Instructions to use julien31/Soar-qwen-32b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use julien31/Soar-qwen-32b with Transformers:

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

pipe = pipeline("text-generation", model="julien31/Soar-qwen-32b")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("julien31/Soar-qwen-32b")
model = AutoModelForCausalLM.from_pretrained("julien31/Soar-qwen-32b", device_map="auto")
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=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use julien31/Soar-qwen-32b with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "julien31/Soar-qwen-32b"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "julien31/Soar-qwen-32b",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/julien31/Soar-qwen-32b

SGLang

How to use julien31/Soar-qwen-32b 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 "julien31/Soar-qwen-32b" \
    --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": "julien31/Soar-qwen-32b",
		"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 "julien31/Soar-qwen-32b" \
        --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": "julien31/Soar-qwen-32b",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use julien31/Soar-qwen-32b with Docker Model Runner:
```
docker model run hf.co/julien31/Soar-qwen-32b
```

Soar-qwen-32b

Commit History

Improve model card: Add `library_name` and update paper link (#1)

4f42e43
verified

julien31

nielsr HF Staff commited on Jul 25, 2025

fix readme display

67a840f
verified

julien31 commited on Jun 24, 2025

add link readme

ab3f37f
verified

julien31 commited on Jun 24, 2025

fix base_model

6c7f3d7
verified

julien31 commited on Jun 24, 2025

add model card

2d58ad8
verified

julien31 commited on Jun 24, 2025

Upload folder using huggingface_hub

939a31c
verified

julien31 commited on Jun 23, 2025

initial commit

9c42471
verified

julien31 commited on Jun 23, 2025

Commit History

Improve model card: Add `library_name` and update paper link (#1) 4f42e43 verified

fix readme display 67a840f verified

add link readme ab3f37f verified

fix base_model 6c7f3d7 verified

add model card 2d58ad8 verified

Upload folder using huggingface_hub 939a31c verified

initial commit 9c42471 verified

Improve model card: Add `library_name` and update paper link (#1)

4f42e43
verified

fix readme display

67a840f
verified

add link readme

ab3f37f
verified

fix base_model

6c7f3d7
verified

add model card

2d58ad8
verified

Upload folder using huggingface_hub

939a31c
verified

initial commit

9c42471
verified