Instructions to use cs-552-2026-group1/math_model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use cs-552-2026-group1/math_model with Transformers:

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

pipe = pipeline("text-generation", model="cs-552-2026-group1/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-group1/math_model")
model = AutoModelForCausalLM.from_pretrained("cs-552-2026-group1/math_model", 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=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-group1/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-group1/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-group1/math_model",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/cs-552-2026-group1/math_model

SGLang

How to use cs-552-2026-group1/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-group1/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-group1/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-group1/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-group1/math_model",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use cs-552-2026-group1/math_model with Docker Model Runner:
```
docker model run hf.co/cs-552-2026-group1/math_model
```

arnavbajpai commited on May 20

Commit

ffe655e

verified ·

1 Parent(s): 78b1aa7

Upload folder using huggingface_hub

Browse files

Files changed (3) hide show

UPLOAD_NOTE.txt +1 -1
chat_template.jinja +1 -0
generation_config.json +3 -3

UPLOAD_NOTE.txt CHANGED Viewed

	@@ -1 +1 @@
1	- ~~Initial~~ Milestone 2 math ~~reasoning~~ checkpoint based on Qwen3-1.7B with LoRA SFT on GSM8K-style ~~chain-of-thought~~ data. ~~The~~ ~~model~~ is ~~configured~~ ~~for~~ ~~verifiable~~ ~~boxed~~-~~answer~~ generation ~~and~~ ~~validated~~ ~~for~~ ~~vLLM~~-~~compatible~~ ~~inference~~.


1	+ Milestone 2 math checkpoint based on Qwen3-1.7B with LoRA SFT on GSM8K-style reasoning data. This revision explicitly enables Qwen3 thinking mode and uses a lower-temperature generation configuration to improve boxed-answer reliability for CI validation.

chat_template.jinja CHANGED Viewed

@@ -1,3 +1,4 @@
 {%- if tools %}
     {{- '<|im_start|>system\n' }}
     {%- if messages[0].role == 'system' %}

+{%- set enable_thinking = true %}
 {%- if tools %}
     {{- '<|im_start|>system\n' }}
     {%- if messages[0].role == 'system' %}

generation_config.json CHANGED Viewed

@@ -6,8 +6,8 @@
     151643
   ],
   "pad_token_id": 151643,
-  "temperature": 0.7,
   "top_k": 20,
-  "top_p": 0.9,
   "transformers_version": "5.7.0"
-}

     151643
   ],
   "pad_token_id": 151643,
+  "temperature": 0.3,
   "top_k": 20,
+  "top_p": 0.8,
   "transformers_version": "5.7.0"
+}