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

Libraries

How to use cs-552-2026-the-transformers/group_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/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-the-transformers/group_model")
model = AutoModelForCausalLM.from_pretrained("cs-552-2026-the-transformers/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]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

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

Use Docker

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

SGLang

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

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

zechen-nlp commited on 17 days ago

Commit

8f2fa6d

verified ·

1 Parent(s): 5e44a3e

Update Automated MNLP evaluation report (2026-05-19)

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-the-transformers/group_model`](https://huggingface.co/cs-552-2026-the-transformers/group_model)
 - **Owner(s):** group **the-transformers**
-- **Generated at:** 2026-05-18T02:30:25+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=1-6a0a5e67-2016b2ff05fd91087e1def23;81048e90-1680-448a-bfb5-360244c92baa)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/group_model/resolve/main/generation_config.json.
 ```
@@ -29,7 +29,7 @@ Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/gro
 ### knowledge — `generation_config`
 ```
-generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a0a3822-30682f1c260637bf647e77e3;0e8851d6-c709-4879-92d0-3326e5bbceb4)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/group_model/resolve/main/generation_config.json.
 ```
@@ -37,7 +37,7 @@ Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/gro
 ### multilingual — `generation_config`
 ```
-generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a0a3e84-7e62035e7812a01f7531a053;b73caa97-43da-4bfa-b08a-1a23548ad4b9)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/group_model/resolve/main/generation_config.json.
 ```
@@ -45,7 +45,7 @@ Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/gro
 ### safety — `generation_config`
 ```
-generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a0a495a-742265f97992771a6cfe49a8;89e69206-0bc2-4ab0-a2f5-9b32d03164ec)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/group_model/resolve/main/generation_config.json.
 ```

 - **Model repo:** [`cs-552-2026-the-transformers/group_model`](https://huggingface.co/cs-552-2026-the-transformers/group_model)
 - **Owner(s):** group **the-transformers**
+- **Generated at:** 2026-05-19T03:22:52+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._
 ### math — `generation_config`
 ```
+generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a0bd322-5402b4847fec5ec04c812e43;01e99393-b780-406f-9253-21bc570434ef)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/group_model/resolve/main/generation_config.json.
 ```
 ### knowledge — `generation_config`
 ```
+generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a0bd322-5402b4847fec5ec04c812e43;01e99393-b780-406f-9253-21bc570434ef)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/group_model/resolve/main/generation_config.json.
 ```
 ### multilingual — `generation_config`
 ```
+generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a0bd603-735936f43fe8e94f655d8df7;8d0fff7b-4f81-459a-a55c-9b94cdd2c5f7)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/group_model/resolve/main/generation_config.json.
 ```
 ### safety — `generation_config`
 ```
+generation_config.json not found: 404 Client Error. (Request ID: Root=1-6a0bd625-594fac232779aed41afe1b34;dd790c98-5379-48d0-82d0-1c9f086f9755)
 Entry Not Found for url: https://huggingface.co/cs-552-2026-the-transformers/group_model/resolve/main/generation_config.json.
 ```