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 11, 2025

Commit

d4af0b2

verified ·

1 Parent(s): 29a6c4f

Training in progress, step 400

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 +4 -0
training_args.bin +2 -2

config.json CHANGED Viewed

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "/ibex/user/feic/pjs/model/DeepSeek-R1-Distill-Llama-8B",
   "architectures": [
     "LlamaForCausalLM"
   ],

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

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c1d9bd7f78248f1528921193515577b746df03dfdc79f0c6d688eed1eb096de7
 size 4976698672

 version https://git-lfs.github.com/spec/v1
+oid sha256:7417a8048c71b9896a6c1cb4215113cc33bd9412c0e90efc591c3068b555211d
 size 4976698672

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d4feecafd602d93d729ead82249fa3b9cb162e4b6791c4b915fe13aa37c7870f
 size 4999802720

 version https://git-lfs.github.com/spec/v1
+oid sha256:3bd45c7f63b85aedd0f8b1656edb20efd009f148e75aa144dd0f77d41bfcb37a
 size 4999802720

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ec995b6aa82f633924d476c2f2329c1744e3e2537da47450a9e82cf2f75ccc96
 size 4915916176

 version https://git-lfs.github.com/spec/v1
+oid sha256:df95961147e44905d0da76a05dd9c736fd8a835863df286cfb68670234718656
 size 4915916176

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9d8f9ceb07574d7406f35d98d35fff82c0ac98941d78057d1d006a163ffc5c68
 size 1168138808

 version https://git-lfs.github.com/spec/v1
+oid sha256:555b9b34afa380d5ee99fc68b3707533da8caaf9e6b2efb9bac54fb8289a623a
 size 1168138808

tokenizer_config.json CHANGED Viewed

@@ -2058,8 +2058,12 @@
   "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,

   "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,

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3d9630a15b0336db5b9d12d7dfd6aef2ed1a75cba61387c2640a6352bbc739d1
-size 10360

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