Instructions to use MorphMind-AI/CFM-Methods-3B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use MorphMind-AI/CFM-Methods-3B with Transformers:

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

pipe = pipeline("text-generation", model="MorphMind-AI/CFM-Methods-3B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("MorphMind-AI/CFM-Methods-3B")
model = AutoModelForCausalLM.from_pretrained("MorphMind-AI/CFM-Methods-3B", 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=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use MorphMind-AI/CFM-Methods-3B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "MorphMind-AI/CFM-Methods-3B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "MorphMind-AI/CFM-Methods-3B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/MorphMind-AI/CFM-Methods-3B

SGLang

How to use MorphMind-AI/CFM-Methods-3B 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 "MorphMind-AI/CFM-Methods-3B" \
    --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": "MorphMind-AI/CFM-Methods-3B",
		"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 "MorphMind-AI/CFM-Methods-3B" \
        --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": "MorphMind-AI/CFM-Methods-3B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use MorphMind-AI/CFM-Methods-3B with Docker Model Runner:
```
docker model run hf.co/MorphMind-AI/CFM-Methods-3B
```

Joe-Davis commited on Jun 12

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+MorphMind CFM Research License (v1.0)
+CFM-Proof-3B ("the Model") is created and released by MorphMind, Inc. The Model is a derivative work
+of Qwen2.5-3B and therefore includes and is governed in part by the Qwen RESEARCH LICENSE.
+By downloading, using, or distributing the Model you agree to all of the following:
+1. UNDERLYING BASE TERMS. The Model incorporates weights derived from Qwen2.5-3B, which are subject to
+   the Qwen RESEARCH LICENSE (https://huggingface.co/Qwen/Qwen2.5-3B/blob/main/LICENSE). You must
+   comply with that license. Nothing in this document grants rights broader than the Qwen RESEARCH
+   LICENSE permits.
+2. PERMITTED USE. Subject to clause 1, you may use, copy, and create derivatives of the Model for
+   RESEARCH and other NON-COMMERCIAL purposes.
+3. ATTRIBUTION. You must retain attribution to both MorphMind ("CFM-Proof-3B") and Qwen
+   ("Qwen2.5-3B") in any use or redistribution, and include a copy of this license.
+4. COMMERCIAL USE. Commercial use of the Model is available under separate terms from MorphMind.
+   Contact morphmind.ai.
+5. NO WARRANTY. The Model is provided "AS IS", without warranty of any kind. CFM-Proof-3B is a
+   high-recall screening aid and is not a guarantee of correctness; outputs must be reviewed by a
+   qualified human. MorphMind is not liable for any use of the Model.
+© 2026 MorphMind, Inc. Built on Qwen2.5-3B (© Alibaba Cloud) under the Qwen RESEARCH LICENSE.