Instructions to use MorphMind-AI/CFM-Methods-7B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use MorphMind-AI/CFM-Methods-7B with Transformers:

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

pipe = pipeline("text-generation", model="MorphMind-AI/CFM-Methods-7B")
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-7B")
model = AutoModelForCausalLM.from_pretrained("MorphMind-AI/CFM-Methods-7B")
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-7B 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-7B"
# 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-7B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/MorphMind-AI/CFM-Methods-7B

SGLang

How to use MorphMind-AI/CFM-Methods-7B 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-7B" \
    --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-7B",
		"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-7B" \
        --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-7B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use MorphMind-AI/CFM-Methods-7B with Docker Model Runner:
```
docker model run hf.co/MorphMind-AI/CFM-Methods-7B
```

CFM-Methods-7B / LICENSE

Joe-Davis

CFM-Methods-7B: methodology screener (0.95 held-out recall, 0.95 loc, 0.00 FPR)

b99d8f4 verified 24 days ago

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

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

	This model, "CFM-Methods-7B" (the "Model"), comprising its weights, configuration,
	and accompanying files, is released by MorphMind, Inc. ("MorphMind") for research
	and non-commercial use under the terms below.

	1. BASE MODEL.
	The Model is a fine-tune of Qwen2.5-7B-Instruct, which is licensed by Alibaba
	Cloud under the Apache License, Version 2.0. That permissive license is retained
	for the underlying base, and use of the Model must preserve attribution to Qwen.
	A copy of the Apache 2.0 license is available at
	https://www.apache.org/licenses/LICENSE-2.0 .

	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-7B"
	and the "Qwen2.5" base model.

	4. COMMERCIAL USE.
	Commercial use of the MorphMind fine-tuned weights is reserved. For a commercial
	license, contact MorphMind at https://morphmind.ai .

	5. INTENDED USE & DISCLAIMER.
	The Model is a high-recall screening tool, not a proof of correctness. It is
	provided "AS IS", without warranty of any kind. MorphMind is not liable for any
	decision made in reliance on the Model's output. Keep a qualified human in the loop.

	6. RESPONSIBLE USE.
	Do not use the Model to misrepresent machine-generated review as human review in
	any setting where that distinction is required by law, policy, or contract.