Instructions to use lianghsun/Marble-3B-Instruct with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use lianghsun/Marble-3B-Instruct with Transformers:

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

pipe = pipeline("text-generation", model="lianghsun/Marble-3B-Instruct")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("lianghsun/Marble-3B-Instruct")
model = AutoModelForCausalLM.from_pretrained("lianghsun/Marble-3B-Instruct", 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=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use lianghsun/Marble-3B-Instruct with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "lianghsun/Marble-3B-Instruct"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "lianghsun/Marble-3B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/lianghsun/Marble-3B-Instruct

SGLang

How to use lianghsun/Marble-3B-Instruct 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 "lianghsun/Marble-3B-Instruct" \
    --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": "lianghsun/Marble-3B-Instruct",
		"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 "lianghsun/Marble-3B-Instruct" \
        --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": "lianghsun/Marble-3B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use lianghsun/Marble-3B-Instruct with Docker Model Runner:
```
docker model run hf.co/lianghsun/Marble-3B-Instruct
```

Marble-3B-Instruct / README.md

lianghsun

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---
license: apache-2.0
language:
- zh
- en
base_model:
- lianghsun/Marble-3B
library_name: transformers
pipeline_tag: text-generation
tags:
- Taiwan
- ROC
- zhtw
- Marble
- Granite
- MoE
- chat
- instruct
---
# Model Card for Marble-3B-Instruct

<!-- Provide a quick summary of what the model is/does. -->
**Marble-3B-Instruct** 是 [Marble-3B](https://huggingface.co/lianghsun/Marble-3B)（Granite 3.1 3B-A800M MoE 之繁中 CPT 版本）的指令微調版本，以繁中對話資料完成 SFT，提供 MoE 架構下的台灣語境繁中對話能力。

> ⚠️ 規格重點：
> 本模型為 **3B Mixture-of-Experts（MoE）模型**、純文本單模態。

## Model Details

MoE 架構在推論時僅活化部分專家權重，可在保留模型容量的同時降低推論成本。本模型在 [Marble-3B](https://huggingface.co/lianghsun/Marble-3B) 之繁中 CPT 底座上做指令微調，目標是讓 MoE 架構在繁中與台灣語境下提供穩定可用的對話能力。

**核心特點 (Key Features)**
1. **MoE 架構對話模型**：推論成本相對於同容量稠密模型更低。
2. **台灣語境對齊**：訓練資料以繁中與台灣常見任務為主。
3. **可端側部署**：3B 規模友善於消費級硬體。

### Model Description

- **Developed by:** [Liang Hsun Huang](https://www.linkedin.com/in/lianghsunhuang/?locale=en_US)
- **Base model:** [lianghsun/Marble-3B](https://huggingface.co/lianghsun/Marble-3B)
- **Model type:** GraniteMoeForCausalLM (Transformers)
- **Language(s) (NLP):** Traditional Chinese, English
- **License:** Apache-2.0
- **Finetuned from model:** [lianghsun/Marble-3B](https://huggingface.co/lianghsun/Marble-3B)

### Model Sources

- **Repository:** [lianghsun/Marble-3B-Instruct](https://huggingface.co/lianghsun/Marble-3B-Instruct)

## Citation

```bibtex
@misc{marble_3b_instruct,
  title        = {Marble-3B-Instruct: A Traditional Chinese Instruction-Tuned Granite 3B-A800M MoE Model for Taiwan},
  author       = {Huang, Liang Hsun},
  year         = {2025},
  howpublished = {\url{https://huggingface.co/lianghsun/Marble-3B-Instruct}}
}
```

## Model Card Authors

[Huang Liang Hsun](https://www.linkedin.com/in/lianghsunhuang/?locale=en_US)

## Model Card Contact

[Huang Liang Hsun](https://www.linkedin.com/in/lianghsunhuang/?locale=en_US)

	---
	license: apache-2.0
	language:
	- zh
	- en
	base_model:
	- lianghsun/Marble-3B
	library_name: transformers
	pipeline_tag: text-generation
	tags:
	- Taiwan
	- ROC
	- zhtw
	- Marble
	- Granite
	- MoE
	- chat
	- instruct
	---

	# Model Card for Marble-3B-Instruct

	<!-- Provide a quick summary of what the model is/does. -->
	Marble-3B-Instruct 是 [Marble-3B](https://huggingface.co/lianghsun/Marble-3B)（Granite 3.1 3B-A800M MoE 之繁中 CPT 版本）的指令微調版本，以繁中對話資料完成 SFT，提供 MoE 架構下的台灣語境繁中對話能力。

	> ⚠️ 規格重點：
	> 本模型為 3B Mixture-of-Experts（MoE）模型、純文本單模態。

	## Model Details

	MoE 架構在推論時僅活化部分專家權重，可在保留模型容量的同時降低推論成本。本模型在 [Marble-3B](https://huggingface.co/lianghsun/Marble-3B) 之繁中 CPT 底座上做指令微調，目標是讓 MoE 架構在繁中與台灣語境下提供穩定可用的對話能力。

	核心特點 (Key Features)
	1. MoE 架構對話模型：推論成本相對於同容量稠密模型更低。
	2. 台灣語境對齊：訓練資料以繁中與台灣常見任務為主。
	3. 可端側部署：3B 規模友善於消費級硬體。

	### Model Description

	- Developed by: [Liang Hsun Huang](https://www.linkedin.com/in/lianghsunhuang/?locale=en_US)
	- Base model: [lianghsun/Marble-3B](https://huggingface.co/lianghsun/Marble-3B)
	- Model type: GraniteMoeForCausalLM (Transformers)
	- Language(s) (NLP): Traditional Chinese, English
	- License: Apache-2.0
	- Finetuned from model: [lianghsun/Marble-3B](https://huggingface.co/lianghsun/Marble-3B)

	### Model Sources

	- Repository: [lianghsun/Marble-3B-Instruct](https://huggingface.co/lianghsun/Marble-3B-Instruct)

	## Citation

	```bibtex
	@misc{marble_3b_instruct,
	title = {Marble-3B-Instruct: A Traditional Chinese Instruction-Tuned Granite 3B-A800M MoE Model for Taiwan},
	author = {Huang, Liang Hsun},
	year = {2025},
	howpublished = {\url{https://huggingface.co/lianghsun/Marble-3B-Instruct}}
	}
	```

	## Model Card Authors

	[Huang Liang Hsun](https://www.linkedin.com/in/lianghsunhuang/?locale=en_US)

	## Model Card Contact

	[Huang Liang Hsun](https://www.linkedin.com/in/lianghsunhuang/?locale=en_US)