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 Store as ποΈ Stores | |
| participant DbSvc as βοΈ DatabaseService | |
| participant Dexie as π¦ Dexie ORM | |
| participant IDB as πΎ IndexedDB | |
| Note over DbSvc: Stateless service - all methods static<br/>Database: "LlamacppWebui" | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over Store,IDB: π SCHEMA | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| rect rgb(240, 248, 255) | |
| Note over IDB: conversations table:<br/>id (PK), lastModified, currNode, name | |
| end | |
| rect rgb(255, 248, 240) | |
| Note over IDB: messages table:<br/>id (PK), convId (FK), type, role, timestamp,<br/>parent, children[], content, thinking,<br/>toolCalls, extra[], model, timings | |
| end | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over Store,IDB: π¬ CONVERSATIONS CRUD | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Store->>DbSvc: createConversation(name) | |
| activate DbSvc | |
| DbSvc->>DbSvc: Generate UUID | |
| DbSvc->>Dexie: db.conversations.add({id, name, lastModified, currNode: ""}) | |
| Dexie->>IDB: INSERT | |
| IDB-->>Dexie: success | |
| DbSvc-->>Store: DatabaseConversation | |
| deactivate DbSvc | |
| Store->>DbSvc: getConversation(convId) | |
| DbSvc->>Dexie: db.conversations.get(convId) | |
| Dexie->>IDB: SELECT WHERE id = ? | |
| IDB-->>DbSvc: DatabaseConversation | |
| Store->>DbSvc: getAllConversations() | |
| DbSvc->>Dexie: db.conversations.orderBy('lastModified').reverse().toArray() | |
| Dexie->>IDB: SELECT ORDER BY lastModified DESC | |
| IDB-->>DbSvc: DatabaseConversation[] | |
| Store->>DbSvc: updateConversation(convId, updates) | |
| DbSvc->>Dexie: db.conversations.update(convId, {...updates, lastModified}) | |
| Dexie->>IDB: UPDATE | |
| Store->>DbSvc: deleteConversation(convId) | |
| activate DbSvc | |
| DbSvc->>Dexie: db.conversations.delete(convId) | |
| Dexie->>IDB: DELETE FROM conversations | |
| DbSvc->>Dexie: db.messages.where('convId').equals(convId).delete() | |
| Dexie->>IDB: DELETE FROM messages WHERE convId = ? | |
| deactivate DbSvc | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over Store,IDB: π MESSAGES CRUD | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Store->>DbSvc: createRootMessage(convId) | |
| activate DbSvc | |
| DbSvc->>DbSvc: Create root message {type: "root", parent: null} | |
| DbSvc->>Dexie: db.messages.add(rootMsg) | |
| Dexie->>IDB: INSERT | |
| DbSvc-->>Store: rootMessageId | |
| deactivate DbSvc | |
| Store->>DbSvc: createSystemMessage(convId, content, parentId) | |
| activate DbSvc | |
| DbSvc->>DbSvc: Create message {role: "system", parent: parentId} | |
| DbSvc->>Dexie: db.messages.add(systemMsg) | |
| Dexie->>IDB: INSERT | |
| DbSvc-->>Store: DatabaseMessage | |
| deactivate DbSvc | |
| Store->>DbSvc: createMessageBranch(message, parentId) | |
| activate DbSvc | |
| DbSvc->>DbSvc: Generate UUID for new message | |
| DbSvc->>Dexie: db.messages.add({...message, id, parent: parentId}) | |
| Dexie->>IDB: INSERT message | |
| alt parentId exists | |
| DbSvc->>Dexie: db.messages.get(parentId) | |
| Dexie->>IDB: SELECT parent | |
| DbSvc->>DbSvc: parent.children.push(newId) | |
| DbSvc->>Dexie: db.messages.update(parentId, {children}) | |
| Dexie->>IDB: UPDATE parent.children | |
| end | |
| DbSvc->>Dexie: db.conversations.update(convId, {currNode: newId}) | |
| Dexie->>IDB: UPDATE conversation.currNode | |
| DbSvc-->>Store: DatabaseMessage | |
| deactivate DbSvc | |
| Store->>DbSvc: getConversationMessages(convId) | |
| DbSvc->>Dexie: db.messages.where('convId').equals(convId).toArray() | |
| Dexie->>IDB: SELECT WHERE convId = ? | |
| IDB-->>DbSvc: DatabaseMessage[] | |
| Store->>DbSvc: updateMessage(msgId, updates) | |
| DbSvc->>Dexie: db.messages.update(msgId, updates) | |
| Dexie->>IDB: UPDATE | |
| Store->>DbSvc: deleteMessage(msgId) | |
| DbSvc->>Dexie: db.messages.delete(msgId) | |
| Dexie->>IDB: DELETE | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over Store,IDB: π³ BRANCHING OPERATIONS | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Store->>DbSvc: updateCurrentNode(convId, nodeId) | |
| DbSvc->>Dexie: db.conversations.update(convId, {currNode: nodeId, lastModified}) | |
| Dexie->>IDB: UPDATE | |
| Store->>DbSvc: deleteMessageCascading(msgId) | |
| activate DbSvc | |
| DbSvc->>DbSvc: findDescendantMessages(msgId, allMessages) | |
| Note right of DbSvc: Recursively find all children | |
| loop each descendant | |
| DbSvc->>Dexie: db.messages.delete(descendantId) | |
| Dexie->>IDB: DELETE | |
| end | |
| DbSvc->>Dexie: db.messages.delete(msgId) | |
| Dexie->>IDB: DELETE target message | |
| alt target message has a parent | |
| DbSvc->>Dexie: db.messages.get(parentId) | |
| DbSvc->>DbSvc: parent.children.filter(id !== msgId) | |
| DbSvc->>Dexie: db.messages.update(parentId, {children}) | |
| Note right of DbSvc: Remove deleted message from parent's children[] | |
| end | |
| deactivate DbSvc | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over Store,IDB: π₯ IMPORT | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Store->>DbSvc: importConversations(data) | |
| activate DbSvc | |
| loop each conversation in data | |
| DbSvc->>Dexie: db.conversations.get(conv.id) | |
| alt conversation already exists | |
| Note right of DbSvc: Skip duplicate (keep existing) | |
| else conversation is new | |
| DbSvc->>Dexie: db.conversations.add(conversation) | |
| Dexie->>IDB: INSERT conversation | |
| loop each message | |
| DbSvc->>Dexie: db.messages.add(message) | |
| Dexie->>IDB: INSERT message | |
| end | |
| end | |
| end | |
| deactivate DbSvc | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over Store,IDB: π MESSAGE TREE UTILITIES | |
| %% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| Note over DbSvc: Used by stores (imported from utils): | |
| rect rgb(240, 255, 240) | |
| Note over DbSvc: filterByLeafNodeId(messages, leafId)<br/>β Returns path from root to leaf<br/>β Used to display current branch | |
| end | |
| rect rgb(240, 255, 240) | |
| Note over DbSvc: findLeafNode(startId, messages)<br/>β Traverse to deepest child<br/>β Used for branch navigation | |
| end | |
| rect rgb(240, 255, 240) | |
| Note over DbSvc: findDescendantMessages(msgId, messages)<br/>β Find all children recursively<br/>β Used for cascading deletes | |
| end | |
| ``` | |