Instructions to use ZonglinY/MOOSE-Star-IR-R1D-7B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ZonglinY/MOOSE-Star-IR-R1D-7B with Transformers:

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

pipe = pipeline("text-generation", model="ZonglinY/MOOSE-Star-IR-R1D-7B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ZonglinY/MOOSE-Star-IR-R1D-7B")
model = AutoModelForCausalLM.from_pretrained("ZonglinY/MOOSE-Star-IR-R1D-7B")
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 ZonglinY/MOOSE-Star-IR-R1D-7B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ZonglinY/MOOSE-Star-IR-R1D-7B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ZonglinY/MOOSE-Star-IR-R1D-7B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ZonglinY/MOOSE-Star-IR-R1D-7B

SGLang

How to use ZonglinY/MOOSE-Star-IR-R1D-7B 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 "ZonglinY/MOOSE-Star-IR-R1D-7B" \
    --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": "ZonglinY/MOOSE-Star-IR-R1D-7B",
		"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 "ZonglinY/MOOSE-Star-IR-R1D-7B" \
        --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": "ZonglinY/MOOSE-Star-IR-R1D-7B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ZonglinY/MOOSE-Star-IR-R1D-7B with Docker Model Runner:
```
docker model run hf.co/ZonglinY/MOOSE-Star-IR-R1D-7B
```

MOOSE-Star-IR-R1D-7B

Commit History

Add copy-paste IR/HC prompt examples (TOMATO-Star Oct 2025 test case)

960d66b
verified

ZonglinY commited on 27 days ago

Embed chat_template into tokenizer_config.json for vLLM/inference-provider compatibility

37f2d57
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ZonglinY commited on 27 days ago

Upload README.md with huggingface_hub

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ZonglinY commited on Apr 4

Upload README.md with huggingface_hub

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ZonglinY commited on Apr 4

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ZonglinY commited on Apr 4

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ZonglinY commited on Apr 4

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ZonglinY commited on Apr 4

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ZonglinY commited on Apr 4

Upload README.md with huggingface_hub

810e7ef
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ZonglinY commited on Apr 4

Add library_name metadata and improve repository links (#1)

fc6d43d

ZonglinY

nielsr HF Staff commited on Mar 9

Update arxiv link to 2603.03756

fe2e639
verified

ZonglinY commited on Mar 5

Update model card: fix epochs (1), usage code (SGLang+IRProbabilityExtractor, dtype=auto), add full prompt details block

6f29a8d
verified

ZonglinY commited on Mar 4

Update README: add prompt format, fix eval numbers, update cross-references

37a8791
verified

ZonglinY commited on Mar 3

Update README with new repo/model names

899c911
verified

ZonglinY commited on Mar 3

Add chat_template.jinja

c21f3f0
verified

ZonglinY commited on Mar 2

Add tokenizer_config.json

8788362
verified

ZonglinY commited on Mar 2

Add tokenizer.json

3d401ef
verified

ZonglinY commited on Mar 2

Add special_tokens_map.json

3c2edd8
verified

ZonglinY commited on Mar 2

Add model.safetensors.index.json

cdec8e7
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ZonglinY commited on Mar 2

Add model-00004-of-00004.safetensors

69c90d9
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ZonglinY commited on Mar 2

Add model-00003-of-00004.safetensors

bd61588
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ZonglinY commited on Mar 2

Add model-00002-of-00004.safetensors

ee2623c
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ZonglinY commited on Mar 2

Add model-00001-of-00004.safetensors

c0eb6bd
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ZonglinY commited on Mar 2

Add generation_config.json

ac4f3a2
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ZonglinY commited on Mar 2

Add config.json

1f2f1a4
verified

ZonglinY commited on Mar 2

Add Model Card

c8ff94c
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ZonglinY commited on Mar 2

initial commit

98a9450
verified

ZonglinY commited on Mar 2

Commit History

Add copy-paste IR/HC prompt examples (TOMATO-Star Oct 2025 test case) 960d66b verified

Embed chat_template into tokenizer_config.json for vLLM/inference-provider compatibility 37f2d57 verified

Upload README.md with huggingface_hub 12e1056 verified

Upload README.md with huggingface_hub 89294b6 verified

Upload README.md with huggingface_hub 111612d verified

Upload README.md with huggingface_hub 99cac74 verified

Upload README.md with huggingface_hub a21473a verified

Upload README.md with huggingface_hub d41b00d verified

Upload README.md with huggingface_hub 50a53e6 verified

Upload README.md with huggingface_hub 810e7ef verified

Add library_name metadata and improve repository links (#1) fc6d43d

Update arxiv link to 2603.03756 fe2e639 verified

Update model card: fix epochs (1), usage code (SGLang+IRProbabilityExtractor, dtype=auto), add full prompt details block 6f29a8d verified

Update README: add prompt format, fix eval numbers, update cross-references 37a8791 verified

Update README with new repo/model names 899c911 verified

Add chat_template.jinja c21f3f0 verified

Add tokenizer_config.json 8788362 verified

Add tokenizer.json 3d401ef verified

Add special_tokens_map.json 3c2edd8 verified

Add model.safetensors.index.json cdec8e7 verified

Add model-00004-of-00004.safetensors 69c90d9 verified

Add model-00003-of-00004.safetensors bd61588 verified

Add model-00002-of-00004.safetensors ee2623c verified

Add model-00001-of-00004.safetensors c0eb6bd verified

Add generation_config.json ac4f3a2 verified

Add config.json 1f2f1a4 verified

Add Model Card c8ff94c verified

initial commit 98a9450 verified

Add copy-paste IR/HC prompt examples (TOMATO-Star Oct 2025 test case)

960d66b
verified

Embed chat_template into tokenizer_config.json for vLLM/inference-provider compatibility

37f2d57
verified

Upload README.md with huggingface_hub

12e1056
verified

Upload README.md with huggingface_hub

89294b6
verified

Upload README.md with huggingface_hub

111612d
verified

Upload README.md with huggingface_hub

99cac74
verified

Upload README.md with huggingface_hub

a21473a
verified

Upload README.md with huggingface_hub

d41b00d
verified

Upload README.md with huggingface_hub

50a53e6
verified

Upload README.md with huggingface_hub

810e7ef
verified

Add library_name metadata and improve repository links (#1)

fc6d43d

Update arxiv link to 2603.03756

fe2e639
verified

Update model card: fix epochs (1), usage code (SGLang+IRProbabilityExtractor, dtype=auto), add full prompt details block

6f29a8d
verified

Update README: add prompt format, fix eval numbers, update cross-references

37a8791
verified

Update README with new repo/model names

899c911
verified

Add chat_template.jinja

c21f3f0
verified

Add tokenizer_config.json

8788362
verified

Add tokenizer.json

3d401ef
verified

Add special_tokens_map.json

3c2edd8
verified

Add model.safetensors.index.json

cdec8e7
verified

Add model-00004-of-00004.safetensors

69c90d9
verified

Add model-00003-of-00004.safetensors

bd61588
verified

Add model-00002-of-00004.safetensors

ee2623c
verified

Add model-00001-of-00004.safetensors

c0eb6bd
verified

Add generation_config.json

ac4f3a2
verified

Add config.json

1f2f1a4
verified

Add Model Card

c8ff94c
verified

initial commit

98a9450
verified