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

Libraries

How to use cs-552-2026-claude-bots/multilingual_model with Transformers:

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

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

Use Docker

docker model run hf.co/cs-552-2026-claude-bots/multilingual_model

SGLang

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

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

multilingual_model

Commit History

Automated MNLP evaluation report (2026-06-11) (#3)

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Automated MNLP evaluation report (2026-06-06) (#2)

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Automated MNLP evaluation report (2026-06-04) (#1)

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Commit History

Automated MNLP evaluation report (2026-06-11) (#3) 48a5c2b

Automated MNLP evaluation report (2026-06-06) (#2) 9f5fb5b

Automated MNLP evaluation report (2026-06-04) (#1) 64a1fab

Upload checkpoint with CS-552-compatible inference artifacts c51af8b verified

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initial commit 09d331c verified

Automated MNLP evaluation report (2026-06-11) (#3)

48a5c2b

Automated MNLP evaluation report (2026-06-06) (#2)

9f5fb5b

Automated MNLP evaluation report (2026-06-04) (#1)

64a1fab

Upload checkpoint with CS-552-compatible inference artifacts

c51af8b
verified

Upload checkpoint with CS-552-compatible inference artifacts

f962803
verified

Upload checkpoint with CS-552-compatible inference artifacts

3075d54
verified

Upload checkpoint with CS-552-compatible inference artifacts

f8021a8
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Upload checkpoint with CS-552-compatible inference artifacts

50ad81d
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Upload checkpoint with CS-552-compatible inference artifacts

92d64b2
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Upload checkpoint with CS-552-compatible inference artifacts

a99306b
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Upload checkpoint with CS-552-compatible inference artifacts

38a0795
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Upload checkpoint with CS-552-compatible inference artifacts

796cf0d
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bcccc10
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Upload checkpoint with CS-552-compatible inference artifacts

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Upload checkpoint with CS-552-compatible inference artifacts

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Upload config

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Upload tokenizer

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Upload Qwen3ForCausalLM

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initial commit

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