Instructions to use radm/DeepSeek-R1-Distill-Qwen-7B-orpo with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use radm/DeepSeek-R1-Distill-Qwen-7B-orpo with Transformers:

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

pipe = pipeline("text-generation", model="radm/DeepSeek-R1-Distill-Qwen-7B-orpo")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("radm/DeepSeek-R1-Distill-Qwen-7B-orpo")
model = AutoModelForCausalLM.from_pretrained("radm/DeepSeek-R1-Distill-Qwen-7B-orpo")
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 radm/DeepSeek-R1-Distill-Qwen-7B-orpo with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "radm/DeepSeek-R1-Distill-Qwen-7B-orpo"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "radm/DeepSeek-R1-Distill-Qwen-7B-orpo",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/radm/DeepSeek-R1-Distill-Qwen-7B-orpo

SGLang

How to use radm/DeepSeek-R1-Distill-Qwen-7B-orpo 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 "radm/DeepSeek-R1-Distill-Qwen-7B-orpo" \
    --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": "radm/DeepSeek-R1-Distill-Qwen-7B-orpo",
		"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 "radm/DeepSeek-R1-Distill-Qwen-7B-orpo" \
        --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": "radm/DeepSeek-R1-Distill-Qwen-7B-orpo",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use radm/DeepSeek-R1-Distill-Qwen-7B-orpo with Docker Model Runner:
```
docker model run hf.co/radm/DeepSeek-R1-Distill-Qwen-7B-orpo
```

DeepSeek-R1-Distill-Qwen-7B-orpo

Commit History

Fix chat_template crash when assistant message omits the `content` key (#1)

1747d8c

radm

qgallouedec HF Staff commited on 13 days ago

Update README.md

34efb85
verified

radm commited on Apr 20, 2025

Update README.md

ee9fbec
verified

radm commited on Apr 20, 2025

Upload tokenizer

407938f
verified

radm commited on Apr 20, 2025

Upload model with 16bit format

e431cb1
verified

radm commited on Apr 20, 2025

initial commit

82fa141
verified

radm commited on Apr 20, 2025

Commit History

Fix chat_template crash when assistant message omits the `content` key (#1) 1747d8c

Update README.md 34efb85 verified

Update README.md ee9fbec verified

Upload tokenizer 407938f verified

Upload model with 16bit format e431cb1 verified

initial commit 82fa141 verified

Fix chat_template crash when assistant message omits the `content` key (#1)

1747d8c

Update README.md

34efb85
verified

Update README.md

ee9fbec
verified

Upload tokenizer

407938f
verified

Upload model with 16bit format

e431cb1
verified

initial commit

82fa141
verified