Text Generation
Safetensors
GGUF
English
reasoning
reinforcement-learning
grpo
small-language-model
samsung-ennovatex
conversational
Instructions to use OmnipotentFool/Aurvion 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 OmnipotentFool/Aurvion 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 OmnipotentFool/Aurvion:Q4_K_M # Run inference directly in the terminal: llama cli -hf OmnipotentFool/Aurvion:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf OmnipotentFool/Aurvion:Q4_K_M # Run inference directly in the terminal: llama cli -hf OmnipotentFool/Aurvion:Q4_K_M
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 OmnipotentFool/Aurvion:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf OmnipotentFool/Aurvion:Q4_K_M
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 OmnipotentFool/Aurvion:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf OmnipotentFool/Aurvion:Q4_K_M
Use Docker
docker model run hf.co/OmnipotentFool/Aurvion:Q4_K_M
- Llama new
- LM Studio
- Jan
- vLLM
How to use OmnipotentFool/Aurvion with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "OmnipotentFool/Aurvion" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "OmnipotentFool/Aurvion", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/OmnipotentFool/Aurvion:Q4_K_M
- Ollama
How to use OmnipotentFool/Aurvion with Ollama:
ollama run hf.co/OmnipotentFool/Aurvion:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use OmnipotentFool/Aurvion with Docker Model Runner:
docker model run hf.co/OmnipotentFool/Aurvion:Q4_K_M
- Lemonade
How to use OmnipotentFool/Aurvion with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull OmnipotentFool/Aurvion:Q4_K_M
Run and chat with the model
lemonade run user.Aurvion-Q4_K_M
List all available models
lemonade list
- Atomic Chat
|
Download llama.cpp/tools/ui/docs/flows/chat-flow.md from OmnipotentFool/Aurvion: direct link, hf CLI and curl.
- Browser
- Download file 13.3 kB
-
https://huggingface.co/OmnipotentFool/Aurvion/resolve/main/llama.cpp/tools/ui/docs/flows/chat-flow.md
- Command line
-
hf download hf://OmnipotentFool/Aurvion/llama.cpp/tools/ui/docs/flows/chat-flow.md
-
curl -L -o chat-flow.md https://huggingface.co/OmnipotentFool/Aurvion/resolve/main/llama.cpp/tools/ui/docs/flows/chat-flow.md
13.3 kB
sequenceDiagram
participant UI as π§© ChatForm / ChatMessage
participant chatStore as ποΈ chatStore
participant agenticStore as ποΈ agenticStore
participant convStore as ποΈ conversationsStore
participant settingsStore as ποΈ settingsStore
participant mcpStore as ποΈ mcpStore
participant ChatSvc as βοΈ ChatService
participant DbSvc as βοΈ DatabaseService
participant API as π /v1/chat/completions
Note over chatStore: State:<br/>isLoading, currentResponse<br/>errorDialogState, activeProcessingState<br/>chatLoadingStates (Map)<br/>chatStreamingStates (Map)<br/>abortControllers (Map)<br/>processingStates (Map)
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over UI,API: π¬ SEND MESSAGE
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
UI->>chatStore: sendMessage(content, extras)
activate chatStore
chatStore->>chatStore: setChatLoading(convId, true)
chatStore->>chatStore: clearChatStreaming(convId)
alt no active conversation
chatStore->>convStore: createConversation()
Note over convStore: β see conversations-flow.mmd
end
chatStore->>mcpStore: consumeResourceAttachmentsAsExtras()
Note right of mcpStore: Converts pending MCP resource<br/>attachments into message extras
chatStore->>chatStore: addMessage("user", content, extras)
chatStore->>DbSvc: createMessageBranch(userMsg, parentId)
chatStore->>convStore: addMessageToActive(userMsg)
chatStore->>convStore: updateCurrentNode(userMsg.id)
chatStore->>chatStore: createAssistantMessage(userMsg.id)
chatStore->>DbSvc: createMessageBranch(assistantMsg, userMsg.id)
chatStore->>convStore: addMessageToActive(assistantMsg)
chatStore->>chatStore: streamChatCompletion(messages, assistantMsg)
deactivate chatStore
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over UI,API: π STREAMING (with agentic flow detection)
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
activate chatStore
chatStore->>chatStore: startStreaming()
Note right of chatStore: isStreamingActive = true
chatStore->>chatStore: setActiveProcessingConversation(convId)
chatStore->>chatStore: getOrCreateAbortController(convId)
Note right of chatStore: abortControllers.set(convId, new AbortController())
chatStore->>chatStore: getApiOptions()
Note right of chatStore: Merge from settingsStore.config:<br/>temperature, max_tokens, top_p, etc.
