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

Libraries

How to use cs-552-2026-catma/group_model with Transformers:

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

pipe = pipeline("text-generation", model="cs-552-2026-catma/group_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-catma/group_model")
model = AutoModelForCausalLM.from_pretrained("cs-552-2026-catma/group_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]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps

vLLM

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

Use Docker

docker model run hf.co/cs-552-2026-catma/group_model

SGLang

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

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

zechen-nlp commited on 17 days ago

Commit

c01330b

verified ·

1 Parent(s): da61b22

Update Automated MNLP evaluation report (2026-05-13)

Browse files

Files changed (1) hide show

EVAL_REPORT.md +5 -5

EVAL_REPORT.md CHANGED Viewed

@@ -2,7 +2,7 @@
 - **Model repo:** [`cs-552-2026-catma/group_model`](https://huggingface.co/cs-552-2026-catma/group_model)
 - **Owner(s):** group **catma**
-- **Generated at:** 2026-05-13T04:17:52+00:00 (UTC)
 - **Pipeline:** [mnlp-project-ci](https://github.com/eric11eca/mnlp-project-ci)
 _This PR is opened automatically by the course CI. It is **non-blocking** — you do not need to merge it. The next nightly run will refresh this file._
@@ -21,7 +21,7 @@ _This PR is opened automatically by the course CI. It is **non-blocking** — yo
 ### math — `generation_config`
 ```
-generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a03e617-6a1b3c46214ae3453a04c965;aadbe3c3-0945-4acf-a207-829d5c787b5c)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/resolve/main/generation_config.json.
 ```
@@ -29,7 +29,7 @@ Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/re
 ### knowledge — `generation_config`
 ```
-generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a03dab1-40dd6f2c4903d1895ebf9aa1;7860b905-e013-4cca-b14f-d7a41beef9a0)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/resolve/main/generation_config.json.
 ```
@@ -37,7 +37,7 @@ Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/re
 ### multilingual — `generation_config`
 ```
-generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a03eb96-3ad183333319a247601f1783;a1ce3149-5006-4b35-94f2-424bb1aa8cdd)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/resolve/main/generation_config.json.
 ```
@@ -45,7 +45,7 @@ Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/re
 ### safety — `generation_config`
 ```
-generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a03ee03-57ec7fe4239befe127011252;c43d0f5e-a5d0-405e-b7ba-7741b26a2767)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/resolve/main/generation_config.json.
 ```

 - **Model repo:** [`cs-552-2026-catma/group_model`](https://huggingface.co/cs-552-2026-catma/group_model)
 - **Owner(s):** group **catma**
+- **Generated at:** 2026-05-13T23:30:17+00:00 (UTC)
 - **Pipeline:** [mnlp-project-ci](https://github.com/eric11eca/mnlp-project-ci)
 _This PR is opened automatically by the course CI. It is **non-blocking** — you do not need to merge it. The next nightly run will refresh this file._
 ### math — `generation_config`
 ```
+generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a04fa6d-40a3d75e122d6d861cc84137;b8f59f6d-245b-4859-a583-774ed752d9cd)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/resolve/main/generation_config.json.
 ```
 ### knowledge — `generation_config`
 ```
+generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a04e509-6d5fe6ed1e405eef2e26d14a;0b647b30-a012-4b0d-8842-734f9436e3c5)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/resolve/main/generation_config.json.
 ```
 ### multilingual — `generation_config`
 ```
+generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a04f186-10b73cfb69cf5256229ee68d;7421901a-efc1-441f-a1d9-19af1d78bfab)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/resolve/main/generation_config.json.
 ```
 ### safety — `generation_config`
 ```
+generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a04ebb8-221055360860479e705ec0e6;164acd50-656b-4b12-b523-087f27629b2c)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-catma/group_model/resolve/main/generation_config.json.
 ```