Instructions to use cs-552-2026-the-transformers/math_model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use cs-552-2026-the-transformers/math_model with Transformers:

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

pipe = pipeline("text-generation", model="cs-552-2026-the-transformers/math_model")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("cs-552-2026-the-transformers/math_model")
model = AutoModelForCausalLM.from_pretrained("cs-552-2026-the-transformers/math_model")
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 cs-552-2026-the-transformers/math_model with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "cs-552-2026-the-transformers/math_model"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "cs-552-2026-the-transformers/math_model",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/cs-552-2026-the-transformers/math_model

SGLang

How to use cs-552-2026-the-transformers/math_model 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 "cs-552-2026-the-transformers/math_model" \
    --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": "cs-552-2026-the-transformers/math_model",
		"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 "cs-552-2026-the-transformers/math_model" \
        --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": "cs-552-2026-the-transformers/math_model",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use cs-552-2026-the-transformers/math_model with Docker Model Runner:
```
docker model run hf.co/cs-552-2026-the-transformers/math_model
```

math_model

Commit History

Update Automated MNLP evaluation report (2026-05-27)

78c2858
verified

zechen-nlp commited on 9 days ago

Update Automated MNLP evaluation report (2026-05-26)

3e1b1eb
verified

zechen-nlp commited on 10 days ago

Update Automated MNLP evaluation report (2026-05-25)

67c9cdf
verified

zechen-nlp commited on 11 days ago

Automated MNLP evaluation report (2026-05-24)

8a33e3d
verified

zechen-nlp commited on 12 days ago

Automated MNLP evaluation report (2026-05-23) (#1)

b8bbbde

NicolasBerlin

zechen-nlp commited on 12 days ago

Upload math SFT checkpoint

f13b0a9
verified

jdecim commited on 19 days ago

Upload math SFT checkpoint (smoke test)

ed23471
verified

jdecim commited on 22 days ago

Upload math SFT checkpoint (smoke test)

2b172d7
verified

jdecim commited on 25 days ago

initial commit

da27515
verified

jdecim commited on 26 days ago

Commit History

Update Automated MNLP evaluation report (2026-05-27) 78c2858 verified

Update Automated MNLP evaluation report (2026-05-26) 3e1b1eb verified

Update Automated MNLP evaluation report (2026-05-25) 67c9cdf verified

Automated MNLP evaluation report (2026-05-24) 8a33e3d verified

Automated MNLP evaluation report (2026-05-23) (#1) b8bbbde

Upload math SFT checkpoint f13b0a9 verified

Upload math SFT checkpoint (smoke test) ed23471 verified

Upload math SFT checkpoint (smoke test) 2b172d7 verified

initial commit da27515 verified