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
| ```mermaid | |
| sequenceDiagram | |
| participant UI as π§© ModelsSelector | |
| participant Hooks as πͺ useModelChangeValidation | |
| participant modelsStore as ποΈ modelsStore | |
| participant serverStore as ποΈ serverStore | |
| participant convStore as ποΈ conversationsStore | |
| participant ModelsSvc as βοΈ ModelsService | |
| participant PropsSvc as βοΈ PropsService | |
| participant API as π llama-server | |
| Note over modelsStore: State:<br/>models: ModelOption[]<br/>routerModels: ApiModelDataEntry[]<br/>selectedModelId, selectedModelName<br/>loading, updating, error<br/>modelLoadingStates (Map)<br/>modelPropsCache (Map)<br/>propsCacheVersion | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,API: π INITIALIZATION (MODEL mode) | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| UI->>modelsStore: fetch() | |
| activate modelsStore | |
| modelsStore->>modelsStore: loading = true | |
| alt serverStore.props not loaded | |
| modelsStore->>serverStore: fetch() | |
| Note over serverStore: β see server-flow.mmd | |
| end | |
| modelsStore->>ModelsSvc: list() | |
| ModelsSvc->>API: GET /v1/models | |
| API-->>ModelsSvc: ApiModelListResponse {data: [model]} | |
| modelsStore->>modelsStore: models = $state(mapped) | |
| Note right of modelsStore: Map to ModelOption[]:<br/>{id, name, model, description, capabilities} | |
| Note over modelsStore: MODEL mode: Get modalities from serverStore.props | |
| modelsStore->>modelsStore: modelPropsCache.set(model.id, serverStore.props) | |
| modelsStore->>modelsStore: models[0].modalities = props.modalities | |
| modelsStore->>modelsStore: Auto-select single model | |
| Note right of modelsStore: selectedModelId = models[0].id | |
| modelsStore->>modelsStore: loading = false | |
| deactivate modelsStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,API: π INITIALIZATION (ROUTER mode) | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| UI->>modelsStore: fetch() | |
| activate modelsStore | |
| modelsStore->>ModelsSvc: list() | |
| ModelsSvc->>API: GET /v1/models | |
| API-->>ModelsSvc: ApiModelListResponse | |
| modelsStore->>modelsStore: models = $state(mapped) | |
| deactivate modelsStore | |
| Note over UI: After models loaded, layout triggers: | |
| UI->>modelsStore: fetchRouterModels() | |
| activate modelsStore | |
| modelsStore->>ModelsSvc: listRouter() | |
| ModelsSvc->>API: GET /v1/models | |
| API-->>ModelsSvc: ApiRouterModelsListResponse | |
| Note right of API: {data: [{id, status, path, in_cache}]} | |
| modelsStore->>modelsStore: routerModels = $state(data) | |
| modelsStore->>modelsStore: fetchModalitiesForLoadedModels() | |
| loop each model where status === "loaded" | |
| modelsStore->>PropsSvc: fetchForModel(modelId) | |
| PropsSvc->>API: GET /props?model={modelId} | |
| API-->>PropsSvc: ApiLlamaCppServerProps | |
| modelsStore->>modelsStore: modelPropsCache.set(modelId, props) | |
| end | |
| modelsStore->>modelsStore: propsCacheVersion++ | |
| deactivate modelsStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,API: π MODEL SELECTION (ROUTER mode) | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| UI->>Hooks: useModelChangeValidation({getRequiredModalities, onSuccess?, onValidationFailure?}) | |
| Note over Hooks: Hook configured per-component:<br/>ChatForm: getRequiredModalities = usedModalities<br/>ChatMessage: getRequiredModalities = getModalitiesUpToMessage(msgId) | |
| UI->>Hooks: handleModelChange(modelId, modelName) | |
| activate Hooks | |
| Hooks->>Hooks: previousSelectedModelId = modelsStore.selectedModelId | |
| Hooks->>modelsStore: isModelLoaded(modelName)? | |
