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 Mar 25, 2025

Commit

bdf8fa8

verified ·

1 Parent(s): 6f524cd

Training in progress, step 200

Browse files

Files changed (6) hide show

config.json +1 -1
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
training_args.bin +1 -1

config.json CHANGED Viewed

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "/ibex/user/feic/pjs/open-r1-contradiction/checkpoints/GRPO_TAG_REWARD_400",
   "architectures": [
     "LlamaForCausalLM"
   ],

 {
+  "_name_or_path": "/ibex/user/feic/pjs/open-r1-contradiction/checkpoints/GRPO_TAG_REWARD/checkpoint-1000",
   "architectures": [
     "LlamaForCausalLM"
   ],

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f7a5a415d09fc531408248bd5c60d106da27eaf71fa10201d2246f7ab767440f
 size 4976698672

 version https://git-lfs.github.com/spec/v1
+oid sha256:cdc15fd2b1abe1baa43298df7587b9bb4c5a872c47fcba3ae6b03be6fe46a329
 size 4976698672

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a246b88c93eb4f3f3ddd587000d7018ba688beae15896acb3f3d0cb85c3375a7
 size 4999802720

 version https://git-lfs.github.com/spec/v1
+oid sha256:e49e1871169d818ded918a7fe3483d38ab3f8e7722bd4c1dff9ec7becfdb72c9
 size 4999802720

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7219c2e44af2b615509fb82a30faa7b463418a1b4cfd14eb38c5ecb41d4887af
 size 4915916176

 version https://git-lfs.github.com/spec/v1
+oid sha256:4fcbb2551667de7eb10bab91b8f71a37a2eaa029c96ac47a0ed8a3cceb1cdc4e
 size 4915916176

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3c169a07c47ce131e7f5ee092dc0fc8829e16634b8999d2c9c18c636738b821d
 size 1168138808

 version https://git-lfs.github.com/spec/v1
+oid sha256:ce41906831215be36a4ccb3031411d8643e27ccdd9ba55b239e14b642dff9c22
 size 1168138808

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b7683ca061a98e0cc5fd886307a1185e91e0aef247e4e1d9b56491f4786215bf
 size 10296

 version https://git-lfs.github.com/spec/v1
+oid sha256:3a00deaa920aaa5ce46407f45cbcb512e5805c820dc461ec9ff1bc841906a4c8
 size 10296