Safetensors
GGUF
Turkish
llama
Llama-3
instruct
finetune
chatml
gpt4
synthetic data
distillation
function calling
json mode
axolotl
roleplaying
chat
Instructions to use tda45/TdAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use tda45/TdAI with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="tda45/TdAI", filename="llama.cpp/models/ggml-vocab-aquila.gguf", )
output = llm( "Once upon a time,", max_tokens=512, echo=True ) print(output)
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use tda45/TdAI 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 tda45/TdAI # Run inference directly in the terminal: llama cli -hf tda45/TdAI
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf tda45/TdAI # Run inference directly in the terminal: llama cli -hf tda45/TdAI
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 tda45/TdAI # Run inference directly in the terminal: ./llama-cli -hf tda45/TdAI
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 tda45/TdAI # Run inference directly in the terminal: ./build/bin/llama-cli -hf tda45/TdAI
Use Docker
docker model run hf.co/tda45/TdAI
- LM Studio
- Jan
- Ollama
How to use tda45/TdAI with Ollama:
ollama run hf.co/tda45/TdAI
- Unsloth Studio
How to use tda45/TdAI with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tda45/TdAI to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tda45/TdAI to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for tda45/TdAI to start chatting
- Atomic Chat new
- Docker Model Runner
How to use tda45/TdAI with Docker Model Runner:
docker model run hf.co/tda45/TdAI
- Lemonade
How to use tda45/TdAI with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull tda45/TdAI
Run and chat with the model
lemonade run user.TdAI-{{QUANT_TAG}}List all available models
lemonade list
| name: CI (self-hosted) | |
| on: | |
| workflow_dispatch: # allows manual triggering | |
| push: | |
| branches: | |
| - master | |
| paths: [ | |
| '.github/workflows/build.yml', | |
| '**/CMakeLists.txt', | |
| '**/.cmake', | |
| '**/*.h', | |
| '**/*.hpp', | |
| '**/*.c', | |
| '**/*.cpp', | |
| '**/*.cu', | |
| '**/*.cuh', | |
| '**/*.swift', | |
| '**/*.m', | |
| '**/*.metal', | |
| '**/*.comp', | |
| '**/*.glsl', | |
| '**/*.wgsl' | |
| ] | |
| pull_request: | |
| types: [opened, synchronize, reopened] | |
| paths: [ | |
| '.github/workflows/build-self-hosted.yml', | |
| '**/CMakeLists.txt', | |
| '**/.cmake', | |
| '**/*.h', | |
| '**/*.hpp', | |
| '**/*.c', | |
| '**/*.cpp', | |
| '**/*.cu', | |
| '**/*.cuh', | |
| '**/*.swift', | |
| '**/*.m', | |
| '**/*.metal', | |
| '**/*.comp', | |
| '**/*.glsl', | |
| '**/*.wgsl' | |
| ] | |
| concurrency: | |
| group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} | |
| cancel-in-progress: true | |
| env: | |
| GGML_NLOOP: 3 | |
| GGML_N_THREADS: 1 | |
| LLAMA_ARG_LOG_COLORS: 1 | |
| LLAMA_ARG_LOG_PREFIX: 1 | |
| LLAMA_ARG_LOG_TIMESTAMPS: 1 | |
| jobs: | |
| gpu-cuda: | |
| runs-on: [self-hosted, Linux, NVIDIA] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| nvidia-smi | |
| GG_BUILD_CUDA=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| gpu-vulkan-nvidia-cm: | |
| runs-on: [self-hosted, Linux, NVIDIA] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| vulkaninfo --summary | |
| GG_BUILD_VULKAN=1 GGML_VK_DISABLE_COOPMAT2=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| gpu-vulkan-nvidia-cm2: | |
| runs-on: [self-hosted, Linux, NVIDIA, COOPMAT2] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| vulkaninfo --summary | |
| GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| gpu-webgpu-nvidia: | |
| runs-on: [self-hosted, Linux, NVIDIA, X64] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Dawn Dependency | |
| id: dawn-depends | |
| run: | | |
| DAWN_VERSION="v20260317.182325" | |
