Instructions to use cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO with Transformers:

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

pipe = pipeline("text-generation", model="cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO")
model = AutoModelForCausalLM.from_pretrained("cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO")
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 cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO

SGLang

How to use cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO 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 "cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO" \
    --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": "cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO",
		"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 "cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO" \
        --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": "cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO with Docker Model Runner:
```
docker model run hf.co/cfei621/DeepSeek-R1-Distill-Llama-8B-GRPO
```

cfei621 commited on Apr 7, 2025

Commit

c0d60f2

verified ·

1 Parent(s): a7d6591

Training in progress, step 1800

Browse files

Files changed (4) hide show

model-00001-of-00004.safetensors +1 -1
model-00002-of-00004.safetensors +1 -1
model-00003-of-00004.safetensors +1 -1
model-00004-of-00004.safetensors +1 -1

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d1712394c4b66843f4c4388326da0d1079adbcbdba4b8b46f27350aec685dcbf
 size 4976698672

 version https://git-lfs.github.com/spec/v1
+oid sha256:37cf60b6e96e038fea8eac1a24819a918832f53b8ed426125e15763658ef577f
 size 4976698672

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:275ee7978ab572c067057e3764dedb018a58b28049d793fd3d2e7432cc9dbbf0
 size 4999802720

 version https://git-lfs.github.com/spec/v1
+oid sha256:88d204db68a27b0e260579aba4915138c0b374b04f9befbf5d17cee881374b86
 size 4999802720

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9ba3bd5f1f2c9a284ec6b6754dfbb6e33ab720f32f2b46e018ba77f82be7d893
 size 4915916176

 version https://git-lfs.github.com/spec/v1
+oid sha256:2b302b3a42bd82cf465f87d736a53f5c3a8120eb607f7fa1501c359b0a8818ee
 size 4915916176

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5555dcf056806f9afb378080f8e620c0f46c3e7c09d9651e0e0de9c6ad5da316
 size 1168138808

 version https://git-lfs.github.com/spec/v1
+oid sha256:20264bff39d7346557c9cc46530046a9908832a6c775971d0f6456c896b6e9f8
 size 1168138808