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")
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
```

CFM-Methods-3B / LICENSE

Joe-Davis

CFM-Methods-3B: methodology screener (held-out recall 0.978, loc 0.969, FPR 0.005; SOTA comparison)

0538b55 verified 23 days ago

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	MorphMind CFM Research License (v1.0)
	=====================================

	Copyright (c) 2026 MorphMind, Inc. All rights reserved.

	This model, "CFM-Methods-3B" (the "Model"), is released by MorphMind, Inc. for research and
	non-commercial use under the terms below.

	1. BASE MODEL. The Model is a fine-tune of Qwen2.5-3B-Instruct, licensed by Alibaba Cloud under the
	Qwen Research License. That license is incorporated by reference; use of the Model must comply with
	it and preserve attribution to Qwen.

	2. GRANT (RESEARCH / NON-COMMERCIAL). Subject to these terms, MorphMind grants you a worldwide,
	non-exclusive, royalty-free, non-transferable license to use, reproduce, and create derivative works
	of the Model for research and other non-commercial purposes.

	3. ATTRIBUTION. Any use, publication, or derivative must credit both "MorphMind CFM-Methods-3B" and the
	"Qwen2.5" base model.

	4. COMMERCIAL USE. Commercial use is reserved. For a commercial license, contact MorphMind at
	https://morphmind.ai .

	5. INTENDED USE & DISCLAIMER. The Model is a high-recall screening tool. It is provided "AS IS",
	without warranty of any kind. Keep a qualified human in the loop.