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 13, 2025

Commit

5f997c6

verified ·

1 Parent(s): 945c518

Training in progress, step 200

Browse files

Files changed (7) 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
tokenizer_config.json +0 -4
training_args.bin +2 -2

config.json CHANGED Viewed

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "/ibex/user/feic/pjs/open-r1-contradiction/checkpoints/snli/DS-8B-GRPO_ACC_TAG_REWARD_long",
   "architectures": [
     "LlamaForCausalLM"
   ],

 {
+  "_name_or_path": "/ibex/user/feic/pjs/model/DeepSeek-R1-Distill-Llama-8B",
   "architectures": [
     "LlamaForCausalLM"
   ],

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5d0dc4bc5cdccc232e22b20e8f4fd1a96b27e12948b26ae13ac1079213d5aa0a
 size 4976698672

 version https://git-lfs.github.com/spec/v1
+oid sha256:db0170971e7648b745a09975e59c75427283896da07a9fb451a1ca0ac9a5fb26
 size 4976698672

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ad6a34f1064c7d236a4e95f1af6ed6010bba8c75d6b243bddf31a6ae6d0c8ca0
 size 4999802720

 version https://git-lfs.github.com/spec/v1
+oid sha256:2c9fe5499f077d6851eaeddb70a6879bf00e234f239df68f7cbf12ff98074b7b
 size 4999802720

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:556ef7530a36b9b5ef0db55269b97fc2779ef0dc4178a5061f69fff67ae047b4
 size 4915916176

 version https://git-lfs.github.com/spec/v1
+oid sha256:367f91d19895f8f06ad29d02b7dc86a0e48b13a8c3340865ff029e472d364e6b
 size 4915916176

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d9696b1bc6913503c344d4197cf5c133944c2b686df33d0e1472e7aa2468076a
 size 1168138808

 version https://git-lfs.github.com/spec/v1
+oid sha256:afd6655080b1ae85c743cf2e447a32c5913e2679ef1fee479bcd64de5852db1a
 size 1168138808

tokenizer_config.json CHANGED Viewed

@@ -2058,12 +2058,8 @@
   "eos_token": "<｜end▁of▁sentence｜>",
   "extra_special_tokens": {},
   "legacy": true,
-  "max_length": null,
   "model_max_length": 16384,
-  "pad_to_multiple_of": null,
   "pad_token": "<｜end▁of▁sentence｜>",
-  "pad_token_type_id": 0,
-  "padding_side": "left",
   "sp_model_kwargs": {},
   "tokenizer_class": "LlamaTokenizerFast",
   "unk_token": null,

   "eos_token": "<｜end▁of▁sentence｜>",
   "extra_special_tokens": {},
   "legacy": true,
   "model_max_length": 16384,
   "pad_token": "<｜end▁of▁sentence｜>",
   "sp_model_kwargs": {},
   "tokenizer_class": "LlamaTokenizerFast",
   "unk_token": null,

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d94a6951a2ceadb33aea5dca1c9a537d88932617cf6acf13bffed6c8bcec4831
-size 10424

 version https://git-lfs.github.com/spec/v1
+oid sha256:63cb48269b127dca2213b74960c06311204596d2ba66413d3d9cbec01819a1f1
+size 10360