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§© McpServersSettings / ChatForm | |
| participant chatStore as ποΈ chatStore | |
| participant mcpStore as ποΈ mcpStore | |
| participant mcpResStore as ποΈ mcpResourceStore | |
| participant convStore as ποΈ conversationsStore | |
| participant MCPSvc as βοΈ MCPService | |
| participant LS as πΎ LocalStorage | |
| participant ExtMCP as π External MCP Server | |
| Note over mcpStore: State:<br/>isInitializing, error<br/>toolCount, connectedServers<br/>healthChecks (Map)<br/>connections (Map)<br/>toolsIndex (Map)<br/>serverConfigs (Map) | |
| Note over mcpResStore: State:<br/>serverResources (Map)<br/>cachedResources (Map)<br/>subscriptions (Map)<br/>attachments[] | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,ExtMCP: π INITIALIZATION (App Startup) | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| UI->>mcpStore: ensureInitialized() | |
| activate mcpStore | |
| mcpStore->>LS: get(MCP_SERVERS_LOCALSTORAGE_KEY) | |
| LS-->>mcpStore: MCPServerSettingsEntry[] | |
| mcpStore->>mcpStore: parseServerSettings(servers) | |
| Note right of mcpStore: Filter enabled servers<br/>Build MCPServerConfig objects<br/>Per-chat overrides checked via convStore | |
| loop For each enabled server | |
| mcpStore->>mcpStore: runHealthCheck(serverId) | |
| mcpStore->>mcpStore: updateHealthCheck(id, CONNECTING) | |
| mcpStore->>MCPSvc: connect(serverName, config, clientInfo, capabilities, onPhase) | |
| activate MCPSvc | |
| MCPSvc->>MCPSvc: createTransport(config) | |
| Note right of MCPSvc: WebSocket / StreamableHTTP / SSE<br/>with optional CORS proxy | |
| MCPSvc->>ExtMCP: Transport handshake | |
| ExtMCP-->>MCPSvc: Connection established | |
| MCPSvc->>ExtMCP: Initialize request | |
| Note right of ExtMCP: Exchange capabilities<br/>Server info, protocol version | |
| ExtMCP-->>MCPSvc: InitializeResult (serverInfo, capabilities) | |
| MCPSvc->>ExtMCP: listTools() | |
| ExtMCP-->>MCPSvc: Tool[] | |
| MCPSvc-->>mcpStore: MCPConnection | |
| deactivate MCPSvc | |
| mcpStore->>mcpStore: connections.set(serverName, connection) | |
| mcpStore->>mcpStore: indexTools(connection.tools, serverName) | |
| Note right of mcpStore: toolsIndex.set(toolName, serverName)<br/>Handle name conflicts with prefixes | |
| mcpStore->>mcpStore: updateHealthCheck(id, SUCCESS) | |
| mcpStore->>mcpStore: _connectedServers.push(serverName) | |
| alt Server supports resources | |
| mcpStore->>MCPSvc: listAllResources(connection) | |
| MCPSvc->>ExtMCP: listResources() | |
| ExtMCP-->>MCPSvc: MCPResource[] | |
| MCPSvc-->>mcpStore: resources | |
| mcpStore->>MCPSvc: listAllResourceTemplates(connection) | |
| MCPSvc->>ExtMCP: listResourceTemplates() | |
| ExtMCP-->>MCPSvc: MCPResourceTemplate[] | |
| MCPSvc-->>mcpStore: templates | |
| mcpStore->>mcpResStore: setServerResources(serverName, resources, templates) | |
| end | |
| end | |
| mcpStore->>mcpStore: _isInitializing = false | |
| deactivate mcpStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,ExtMCP: π§ TOOL EXECUTION (Chat with Tools) | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| UI->>mcpStore: executeTool(mcpCall: MCPToolCall, signal?) | |
| activate mcpStore | |
| mcpStore->>mcpStore: toolsIndex.get(mcpCall.function.name) | |
| Note right of mcpStore: Resolve serverName from toolsIndex<br/>MCPToolCall = {id, type, function: {name, arguments}} | |
| mcpStore->>mcpStore: acquireConnection() | |
| Note right of mcpStore: activeFlowCount++<br/>Prevent shutdown during execution | |
| mcpStore->>mcpStore: connection = connections.get(serverName) | |
| mcpStore->>MCPSvc: callTool(connection, {name, arguments}, signal) | |
| activate MCPSvc | |
| MCPSvc->>MCPSvc: throwIfAborted(signal) | |
| MCPSvc->>ExtMCP: callTool(name, arguments) | |
| alt Tool execution success | |
| ExtMCP-->>MCPSvc: ToolCallResult (content, isError) | |
| MCPSvc->>MCPSvc: formatToolResult(result) | |
| Note right of MCPSvc: Handle text, image (base64),<br/>embedded resource content | |
