Instructions to use glyphsoftware/sentinel-r1-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use glyphsoftware/sentinel-r1-9B with Transformers:

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

pipe = pipeline("text-generation", model="glyphsoftware/sentinel-r1-9B")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("glyphsoftware/sentinel-r1-9B")
model = AutoModelForMultimodalLM.from_pretrained("glyphsoftware/sentinel-r1-9B", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.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(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use glyphsoftware/sentinel-r1-9B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "glyphsoftware/sentinel-r1-9B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "glyphsoftware/sentinel-r1-9B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/glyphsoftware/sentinel-r1-9B

SGLang

How to use glyphsoftware/sentinel-r1-9B 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 "glyphsoftware/sentinel-r1-9B" \
    --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": "glyphsoftware/sentinel-r1-9B",
		"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 "glyphsoftware/sentinel-r1-9B" \
        --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": "glyphsoftware/sentinel-r1-9B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use glyphsoftware/sentinel-r1-9B with Docker Model Runner:
```
docker model run hf.co/glyphsoftware/sentinel-r1-9B
```

sentinel-r1-9B / LICENSE

pranavms13

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	GLYPH PROPRIETARY LICENSE
	Version 1.0

	Copyright (c) 2026 Glyph Software LLP. All Rights Reserved.

	This license governs the model known as "Sentinel-R1-9B", including its
	weights, configuration files, tokenizer, source code, documentation, and any
	associated artifacts or derivatives (collectively, the "Model"). The Model is
	the confidential and proprietary property of Glyph Software LLP ("Licensor").

	BY ACCESSING, DOWNLOADING, COPYING, OR USING THE MODEL, YOU ("Licensee") AGREE
	TO BE BOUND BY THE TERMS OF THIS LICENSE. IF YOU DO NOT AGREE, YOU MUST NOT
	ACCESS OR USE THE MODEL.

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	interest in and to the Model, including all intellectual property rights.
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	continuous compliance with this license, Licensor may grant Licensee a
	limited, non-exclusive, non-transferable, non-sublicensable, revocable right
	to use the Model solely for the internal, authorized purposes specified in
	that written agreement. Absent such a signed agreement, no rights are
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	© 2026 Glyph Software LLP. All Rights Reserved.