Text Generation
MLX
Safetensors
bailing_hybrid
ling
Mixture of Experts
apple-silicon
conversational
custom_code
4-bit precision
Instructions to use rapid-mlx/Ling-3.0-tiny-MLX-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use rapid-mlx/Ling-3.0-tiny-MLX-4bit with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("rapid-mlx/Ling-3.0-tiny-MLX-4bit") prompt = "Write a story about Einstein" messages = [{"role": "user", "content": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Pi
How to use rapid-mlx/Ling-3.0-tiny-MLX-4bit with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "rapid-mlx/Ling-3.0-tiny-MLX-4bit"
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "mlx-lm": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "rapid-mlx/Ling-3.0-tiny-MLX-4bit" } ] } } }Run Pi
# Start Pi in your project directory: pi
- MLX LM
How to use rapid-mlx/Ling-3.0-tiny-MLX-4bit with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Interactive chat REPL mlx_lm.chat --model "rapid-mlx/Ling-3.0-tiny-MLX-4bit"
Run an OpenAI-compatible server
# Install MLX LM uv tool install mlx-lm # Start the server mlx_lm.server --model "rapid-mlx/Ling-3.0-tiny-MLX-4bit" # Calling the OpenAI-compatible server with curl curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "rapid-mlx/Ling-3.0-tiny-MLX-4bit", "messages": [ {"role": "user", "content": "Hello"} ] }' - Hermes Agent
How to use rapid-mlx/Ling-3.0-tiny-MLX-4bit with Hermes Agent:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "rapid-mlx/Ling-3.0-tiny-MLX-4bit"
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default rapid-mlx/Ling-3.0-tiny-MLX-4bit
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use rapid-mlx/Ling-3.0-tiny-MLX-4bit with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "rapid-mlx/Ling-3.0-tiny-MLX-4bit"
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "rapid-mlx/Ling-3.0-tiny-MLX-4bit" \ --custom-provider-id mlx-lm \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
File size: 6,041 Bytes
3b16649 | 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 | {#- Bailing V3 chat template -#}
{#- Supports: thinking option, tool calling -#}
{#- ==================== thinking option normalization ==================== -#}
{%- if enable_thinking is defined %}
{%- if enable_thinking %}
{%- set thinking_option = 'on' %}
{%- else %}
{%- set thinking_option = 'off' %}
{%- endif %}
{%- elif thinking_option is not defined %}
{%- set thinking_option = 'on' %}
{%- endif %}
{#- ==================== preserved thinking ==================== -#}
{% set preserved_thinking = true %}
{#- ==================== system message ==================== -#}
{{- '<role>SYSTEM</role>' }}
{%- if tools %}
{%- if messages[0].role == 'system' %}
{{- messages[0].content + '\n' }}
{%- endif %}
{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
{%- for tool in tools %}
{{- "\n" }}
{{- tool | tojson }}
{%- endfor %}
{{- "\n</tools>\n\nIf none of the functions can be used, point it out. If the given question lacks the parameters required by the function, also point it out.\nIf you need to use a function, for each function call, output the function name and arguments within the following XML format:\n<tool_call>{function-name}\n<arg_key>{arg-key-1}</arg_key>\n<arg_value>{arg-value-1}</arg_value>\n<arg_key>{arg-key-2}</arg_key>\n<arg_value>{arg-value-2}</arg_value>\n...\n</tool_call>\n" }}
{%- if messages[0].role == 'system' and messages[0].content is string and ('detailed thinking on' in messages[0].content or 'detailed thinking off' in messages[0].content) %}
{{- '<|role_end|>' }}
{%- else %}
{{- 'detailed thinking ' + thinking_option + '<|role_end|>' }}
{%- endif %}
{%- else %}
{%- if messages[0].role == 'system' %}
{%- if 'detailed thinking on' in messages[0].content or 'detailed thinking off' in messages[0].content %}
{{- messages[0].content + '<|role_end|>' }}
{%- else %}
{{- messages[0].content + '\n' }}
{{- 'detailed thinking ' + thinking_option + '<|role_end|>' }}
{%- endif %}
{% else %}
{{- 'detailed thinking ' + thinking_option + '<|role_end|>' }}
{%- endif %}
{%- endif %}
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
{%- for message in messages[::-1] %}
{%- set index = (messages|length - 1) - loop.index0 %}
{%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
{%- set ns.multi_step_tool = false %}
{%- set ns.last_query_index = index %}
{%- endif %}
{%- endfor %}
{%- for message in messages %}
{%- if message.content is string %}
{%- set content = message.content %}
{%- else %}
{%- set content = '' %}
{%- endif %}
{%- if message.role == "user" %}
{{- '<role>HUMAN</role>' + message.content + '<|role_end|>' }}
{%- elif message.role == "system" and not loop.first %}
{{- '<role>SYSTEM</role>' + message.content + '<|role_end|>' }}
{%- elif message.role == "assistant" %}
{%- set reasoning_content = '' %}
{%- if message.reasoning_content is string and message.reasoning_content != '' %}
{%- set reasoning_content = message.reasoning_content %}
{%- else %}
{%- if '</think>' in content %}
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
{%- endif %}
{%- endif %}
{%- if preserved_thinking or loop.index0 > ns.last_query_index %}
{%- if reasoning_content != '' %}
{{- '<role>ASSISTANT</role>' + '\n<think>' + reasoning_content.strip('\n') + '</think>' + content.lstrip('\n') }}
{%- else %}
{{- '<role>ASSISTANT</role>\n<think></think>' + content }}
{%- endif %}
{%- else %}
{{- '<role>ASSISTANT</role>\n<think></think>' + content }}
{%- endif %}
{%- if message.tool_calls %}
{%- for tool_call in message.tool_calls %}
{%- if (loop.first and content) or (not loop.first) %}
{{- '\n' }}
{%- endif %}
{%- set tc = tool_call %}
{%- if tool_call.function %}
{%- set tc = tool_call.function %}
{%- endif %}
{{- '<tool_call>' + tc.name }}
{% set _args = tc.arguments %}
{%- for k, v in _args.items() %}
{{- '<arg_key>' + k + '</arg_key>' }}
{{- '\n<arg_value>' }}
{%- if v is string %}
{{- v }}
{%- else %}
{{- v | tojson(ensure_ascii=False) }}
{%- endif %}
{{- '</arg_value>' }}
{%- endfor %}
{{- '\n</tool_call>' }}
{%- endfor %}
{%- endif %}
{{- '<|role_end|>' }}
{%- elif message.role == "tool" %}
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
{{- '<role>OBSERVATION</role>' }}
{%- endif %}
{{- '\n<tool_response>\n' }}
{{- content }}
{{- '\n</tool_response>' }}
{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
{{- '<|role_end|>' }}
{%- endif %}
{%- endif %}
{%- endfor %}
{#- ==================== generation prompt ==================== -#}
{%- if add_generation_prompt %}
{{- '<role>ASSISTANT</role>' }}
{%- if thinking_option == 'on' %}
{{- '\n<think>' }}
{%- elif thinking_option == 'off' %}
{{- '\n<think></think>' }}
{%- endif %}
{%- endif %} |