alt agenticConfig.enabled && mcpStore has connected servers
chatStore->>agenticStore: runAgenticFlow(convId, messages, assistantMsg, options, signal)
Note over agenticStore: Multi-turn agentic loop:<br/>1. Call ChatService.sendMessage()<br/>2. If response has tool_calls β execute via mcpStore<br/>3. Append tool results as messages<br/>4. Loop until no more tool_calls or maxTurns<br/>β see agentic flow details below
agenticStore-->>chatStore: final response with timings
else standard (non-agentic) flow
chatStore->>ChatSvc: sendMessage(messages, options, signal)
end
activate ChatSvc
ChatSvc->>ChatSvc: convertDbMessageToApiChatMessageData(messages)
Note right of ChatSvc: DatabaseMessage[] β ApiChatMessageData[]<br/>Process attachments (images, PDFs, audio)
ChatSvc->>API: POST /v1/chat/completions
Note right of API: {messages, model?, stream: true, ...params}
loop SSE chunks
API-->>ChatSvc: data: {"choices":[{"delta":{...}}]}
ChatSvc->>ChatSvc: handleStreamResponse(response)
alt content chunk
ChatSvc-->>chatStore: onChunk(content)
chatStore->>chatStore: setChatStreaming(convId, response, msgId)
Note right of chatStore: currentResponse = $state(accumulated)
chatStore->>convStore: updateMessageAtIndex(idx, {content})
end
alt reasoning chunk
ChatSvc-->>chatStore: onReasoningChunk(reasoning)
chatStore->>convStore: updateMessageAtIndex(idx, {thinking})
end
alt tool_calls chunk
ChatSvc-->>chatStore: onToolCallChunk(toolCalls)
chatStore->>convStore: updateMessageAtIndex(idx, {toolCalls})
end
alt model info
ChatSvc-->>chatStore: onModel(modelName)
chatStore->>chatStore: recordModel(modelName)
chatStore->>DbSvc: updateMessage(msgId, {model})
end
alt timings (during stream)
ChatSvc-->>chatStore: onTimings(timings, promptProgress)
chatStore->>chatStore: updateProcessingStateFromTimings()
end
chatStore-->>UI: reactive $state update
end
API-->>ChatSvc: data: [DONE]
ChatSvc-->>chatStore: onComplete(content, reasoning, timings, toolCalls)
deactivate ChatSvc
chatStore->>chatStore: stopStreaming()
chatStore->>DbSvc: updateMessage(msgId, {content, timings, model})
chatStore->>convStore: updateCurrentNode(msgId)
chatStore->>chatStore: setChatLoading(convId, false)
chatStore->>chatStore: clearChatStreaming(convId)
chatStore->>chatStore: clearProcessingState(convId)
deactivate chatStore
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over UI,API: βΉοΈ STOP GENERATION
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
UI->>chatStore: stopGeneration()
activate chatStore
chatStore->>chatStore: savePartialResponseIfNeeded(convId)
Note right of chatStore: Save currentResponse to DB if non-empty
chatStore->>chatStore: abortControllers.get(convId).abort()
Note right of chatStore: fetch throws AbortError β caught by isAbortError()
chatStore->>chatStore: stopStreaming()
chatStore->>chatStore: setChatLoading(convId, false)
chatStore->>chatStore: clearChatStreaming(convId)
chatStore->>chatStore: clearProcessingState(convId)
deactivate chatStore
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over UI,API: π REGENERATE
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
UI->>chatStore: regenerateMessageWithBranching(msgId, model?)