| DAWN_OWNER="google" | |
| DAWN_REPO="dawn" | |
| DAWN_ASSET_NAME="Dawn-18eb229ef5f707c1464cc581252e7603c73a3ef0-ubuntu-latest-Release" | |
| echo "Fetching release asset from https://github.com/google/dawn/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.tar.gz" | |
| curl -L -o artifact.tar.gz \ | |
| "https://github.com/google/dawn/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.tar.gz" | |
| mkdir dawn | |
| tar -xvf artifact.tar.gz -C dawn --strip-components=1 | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| GG_BUILD_WEBGPU=1 \ | |
| GG_BUILD_WEBGPU_DAWN_PREFIX="$GITHUB_WORKSPACE/dawn" \ | |
| GG_BUILD_WEBGPU_DAWN_DIR="$GITHUB_WORKSPACE/dawn/lib64/cmake/Dawn" \ | |
| bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| # TODO: provision AMX-compatible machine | |
| #cpu-amx: | |
| # runs-on: [self-hosted, Linux, CPU, AMX] | |
| # steps: | |
| # - name: Clone | |
| # id: checkout | |
| # uses: actions/checkout@v6 | |
| # - name: Test | |
| # id: ggml-ci | |
| # run: | | |
| # bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| # TODO: provision AMD GPU machine | |
| # amd-vulkan: | |
| # runs-on: [self-hosted, Linux, AMD] | |
| # steps: | |
| # - name: Clone | |
| # id: checkout | |
| # uses: actions/checkout@v6 | |
| # - name: Test | |
| # id: ggml-ci | |
| # run: | | |
| # vulkaninfo --summary | |
| # GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| # TODO: provision AMD GPU machine | |
| # amd-rocm: | |
| # runs-on: [self-hosted, Linux, AMD] | |
| # steps: | |
| # - name: Clone | |
| # id: checkout | |
| # uses: actions/checkout@v6 | |
| # - name: Test | |
| # id: ggml-ci | |
| # run: | | |
| # amd-smi static | |
| # GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS="gfx1101" bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| gpu-metal: | |
| runs-on: [self-hosted, macOS, ARM64] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| GG_BUILD_METAL=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| gpu-webgpu-apple: | |
| runs-on: [self-hosted, macOS, ARM64] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Dawn Dependency | |
| id: dawn-depends | |
| run: | | |
| DAWN_VERSION="v20260317.182325" | |
| DAWN_OWNER="google" | |
| DAWN_REPO="dawn" | |
| DAWN_ASSET_NAME="Dawn-18eb229ef5f707c1464cc581252e7603c73a3ef0-macos-latest-Release" | |
| echo "Fetching release asset from https://github.com/google/dawn/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.tar.gz" | |
| curl -L -o artifact.tar.gz \ | |
| "https://github.com/google/dawn/releases/download/${DAWN_VERSION}/${DAWN_ASSET_NAME}.tar.gz" | |
| mkdir dawn | |
| tar -xvf artifact.tar.gz -C dawn --strip-components=1 | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| GG_BUILD_WEBGPU=1 GG_BUILD_WEBGPU_DAWN_PREFIX="$GITHUB_WORKSPACE/dawn" \ | |
| bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| gpu-vulkan-apple: | |
| runs-on: [self-hosted, macOS, ARM64] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| vulkaninfo --summary | |
| GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| gpu-vulkan-intel-linux: | |
| runs-on: [self-hosted, Linux, Intel] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| with: | |
| persist-credentials: false | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| vulkaninfo --summary | |
| GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| gpu-vulkan-intel-windows: | |
| runs-on: [self-hosted, Windows, X64, Intel] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Test | |
| id: ggml-ci | |
| shell: C:\msys64\usr\bin\bash.exe --noprofile --norc -eo pipefail "{0}" | |
| env: | |
| MSYSTEM: UCRT64 | |
| CHERE_INVOKING: 1 | |
| PATH: C:\msys64\ucrt64\bin;C:\msys64\usr\bin;C:\Windows\System32;${{ env.PATH }} | |
| run: | | |
| vulkaninfo --summary | |
