Text Generation
Transformers
Safetensors
English
minimax_m2
conversational
custom_code
8-bit precision
quark
Instructions to use amd/MiniMax-M2.1-MXFP4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use amd/MiniMax-M2.1-MXFP4 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="amd/MiniMax-M2.1-MXFP4", trust_remote_code=True) messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("amd/MiniMax-M2.1-MXFP4", trust_remote_code=True) model = AutoModelForCausalLM.from_pretrained("amd/MiniMax-M2.1-MXFP4", trust_remote_code=True) messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use amd/MiniMax-M2.1-MXFP4 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "amd/MiniMax-M2.1-MXFP4" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "amd/MiniMax-M2.1-MXFP4", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/amd/MiniMax-M2.1-MXFP4
- SGLang
How to use amd/MiniMax-M2.1-MXFP4 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "amd/MiniMax-M2.1-MXFP4" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "amd/MiniMax-M2.1-MXFP4", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "amd/MiniMax-M2.1-MXFP4" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "amd/MiniMax-M2.1-MXFP4", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use amd/MiniMax-M2.1-MXFP4 with Docker Model Runner:
docker model run hf.co/amd/MiniMax-M2.1-MXFP4
| { | |
| "add_prefix_space": false, | |
| "added_tokens_decoder": { | |
| "200000": { | |
| "content": "]!p~[", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200001": { | |
| "content": "<fim_prefix>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200002": { | |
| "content": "<fim_middle>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200003": { | |
| "content": "<fim_suffix>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200004": { | |
| "content": "<fim_pad>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200005": { | |
| "content": "<reponame>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200006": { | |
| "content": "<filename>", | |
| "lstrip": false, | |
| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
| }, | |
| "200007": { | |
| "content": "<gh_stars>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200008": { | |
| "content": "<issue_start>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200009": { | |
| "content": "<issue_comment>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200010": { | |
| "content": "<issue_closed>", | |
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| "normalized": false, | |
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| "special": true | |
| }, | |
| "200011": { | |
| "content": "<jupyter_start>", | |
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| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
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| "200012": { | |
| "content": "<jupyter_text>", | |
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| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
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| "content": "<jupyter_code>", | |
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| "200014": { | |
| "content": "<jupyter_output>", | |
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| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
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| "200015": { | |
| "content": "<empty_output>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200016": { | |
| "content": "<commit_before>", | |
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| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
| }, | |
| "200017": { | |
| "content": "<commit_msg>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200018": { | |
| "content": "<commit_after>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200019": { | |
| "content": "]~b]", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
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| "200020": { | |
| "content": "[e~[", | |
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| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200021": { | |
| "content": "]!d~[", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200022": { | |
| "content": "<function_call>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200023": { | |
| "content": "<code_interpreter>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200024": { | |
| "content": "]<]speech[>[", | |
| "lstrip": false, | |
| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
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| "200025": { | |
| "content": "]<]image[>[", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
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| "200026": { | |
| "content": "]<]video[>[", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
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| "200027": { | |
| "content": "]<]start of speech[>[", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
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| "200028": { | |
| "content": "]<]end of speech[>[", | |
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| "single_word": false, | |
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| "200029": { | |
| "content": "]<]start of image[>[", | |
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| "normalized": false, | |
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| "single_word": false, | |
| "special": true | |
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| "200030": { | |
| "content": "]<]end of image[>[", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200031": { | |
| "content": "]<]start of video[>[", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
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| "200032": { | |
| "content": "]<]end of video[>[", | |
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| "single_word": false, | |
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| }, | |
| "200033": { | |
| "content": "]<]vision pad[>[", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200034": { | |
| "content": "]~!b[", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200035": { | |
| "content": "<jupyter_error>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200036": { | |
| "content": "<add_file>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200037": { | |
| "content": "<delete_file>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200038": { | |
| "content": "<rename_file>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200039": { | |
| "content": "<edit_file>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200040": { | |
| "content": "<commit_message>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200041": { | |
| "content": "<empty_source_file>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200042": { | |
| "content": "<repo_struct>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200043": { | |
| "content": "<code_context>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200044": { | |
| "content": "<file_content>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200045": { | |
| "content": "<source_files>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200046": { | |
| "content": "<pr_start>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200047": { | |
| "content": "<review_comment>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200048": { | |
| "content": "<filepath>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200049": { | |
| "content": "<file_sep>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "200050": { | |
| "content": "<think>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "200051": { | |
| "content": "</think>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "200052": { | |
| "content": "<minimax:tool_call>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| }, | |
| "200053": { | |
| "content": "</minimax:tool_call>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": false | |
| } | |
| }, | |
| "additional_special_tokens": [ | |
| "<code_interpreter>", | |
| "<commit_after>", | |
| "<commit_before>", | |
| "<commit_msg>", | |
| "<empty_output>", | |
| "<filename>", | |
| "<fim_middle>", | |
| "<fim_pad>", | |
| "<fim_prefix>", | |
| "<fim_suffix>", | |
| "<function_call>", | |
| "<gh_stars>", | |
| "]<]speech[>[", | |
| "]<]image[>[", | |
| "]<]video[>[", | |
| "]<]start of speech[>[", | |
| "]<]end of speech[>[", | |
| "]<]start of image[>[", | |
| "]<]end of image[>[", | |
| "]<]start of video[>[", | |
| "]<]end of video[>[", | |
| "]<]vision pad[>[", | |
| "]~!b[", | |
| "<issue_closed>", | |
| "<issue_comment>", | |
| "<issue_start>", | |
| "<jupyter_code>", | |
| "<jupyter_output>", | |
| "<jupyter_start>", | |
| "<jupyter_text>", | |
| "<reponame>", | |
| "[e~[", | |
| "]!d~[", | |
| "]!p~[", | |
| "]~b]", | |
| "<jupyter_error>", | |
| "<add_file>", | |
| "<delete_file>", | |
| "<rename_file>", | |
| "<edit_file>", | |
| "<commit_message>", | |
| "<empty_source_file>", | |
| "<repo_struct>", | |
| "<code_context>", | |
| "<file_content>", | |
| "<source_files>", | |
| "<pr_start>", | |
| "<review_comment>", | |
| "<filepath>", | |
| "<file_sep>" | |
| ], | |
| "bos_token": "]~!b[", | |
| "clean_up_tokenization_spaces": false, | |
| "eos_token": "[e~[", | |
| "extra_special_tokens": {}, | |
| "model_max_length": 40960000, | |
| "pad_token": "[e~[", | |
| "padding_side": "left", | |
| "tokenizer_class": "GPT2Tokenizer", | |
| "unk_token": "]!d~[" | |
| } | |