activate chatStore
chatStore->>convStore: findMessageIndex(msgId)
chatStore->>chatStore: Get parent of target message
chatStore->>chatStore: createAssistantMessage(parentId)
chatStore->>DbSvc: createMessageBranch(newAssistantMsg, parentId)
chatStore->>convStore: refreshActiveMessages()
Note right of chatStore: Same streaming flow
chatStore->>chatStore: streamChatCompletion(...)
deactivate chatStore
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over UI,API: β‘οΈ CONTINUE
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
UI->>chatStore: continueAssistantMessage(msgId)
activate chatStore
chatStore->>chatStore: Get existing content from message
chatStore->>chatStore: streamChatCompletion(..., existingContent)
Note right of chatStore: Appends to existing message content
deactivate chatStore
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over UI,API: βοΈ EDIT USER MESSAGE
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
UI->>chatStore: editMessageWithBranching(msgId, newContent, extras)
activate chatStore
chatStore->>chatStore: Get parent of target message
chatStore->>DbSvc: createMessageBranch(editedMsg, parentId)
chatStore->>convStore: refreshActiveMessages()
Note right of chatStore: Creates new branch, original preserved
chatStore->>chatStore: createAssistantMessage(editedMsg.id)
chatStore->>chatStore: streamChatCompletion(...)
Note right of chatStore: Automatically regenerates response
deactivate chatStore
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over UI,API: β ERROR HANDLING
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over chatStore: On stream error (non-abort):
chatStore->>chatStore: showErrorDialog(type, message)
Note right of chatStore: errorDialogState = {type: 'timeout'|'server', message}
chatStore->>convStore: removeMessageAtIndex(failedMsgIdx)
chatStore->>DbSvc: deleteMessage(failedMsgId)
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over UI,API: π€ AGENTIC LOOP (when agenticConfig.enabled)
%% βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Note over agenticStore: agenticStore.runAgenticFlow(convId, messages, assistantMsg, options, signal)
activate agenticStore
agenticStore->>agenticStore: getSession(convId) or create new
agenticStore->>agenticStore: updateSession(turn: 0, running: true)
loop executeAgenticLoop (until no tool_calls or maxTurns)
agenticStore->>agenticStore: turn++
agenticStore->>ChatSvc: sendMessage(messages, options, signal)
ChatSvc->>API: POST /v1/chat/completions
API-->>ChatSvc: response with potential tool_calls
ChatSvc-->>agenticStore: onComplete(content, reasoning, timings, toolCalls)
alt response has tool_calls
agenticStore->>agenticStore: normalizeToolCalls(toolCalls)
loop for each tool_call
agenticStore->>agenticStore: updateSession(streamingToolCall)
agenticStore->>mcpStore: executeTool(mcpCall, signal)
mcpStore-->>agenticStore: tool result
agenticStore->>agenticStore: extractBase64Attachments(result)
agenticStore->>agenticStore: emitToolCallResult(convId, ...)
agenticStore->>convStore: addMessageToActive(toolResultMsg)
agenticStore->>DbSvc: createMessageBranch(toolResultMsg)
end
agenticStore->>agenticStore: Create new assistantMsg for next turn
Note right of agenticStore: Continue loop with updated messages
else no tool_calls (final response)
agenticStore->>agenticStore: buildFinalTimings(allTurns)
Note right of agenticStore: Break loop, return final response
end
end
agenticStore->>agenticStore: updateSession(running: false)
agenticStore-->>chatStore: final content, timings, model
deactivate agenticStore