Instructions to use Blancy/Qwen3-1.7B-Open-R1-Code-GRPO with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Blancy/Qwen3-1.7B-Open-R1-Code-GRPO with Transformers:

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

pipe = pipeline("text-generation", model="Blancy/Qwen3-1.7B-Open-R1-Code-GRPO")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Blancy/Qwen3-1.7B-Open-R1-Code-GRPO")
model = AutoModelForCausalLM.from_pretrained("Blancy/Qwen3-1.7B-Open-R1-Code-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 Settings

vLLM

How to use Blancy/Qwen3-1.7B-Open-R1-Code-GRPO with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Blancy/Qwen3-1.7B-Open-R1-Code-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": "Blancy/Qwen3-1.7B-Open-R1-Code-GRPO",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Blancy/Qwen3-1.7B-Open-R1-Code-GRPO

SGLang

How to use Blancy/Qwen3-1.7B-Open-R1-Code-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 "Blancy/Qwen3-1.7B-Open-R1-Code-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": "Blancy/Qwen3-1.7B-Open-R1-Code-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 "Blancy/Qwen3-1.7B-Open-R1-Code-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": "Blancy/Qwen3-1.7B-Open-R1-Code-GRPO",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Blancy/Qwen3-1.7B-Open-R1-Code-GRPO with Docker Model Runner:
```
docker model run hf.co/Blancy/Qwen3-1.7B-Open-R1-Code-GRPO
```

Blancy commited on Jul 25, 2025

Commit

d0ea861

verified ·

1 Parent(s): 591a2af

Training in progress, step 39

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:c7327431de39d8b4bdbb999e08427fcd4f0baa90f2459b6d68a4f61c8fd40777
 size 4902257696

 version https://git-lfs.github.com/spec/v1
+oid sha256:50ea936781650d18fc2172b6d6e921f8ec309105c2d1a178dd43dcd7df0e09ad
 size 4902257696

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:49fb9f87fa99e61ee54ce79e93f91b1c29fea8c6aa66d07623cdf150e2f65d49
 size 4915960368

 version https://git-lfs.github.com/spec/v1
+oid sha256:c121d0b6b1afe50a5c947340ab21acaf3b9dd442b29f66336ebbae58f25fa4d5
 size 4915960368

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f80be68eb67cdb3ffda14357db54b5465e16c8fa463eda71ece54781801c10e8
 size 4983068496

 version https://git-lfs.github.com/spec/v1
+oid sha256:c78589dab1271e3f7321cfccfe333997d4a2c6fca4ad4942f6e510486e4afdb4
 size 4983068496

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:50d4157df4beda15e7cbfda6cb4089616f555a9af40d3b39d9ae2cdd4afacece
 size 1580230264

 version https://git-lfs.github.com/spec/v1
+oid sha256:6ce15e77608d601a0ebe2749b9184a4f91341ab48ab1bc1fa381b795541dd9dc
 size 1580230264