Instructions to use MiniMaxAI/MiniMax-M2.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use MiniMaxAI/MiniMax-M2.1 with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="MiniMaxAI/MiniMax-M2.1", trust_remote_code=True)
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("MiniMaxAI/MiniMax-M2.1", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("MiniMaxAI/MiniMax-M2.1", trust_remote_code=True, device_map="auto")
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=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use MiniMaxAI/MiniMax-M2.1 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "MiniMaxAI/MiniMax-M2.1"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "MiniMaxAI/MiniMax-M2.1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/MiniMaxAI/MiniMax-M2.1

SGLang

How to use MiniMaxAI/MiniMax-M2.1 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 "MiniMaxAI/MiniMax-M2.1" \
    --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": "MiniMaxAI/MiniMax-M2.1",
		"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 "MiniMaxAI/MiniMax-M2.1" \
        --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": "MiniMaxAI/MiniMax-M2.1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use MiniMaxAI/MiniMax-M2.1 with Docker Model Runner:
```
docker model run hf.co/MiniMaxAI/MiniMax-M2.1
```

windniw commited on Dec 21, 2025

Commit

0a37701

verified ·

1 Parent(s): 8b4aa4f

Add files using upload-large-folder tool

Browse files

Files changed (20) hide show

model-00058-of-00130.safetensors +3 -0
model-00060-of-00130.safetensors +3 -0
model-00062-of-00130.safetensors +3 -0
model-00063-of-00130.safetensors +3 -0
model-00064-of-00130.safetensors +3 -0
model-00065-of-00130.safetensors +3 -0
model-00066-of-00130.safetensors +3 -0
model-00067-of-00130.safetensors +3 -0
model-00068-of-00130.safetensors +3 -0
model-00069-of-00130.safetensors +3 -0
model-00070-of-00130.safetensors +3 -0
model-00071-of-00130.safetensors +3 -0
model-00072-of-00130.safetensors +3 -0
model-00073-of-00130.safetensors +3 -0
model-00074-of-00130.safetensors +3 -0
model-00075-of-00130.safetensors +3 -0
model-00076-of-00130.safetensors +3 -0
model-00077-of-00130.safetensors +3 -0
model-00079-of-00130.safetensors +3 -0
model-00081-of-00130.safetensors +3 -0

model-00058-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:5851eb14d88fbfca17902abcffee0b23469eed3f5774963643d5fc47b965eb6a
+size 2463870000

model-00060-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:53756d742e9d168abd93385afda05c198aae0af8d365a37ea426170492f76b95
+size 2463870000

model-00062-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:f971bc270dc5bdfeb6ed697b81a82e3bb871f67008b1e6dc630b712f27a8b6c0
+size 2463870000

model-00063-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:6c3b9a1da7ef0d22f872514545789d5f09016f8b19e42196291cf5ac03b97371
+size 1208321720

model-00064-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:6843193f9428a615ae73d08d28f0c45780ee4a816160c739ec43eb2b97b08ebb
+size 2463870000

model-00065-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:08250404376f793d88114569bc688eb1f2f0e3362d14a7f98bafdaf8946ba5b6
+size 1208321720

model-00066-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:c66a8842ebb3ee0c57aeaa79219dea97644757e3a2687239b740605076a55ae7
+size 2463870000

model-00067-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:30de7939106eee13c3287062c1cfff64151ce40dd9df2d2ed302534264dcf7d7
+size 1208321720

model-00068-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:58e5e832abae58bc00ebec9233b85ba9238f074631ca536000b2f0defdab2dcd
+size 2463870000

model-00069-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:a486eb60bbc0aa07dc4b5d579c79cacddff7a95abf09dbc31daa21826a22d32e
+size 1208321720

model-00070-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:b4c87d552ab115ed044b71a1f50b0f55673724dd33f30b47ec62c01650bd3500
+size 2463870000

model-00071-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:32d9fd804c11fae7b038aeb6960466898833e3674887e32924d4a740a1d78e64
+size 1208321720

model-00072-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:cc04e61181fe55d87cf54944dd776b656ebbd2d00a57c931e3dbc4edd3a51f44
+size 2463870000

model-00073-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:f2364fd711749dee328d3d049b6e533595eb94bb1508e6e47668c1f0c6f5d5ac
+size 1208321720

model-00074-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:4385a5145e5ea2f895fb49a078a536e405d5d8944c09c267104f06f79479561b
+size 2463870000

model-00075-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:55d8e7f5ae80c68aa5a2cd5e4d061e620467a113f43eec1ac031e6aa887a21d3
+size 1208321720

model-00076-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:d9e38b4e3d3f6c258a433bb5fae422daea75c4d72df610e0b43f6a50e99c72ae
+size 2463870000

model-00077-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:d9563a5fc0288fe5b213fb834852907d47ad5b1979f69d04d12e0aa52e002566
+size 1208321720

model-00079-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:d1f617cab4400626658d68088612ca345974a54796fd9396f3bc77b05b1c36d4
+size 1208321720

model-00081-of-00130.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:f48db3406b5ef2bd20384031c9caddfdcf4555e34c667205c79688516d3c6701
+size 1208321720