| alt model NOT loaded | |
| Hooks->>modelsStore: loadModel(modelName) | |
| Note over modelsStore: β see LOAD MODEL section below | |
| end | |
| Note over Hooks: Always fetch props (from cache or API) | |
| Hooks->>modelsStore: fetchModelProps(modelName) | |
| modelsStore-->>Hooks: props | |
| Hooks->>convStore: getRequiredModalities() | |
| convStore-->>Hooks: {vision, audio} | |
| Hooks->>Hooks: Validate: model.modalities β required? | |
| alt validation PASSED | |
| Hooks->>modelsStore: selectModelById(modelId) | |
| Hooks-->>UI: return true | |
| else validation FAILED | |
| Hooks->>UI: toast.error("Model doesn't support required modalities") | |
| alt model was just loaded | |
| Hooks->>modelsStore: unloadModel(modelName) | |
| end | |
| alt onValidationFailure provided | |
| Hooks->>modelsStore: selectModelById(previousSelectedModelId) | |
| end | |
| Hooks-->>UI: return false | |
| end | |
| deactivate Hooks | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,API: β¬οΈ LOAD MODEL (ROUTER mode) | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| modelsStore->>modelsStore: loadModel(modelId) | |
| activate modelsStore | |
| alt already loaded | |
| modelsStore-->>modelsStore: return (no-op) | |
| end | |
| modelsStore->>modelsStore: modelLoadingStates.set(modelId, true) | |
| modelsStore->>ModelsSvc: load(modelId) | |
| ModelsSvc->>API: POST /models/load {model: modelId} | |
| API-->>ModelsSvc: {status: "loading"} | |
| modelsStore->>modelsStore: pollForModelStatus(modelId, LOADED) | |
| loop poll every 500ms (max 60 attempts) | |
| modelsStore->>modelsStore: fetchRouterModels() | |
| modelsStore->>ModelsSvc: listRouter() | |
| ModelsSvc->>API: GET /v1/models | |
| API-->>ModelsSvc: models[] | |
| modelsStore->>modelsStore: getModelStatus(modelId) | |
| alt status === LOADED | |
| Note right of modelsStore: break loop | |
| else status === LOADING | |
| Note right of modelsStore: wait 500ms, continue | |
| end | |
| end | |
| modelsStore->>modelsStore: updateModelModalities(modelId) | |
| modelsStore->>PropsSvc: fetchForModel(modelId) | |
| PropsSvc->>API: GET /props?model={modelId} | |
| API-->>PropsSvc: props with modalities | |
| modelsStore->>modelsStore: modelPropsCache.set(modelId, props) | |
| modelsStore->>modelsStore: propsCacheVersion++ | |
| modelsStore->>modelsStore: modelLoadingStates.set(modelId, false) | |
| deactivate modelsStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,API: β¬οΈ UNLOAD MODEL (ROUTER mode) | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| modelsStore->>modelsStore: unloadModel(modelId) | |
| activate modelsStore | |
| modelsStore->>modelsStore: modelLoadingStates.set(modelId, true) | |
| modelsStore->>ModelsSvc: unload(modelId) | |
| ModelsSvc->>API: POST /models/unload {model: modelId} | |
| modelsStore->>modelsStore: pollForModelStatus(modelId, UNLOADED) | |
| loop poll until unloaded | |
| modelsStore->>ModelsSvc: listRouter() | |
| ModelsSvc->>API: GET /v1/models | |
| end | |
| modelsStore->>modelsStore: modelLoadingStates.set(modelId, false) | |
| deactivate modelsStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,API: π COMPUTED GETTERS | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over modelsStore: Getters:<br/>- selectedModel: ModelOption | null<br/>- loadedModelIds: string[] (from routerModels)<br/>- loadingModelIds: string[] (from modelLoadingStates)<br/>- singleModelName: string | null (MODEL mode only) | |
| Note over modelsStore: Modality helpers:<br/>- getModelModalities(modelId): {vision, audio}<br/>- modelSupportsVision(modelId): boolean<br/>- modelSupportsAudio(modelId): boolean | |
| ``` | |