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.
- 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
File size: 8,510 Bytes
8efb28e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 | ```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
```
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