | |
| # -DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH | |
| # cmake --build build --config Release -j $(nproc) | |
| debian-13-loongarch64-cpu-cross: | |
| runs-on: ubuntu-24.04 | |
| container: debian@sha256:653dfb9f86c3782e8369d5f7d29bb8faba1f4bff9025db46e807fa4c22903671 | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Setup LoongArch | |
| run: | | |
| rm -f /etc/apt/sources.list.d/* | |
| cat << EOF | tee /etc/apt/sources.list.d/debian-ports.list | |
| deb http://snapshot.debian.org/archive/debian/20250515T202920Z/ trixie main | |
| EOF | |
| ( echo 'quiet "true";'; \ | |
| echo 'APT::Get::Assume-Yes "true";'; \ | |
| echo 'APT::Install-Recommends "false";'; \ | |
| echo 'Acquire::Check-Valid-Until "false";'; \ | |
| echo 'Acquire::Retries "5";'; \ | |
| ) > /etc/apt/apt.conf.d/99snapshot-repos | |
| apt-get update | |
| apt-get install -y ca-certificates debian-ports-archive-keyring cmake git zip | |
| dpkg --add-architecture loong64 | |
| # Add arch-specific repositories for non-amd64 architectures | |
| cat << EOF | tee /etc/apt/sources.list.d/loong64-ports.list | |
| deb [arch=loong64] http://snapshot.debian.org/archive/debian-ports/20250515T194251Z/ sid main | |
| EOF | |
| apt-get update || true ;# Prevent failure due to missing URLs. | |
| apt-get install -y --no-install-recommends \ | |
| build-essential \ | |
| gcc-14-loongarch64-linux-gnu \ | |
| g++-14-loongarch64-linux-gnu | |
| - name: Build | |
| run: | | |
| cmake -B build -DLLAMA_CURL=OFF \ | |
| -DCMAKE_BUILD_TYPE=Release \ | |
| -DGGML_OPENMP=OFF \ | |
| -DLLAMA_BUILD_EXAMPLES=ON \ | |
| -DLLAMA_BUILD_TOOLS=ON \ | |
| -DLLAMA_BUILD_TESTS=OFF \ | |
| -DCMAKE_SYSTEM_NAME=Linux \ | |
| -DCMAKE_SYSTEM_PROCESSOR=loongarch64 \ | |
| -DCMAKE_C_COMPILER=loongarch64-linux-gnu-gcc-14 \ | |
| -DCMAKE_CXX_COMPILER=loongarch64-linux-gnu-g++-14 \ | |
| -DCMAKE_POSITION_INDEPENDENT_CODE=ON \ | |
| -DCMAKE_FIND_ROOT_PATH=/usr/lib/loongarch64-linux-gnu \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH | |
| cmake --build build --config Release -j $(nproc) | |
| debian-13-loongarch64-vulkan-cross: | |
| runs-on: ubuntu-24.04 | |
| container: debian@sha256:653dfb9f86c3782e8369d5f7d29bb8faba1f4bff9025db46e807fa4c22903671 | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Setup LoongArch | |
| run: | | |
| rm -f /etc/apt/sources.list.d/* | |
| cat << EOF | tee /etc/apt/sources.list.d/debian-ports.list | |
| deb http://snapshot.debian.org/archive/debian/20250515T202920Z/ trixie main | |
| EOF | |
| ( echo 'quiet "true";'; \ | |
| echo 'APT::Get::Assume-Yes "true";'; \ | |
| echo 'APT::Install-Recommends "false";'; \ | |
| echo 'Acquire::Check-Valid-Until "false";'; \ | |
| echo 'Acquire::Retries "5";'; \ | |
| ) > /etc/apt/apt.conf.d/99snapshot-repos | |
| apt-get update | |
| apt-get install -y ca-certificates debian-ports-archive-keyring cmake git zip | |
| dpkg --add-architecture loong64 | |
| # Add arch-specific repositories for non-amd64 architectures | |
| cat << EOF | tee /etc/apt/sources.list.d/loong64-ports.list | |
| deb [arch=loong64] http://snapshot.debian.org/archive/debian-ports/20250515T194251Z/ sid main | |
| EOF | |
| apt-get update || true ;# Prevent failure due to missing URLs. | |
| apt-get install -y --no-install-recommends \ | |
| build-essential \ | |
| glslc \ | |
| gcc-14-loongarch64-linux-gnu \ | |
| g++-14-loongarch64-linux-gnu \ | |
| libvulkan-dev:loong64 | |
| - name: Build | |
| run: | | |
| cmake -B build -DLLAMA_CURL=OFF \ | |
| -DCMAKE_BUILD_TYPE=Release \ | |
| -DGGML_VULKAN=ON \ | |
| -DGGML_OPENMP=OFF \ | |
| -DLLAMA_BUILD_EXAMPLES=ON \ | |
| -DLLAMA_BUILD_TOOLS=ON \ | |
| -DLLAMA_BUILD_TESTS=OFF \ | |
| -DCMAKE_SYSTEM_NAME=Linux \ | |
| -DCMAKE_SYSTEM_PROCESSOR=loongarch64 \ | |
| -DCMAKE_C_COMPILER=loongarch64-linux-gnu-gcc-14 \ | |
| -DCMAKE_CXX_COMPILER=loongarch64-linux-gnu-g++-14 \ | |
| -DCMAKE_POSITION_INDEPENDENT_CODE=ON \ | |
| -DCMAKE_FIND_ROOT_PATH=/usr/lib/loongarch64-linux-gnu \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY \ | |
| -DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH | |
| cmake --build build --config Release -j $(nproc) | |