Instructions to use mlx-community/GLM-4.5-Air-2bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use mlx-community/GLM-4.5-Air-2bit 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("mlx-community/GLM-4.5-Air-2bit") 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
- LM Studio
- Pi new
How to use mlx-community/GLM-4.5-Air-2bit with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "mlx-community/GLM-4.5-Air-2bit"
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": "mlx-community/GLM-4.5-Air-2bit" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use mlx-community/GLM-4.5-Air-2bit 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 "mlx-community/GLM-4.5-Air-2bit"
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 mlx-community/GLM-4.5-Air-2bit
Run Hermes
hermes
- MLX LM
How to use mlx-community/GLM-4.5-Air-2bit with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Interactive chat REPL mlx_lm.chat --model "mlx-community/GLM-4.5-Air-2bit"
Run an OpenAI-compatible server
# Install MLX LM uv tool install mlx-lm # Start the server mlx_lm.server --model "mlx-community/GLM-4.5-Air-2bit" # Calling the OpenAI-compatible server with curl curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "mlx-community/GLM-4.5-Air-2bit", "messages": [ {"role": "user", "content": "Hello"} ] }'
| { | |
| "added_tokens_decoder": { | |
| "151329": { | |
| "content": "<|endoftext|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151330": { | |
| "content": "[MASK]", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151331": { | |
| "content": "[gMASK]", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151332": { | |
| "content": "[sMASK]", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151333": { | |
| "content": "<sop>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151334": { | |
| "content": "<eop>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151335": { | |
| "content": "<|system|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151336": { | |
| "content": "<|user|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151337": { | |
| "content": "<|assistant|>", | |
| "lstrip": false, | |
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| "single_word": false, | |
| "special": true | |
| }, | |
| "151338": { | |
| "content": "<|observation|>", | |
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| "special": true | |
| }, | |
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| "content": "<|begin_of_image|>", | |
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| "special": true | |
| }, | |
| "151340": { | |
| "content": "<|end_of_image|>", | |
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| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151341": { | |
| "content": "<|begin_of_video|>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
| }, | |
| "151342": { | |
| "content": "<|end_of_video|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151343": { | |
| "content": "<|begin_of_audio|>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
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| "151344": { | |
| "content": "<|end_of_audio|>", | |
| "lstrip": false, | |
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| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151345": { | |
| "content": "<|begin_of_transcription|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151346": { | |
| "content": "<|end_of_transcription|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
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| "151347": { | |
| "content": "<|code_prefix|>", | |
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| "special": true | |
| }, | |
| "151348": { | |
| "content": "<|code_middle|>", | |
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| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151349": { | |
| "content": "<|code_suffix|>", | |
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| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151350": { | |
| "content": "<think>", | |
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| "single_word": false, | |
| "special": false | |
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| "151351": { | |
| "content": "</think>", | |
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| "special": false | |
| }, | |
| "151352": { | |
| "content": "<tool_call>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "151353": { | |
| "content": "</tool_call>", | |
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| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "151354": { | |
| "content": "<tool_response>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "151355": { | |
| "content": "</tool_response>", | |
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| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
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| "151356": { | |
| "content": "<arg_key>", | |
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| "single_word": false, | |
| "special": false | |
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| "151357": { | |
| "content": "</arg_key>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| "single_word": false, | |
| "special": false | |
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| "content": "<arg_value>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "151359": { | |
| "content": "</arg_value>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "151360": { | |
| "content": "/nothink", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "151361": { | |
| "content": "<|begin_of_box|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
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| "151362": { | |
| "content": "<|end_of_box|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "151363": { | |
| "content": "<|image|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "151364": { | |
| "content": "<|video|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| } | |
| }, | |
| "additional_special_tokens": [ | |
| "<|endoftext|>", | |
| "[MASK]", | |
| "[gMASK]", | |
| "[sMASK]", | |
| "<sop>", | |
| "<eop>", | |
| "<|system|>", | |
| "<|user|>", | |
| "<|assistant|>", | |
| "<|observation|>", | |
| "<|begin_of_image|>", | |
| "<|end_of_image|>", | |
| "<|begin_of_video|>", | |
| "<|end_of_video|>", | |
| "<|begin_of_audio|>", | |
| "<|end_of_audio|>", | |
| "<|begin_of_transcription|>", | |
| "<|end_of_transcription|>", | |
| "<|code_prefix|>", | |
| "<|code_middle|>", | |
| "<|code_suffix|>", | |
| "/nothink" | |
| ], | |
| "clean_up_tokenization_spaces": false, | |
| "do_lower_case": false, | |
| "eos_token": "<|endoftext|>", | |
| "extra_special_tokens": {}, | |
| "model_max_length": 128000, | |
| "pad_token": "<|endoftext|>", | |
| "padding_side": "left", | |
| "remove_space": false, | |
| "tokenizer_class": "PreTrainedTokenizerFast" | |
| } | |