| # Skip python related tests with GG_BUILD_LOW_PERF=1 since Windows MSYS2 UCRT64 currently fails to create | |
| # a valid python environment for testing | |
| LLAMA_FATAL_WARNINGS=OFF GG_BUILD_NINJA=1 GG_BUILD_VULKAN=1 GG_BUILD_LOW_PERF=1 ./ci/run.sh ./results/llama.cpp ./mnt/llama.cpp | |
| gpu-openvino-low-perf: | |
| runs-on: [self-hosted, Linux, Intel, OpenVINO] | |
| env: | |
| # Sync versions in build.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile | |
| OPENVINO_VERSION_MAJOR: "2026.2.1" | |
| OPENVINO_VERSION_FULL: "2026.2.1.21919.ede283a88e3" | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Setup OpenVINO Toolkit | |
| uses: ./.github/actions/linux-setup-openvino | |
| with: | |
| path: ./openvino_toolkit | |
| version_major: ${{ env.OPENVINO_VERSION_MAJOR }} | |
| version_full: ${{ env.OPENVINO_VERSION_FULL }} | |
| - name: Install OpenVINO dependencies | |
| run: | | |
| cd ./openvino_toolkit | |
| chmod +x ./install_dependencies/install_openvino_dependencies.sh | |
| echo "Y" | sudo -E ./install_dependencies/install_openvino_dependencies.sh | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| source ./openvino_toolkit/setupvars.sh | |
| GG_BUILD_OPENVINO=1 GGML_OPENVINO_DEVICE=GPU GG_BUILD_LOW_PERF=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| cpu-x64-high-perf: | |
| runs-on: [self-hosted, Linux, X64] | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| LLAMA_ARG_THREADS=$(nproc) GG_BUILD_HIGH_PERF=1 GG_BUILD_EXTRA_TESTS_0=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| cpu-arm64-high-perf-graviton4: | |
| runs-on: ah-ubuntu_22_04-c8g_8x | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Dependencies | |
| id: depends | |
| run: | | |
| set -euxo pipefail | |
| sudo apt-get update | |
| sudo DEBIAN_FRONTEND=noninteractive NEEDRESTART_MODE=a \ | |
| apt-get install -y \ | |
| build-essential \ | |
| python3-venv \ | |
| gpg \ | |
| wget \ | |
| time \ | |
| git-lfs | |
| git lfs install | |
| # install the latest cmake | |
| sudo install -d /usr/share/keyrings | |
| wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc \ | |
| | gpg --dearmor \ | |
| | sudo tee /usr/share/keyrings/kitware-archive-keyring.gpg >/dev/null | |
| echo 'deb [signed-by=/usr/share/keyrings/kitware-archive-keyring.gpg] https://apt.kitware.com/ubuntu/ jammy main' \ | |
| | sudo tee /etc/apt/sources.list.d/kitware.list | |
| sudo apt-get update | |
| sudo apt-get install -y cmake | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| LLAMA_ARG_THREADS=$(nproc) GG_BUILD_HIGH_PERF=1 GG_BUILD_NO_BF16=1 GG_BUILD_EXTRA_TESTS_0=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp | |
| cpu-arm64-graviton4-kleidiai: | |
| runs-on: ah-ubuntu_22_04-c8g_8x | |
| steps: | |
| - name: Clone | |
| id: checkout | |
| uses: actions/checkout@v6 | |
| - name: Dependencies | |
| id: depends | |
| run: | | |
| set -euxo pipefail | |
| sudo apt-get update | |
| sudo DEBIAN_FRONTEND=noninteractive NEEDRESTART_MODE=a \ | |
| apt-get install -y \ | |
| build-essential \ | |
| python3-venv \ | |
| gpg \ | |
| wget \ | |
| time \ | |
| git-lfs | |
| git lfs install | |
| # install the latest cmake | |
| sudo install -d /usr/share/keyrings | |
| wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc \ | |
| | gpg --dearmor \ | |
| | sudo tee /usr/share/keyrings/kitware-archive-keyring.gpg >/dev/null | |
| echo 'deb [signed-by=/usr/share/keyrings/kitware-archive-keyring.gpg] https://apt.kitware.com/ubuntu/ jammy main' \ | |
| | sudo tee /etc/apt/sources.list.d/kitware.list | |
| sudo apt-get update | |
| sudo apt-get install -y cmake | |
| - name: Test | |
| id: ggml-ci | |
| run: | | |
| GG_BUILD_KLEIDIAI=1 \ | |
| GG_BUILD_EXTRA_TESTS_0=1 \ | |
| bash ./ci/run.sh ./tmp/results ./tmp/mnt | |