Instructions to use RealSafe/RealSafe-R1-14B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use RealSafe/RealSafe-R1-14B with Transformers:

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

pipe = pipeline("text-generation", model="RealSafe/RealSafe-R1-14B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("RealSafe/RealSafe-R1-14B")
model = AutoModelForCausalLM.from_pretrained("RealSafe/RealSafe-R1-14B", 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 RealSafe/RealSafe-R1-14B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "RealSafe/RealSafe-R1-14B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "RealSafe/RealSafe-R1-14B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/RealSafe/RealSafe-R1-14B

SGLang

How to use RealSafe/RealSafe-R1-14B 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 "RealSafe/RealSafe-R1-14B" \
    --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": "RealSafe/RealSafe-R1-14B",
		"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 "RealSafe/RealSafe-R1-14B" \
        --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": "RealSafe/RealSafe-R1-14B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use RealSafe/RealSafe-R1-14B with Docker Model Runner:
```
docker model run hf.co/RealSafe/RealSafe-R1-14B
```

RealSafe-R1-14B / README.md

nielsr HF Staff

Add pipeline tag and link to paper

00f014a verified over 1 year ago

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	---
	base_model: deepseek-ai/DeepSeek-R1-Distill-Qwen-14B
	library_name: transformers
	license: mit
	tags:
	- safe
	languages:
	- en
	- zh
	pipeline_tag: text-generation
	---

	# RealSafe-R1-14B

	The model card and source code can be found at https://huggingface.co/papers/2504.10081.

	# File information

	The repository contains the following file information:

	Filename: tokenizer.json
	Content: "Content of the file is larger than 50 KB, too long to display."

	Filename: all_results.json
	Content: {
	"epoch": 0.9934065934065934,
	"total_flos": 42342023168000.0,
	"train_loss": 0.8060129891454646,
	"train_runtime": 2449.51,
	"train_samples_per_second": 5.943,
	"train_steps_per_second": 0.046
	}

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