| MCPSvc-->>mcpStore: ToolExecutionResult | |
| else Tool execution error | |
| ExtMCP-->>MCPSvc: Error | |
| MCPSvc-->>mcpStore: throw Error | |
| else Aborted | |
| MCPSvc-->>mcpStore: throw AbortError | |
| end | |
| deactivate MCPSvc | |
| mcpStore->>mcpStore: releaseConnection() | |
| Note right of mcpStore: activeFlowCount-- | |
| mcpStore-->>UI: ToolExecutionResult | |
| deactivate mcpStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,ExtMCP: οΏ½ RESOURCE ATTACHMENT CONSUMPTION | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| chatStore->>mcpStore: consumeResourceAttachmentsAsExtras() | |
| activate mcpStore | |
| mcpStore->>mcpResStore: getAttachments() | |
| mcpResStore-->>mcpStore: MCPResourceAttachment[] | |
| mcpStore->>mcpStore: Convert attachments to message extras | |
| mcpStore->>mcpResStore: clearAttachments() | |
| mcpStore-->>chatStore: MessageExtra[] (for user message) | |
| deactivate mcpStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,ExtMCP: οΏ½π PROMPT OPERATIONS | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| UI->>mcpStore: getAllPrompts() | |
| activate mcpStore | |
| loop For each connected server with prompts capability | |
| mcpStore->>MCPSvc: listPrompts(connection) | |
| MCPSvc->>ExtMCP: listPrompts() | |
| ExtMCP-->>MCPSvc: Prompt[] | |
| MCPSvc-->>mcpStore: prompts | |
| end | |
| mcpStore-->>UI: MCPPromptInfo[] (with serverName) | |
| deactivate mcpStore | |
| UI->>mcpStore: getPrompt(serverName, promptName, args?) | |
| activate mcpStore | |
| mcpStore->>MCPSvc: getPrompt(connection, name, args) | |
| MCPSvc->>ExtMCP: getPrompt({name, arguments}) | |
| ExtMCP-->>MCPSvc: GetPromptResult (messages) | |
| MCPSvc-->>mcpStore: GetPromptResult | |
| mcpStore-->>UI: GetPromptResult | |
| deactivate mcpStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,ExtMCP: π RESOURCE OPERATIONS | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| UI->>mcpResStore: addAttachment(resourceInfo) | |
| activate mcpResStore | |
| mcpResStore->>mcpResStore: Create MCPResourceAttachment (loading: true) | |
| mcpResStore-->>UI: attachment | |
| UI->>mcpStore: readResource(serverName, uri) | |
| activate mcpStore | |
| mcpStore->>MCPSvc: readResource(connection, uri) | |
| MCPSvc->>ExtMCP: readResource({uri}) | |
| ExtMCP-->>MCPSvc: MCPReadResourceResult (contents) | |
| MCPSvc-->>mcpStore: contents | |
| mcpStore-->>UI: MCPResourceContent[] | |
| deactivate mcpStore | |
| UI->>mcpResStore: updateAttachmentContent(attachmentId, content) | |
| mcpResStore->>mcpResStore: cacheResourceContent(resource, content) | |
| deactivate mcpResStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,ExtMCP: π AUTO-RECONNECTION | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over mcpStore: On WebSocket close or connection error: | |
| mcpStore->>mcpStore: autoReconnect(serverName, attempt) | |
| activate mcpStore | |
| mcpStore->>mcpStore: Calculate backoff delay | |
| Note right of mcpStore: delay = min(30s, 1s * 2^attempt) | |
| mcpStore->>mcpStore: Wait for delay | |
| mcpStore->>mcpStore: reconnectServer(serverName) | |
| alt Reconnection success | |
| mcpStore->>mcpStore: updateHealthCheck(id, SUCCESS) | |
| else Max attempts reached | |
| mcpStore->>mcpStore: updateHealthCheck(id, ERROR) | |
| end | |
| deactivate mcpStore | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over UI,ExtMCP: π SHUTDOWN | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| UI->>mcpStore: shutdown() | |
| activate mcpStore | |
| mcpStore->>mcpStore: Wait for activeFlowCount == 0 | |
| loop For each connection | |
| mcpStore->>MCPSvc: disconnect(connection) | |
| MCPSvc->>MCPSvc: transport.onclose = undefined | |
| MCPSvc->>ExtMCP: close() | |
| end | |
| mcpStore->>mcpStore: connections.clear() | |
| mcpStore->>mcpStore: toolsIndex.clear() | |
| mcpStore->>mcpStore: _connectedServers = [] | |
| mcpStore->>mcpResStore: clear() | |
| deactivate mcpStore | |
| ``` | |