Instructions to use deepseek-ai/DeepSeek-R1-Zero with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use deepseek-ai/DeepSeek-R1-Zero with Transformers:

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

pipe = pipeline("text-generation", model="deepseek-ai/DeepSeek-R1-Zero", trust_remote_code=True)
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("deepseek-ai/DeepSeek-R1-Zero", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("deepseek-ai/DeepSeek-R1-Zero", trust_remote_code=True)
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

vLLM

How to use deepseek-ai/DeepSeek-R1-Zero with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/deepseek-ai/DeepSeek-R1-Zero

SGLang

How to use deepseek-ai/DeepSeek-R1-Zero 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 "deepseek-ai/DeepSeek-R1-Zero" \
    --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": "deepseek-ai/DeepSeek-R1-Zero",
		"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 "deepseek-ai/DeepSeek-R1-Zero" \
        --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": "deepseek-ai/DeepSeek-R1-Zero",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use deepseek-ai/DeepSeek-R1-Zero with Docker Model Runner:
```
docker model run hf.co/deepseek-ai/DeepSeek-R1-Zero
```

Hail CCP!!! God bless Chyna!

by mnemojeet - opened Jan 20, 2025

Discussion

mnemojeet

Jan 20, 2025

Playing "Red Sun In The Sky" all day long today

Folstag

Jan 20, 2025

"The Red Sun Shines on the Frontier"

RJT1990

Jan 20, 2025

https://www.youtube.com/watch?v=UFQkmCDa93o -> this but to video of whales

MotherSoraka

Jan 20, 2025

•

edited Jan 20, 2025

REMEMBER BOIZ WE WERE HERE WHEN IT HAPPENED

1TuanPham

Jan 20, 2025

685B, not again 😱. Where's the lite version?

nigh8w0lf

Jan 20, 2025

"The Red Sun Shines on the Frontier" the disco version
https://www.youtube.com/watch?v=BUKFc1Du86U

atavium

Jan 20, 2025

•

edited Jan 20, 2025

Why can't companies distill the knowledge into a hypergraph and a language parser? Is it really necessary to require multiple fucking racks?
I thought this company was resource constrained

KrishnaKaasyap

Jan 20, 2025

"The Red Sun Shines on the Frontier" the disco version
https://www.youtube.com/watch?v=BUKFc1Du86U

This is probably the best CCP propaganda channel I have seen ever. At par with N A T O W A V E propaganda!

@nigh8w0lf

https://www.youtube.com/@MrOldMajor

hieudhgdfgdfg

Jan 25, 2025

this was insane

Upload images, audio, and videos by dragging in the text input, pasting, or clicking here.

Tap or paste here to upload images

· Sign up or log in to comment