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

Libraries

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

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

pipe = pipeline("text-generation", model="deepseek-ai/DeepSeek-R1", 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", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("deepseek-ai/DeepSeek-R1", 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]:]))

Inference
HuggingChat
Notebooks
Google Colab
Kaggle
Local Apps

vLLM

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

Use Docker

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

SGLang

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

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

Rudra160113 commited on Apr 30, 2025

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@@ -1,6 +1,172 @@
 ---
 license: mit
 library_name: transformers
 ---
 # DeepSeek-R1
 <!-- markdownlint-disable first-line-h1 -->
@@ -236,4 +402,4 @@ DeepSeek-R1 series support commercial use, allow for any modifications and deriv
 ```
 ## 9. Contact
-If you have any questions, please raise an issue or contact us at [service@deepseek.com](service@deepseek.com).

 ---
 license: mit
 library_name: transformers
+datasets:
+- nvidia/OpenCodeReasoning
+language:
+- aa
+- ab
+- ae
+- af
+- ak
+- am
+- an
+- ar
+- as
+- av
+- ay
+- az
+- ba
+- be
+- bg
+- bh
+- bi
+- bm
+- bn
+- bo
+- br
+- bs
+- ca
+- ce
+- ch
+- co
+- cr
+- cs
+- cu
+- cv
+- cy
+- da
+- de
+- dv
+- dz
+- ee
+- el
+- en
+- eo
+- es
+- et
+- eu
+- fa
+- ff
+- fi
+- fj
+- fo
+- fr
+- fy
+- ga
+- gd
+- gl
+- gn
+- gu
+- gv
+- ha
+- he
+- hi
+- ho
+- hr
+- ht
+- hu
+- hy
+- hz
+- ia
+- id
+- ie
+- ig
+- ii
+- ik
+- io
+- is
+- it
+- iu
+- ja
+- jv
+- ka
+- kg
+- ki
+- kj
+- kk
+- kl
+- km
+- kn
+- ko
+- kr
+- ks
+- ku
+- kv
+- kw
+- ky
+- la
+- lb
+- lg
+- li
+- ln
+- lo
+- lt
+- lu
+- lv
+- mg
+- mh
+- mi
+- mk
+- ml
+- mn
+- mr
+- ms
+- mt
+- my
+- na
+- nb
+- nd
+- ne
+- ng
+- nl
+- nn
+- 'no'
+- nr
+- nv
+- ny
+- oj
+- oc
+- om
+- or
+- os
+- pa
+- pi
+- pl
+- ps
+- pt
+- qu
+- rm
+- rn
+- ro
+- ru
+- rw
+- sa
+- sc
+- sd
+- se
+- sg
+- si
+- sk
+- sl
+- sm
+- sn
+- so
+- sq
+- sr
+- ss
+- st
+- su
+- sv
+- sw
+- ta
+- te
+metrics:
+- accuracy
+- bertscore
+base_model:
+- deepseek-ai/DeepSeek-V3-0324
+new_version: deepseek-ai/DeepSeek-V3-0324
 ---
 # DeepSeek-R1
 <!-- markdownlint-disable first-line-h1 -->
 ```
 ## 9. Contact
+If you have any questions, please raise an issue or contact us at [service@deepseek.com](service@deepseek.com).