Instructions to use openbmb/MathForm-8B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use openbmb/MathForm-8B with Transformers:

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

pipe = pipeline("text-generation", model="openbmb/MathForm-8B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("openbmb/MathForm-8B")
model = AutoModelForCausalLM.from_pretrained("openbmb/MathForm-8B", 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=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use openbmb/MathForm-8B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "openbmb/MathForm-8B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "openbmb/MathForm-8B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/openbmb/MathForm-8B

SGLang

How to use openbmb/MathForm-8B 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 "openbmb/MathForm-8B" \
    --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": "openbmb/MathForm-8B",
		"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 "openbmb/MathForm-8B" \
        --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": "openbmb/MathForm-8B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use openbmb/MathForm-8B with Docker Model Runner:
```
docker model run hf.co/openbmb/MathForm-8B
```

daypu commited on 2 days ago

Commit

c0fbfac

1 Parent(s): 1f708d5

fix rendering: force inline-block for badges

Browse files

Files changed (2) hide show

README.md +5 -5
README_zh.md +5 -5

README.md CHANGED Viewed

@@ -21,11 +21,11 @@ tags:
   <h1>MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement</h1>
 </div>
-<p align="center">
-  <a href="https://arxiv.org/abs/2608.14221"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b.svg" alt="Paper"></a>
-  <a href="https://github.com/OpenBMB/MathForm"><img src="https://img.shields.io/badge/GitHub-MathForm-181717.svg" alt="Code"></a>
-  <a href="https://huggingface.co/datasets/openbmb/FormalVerse"><img src="https://img.shields.io/badge/🤗%20Dataset-FormalVerse-yellow.svg" alt="FormalVerse Dataset"></a>
-</p>
 **MathForm-8B** is an autoformalization model that translates natural-language
 mathematical statements into Lean 4. It is released with the paper *MathForm:

   <h1>MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement</h1>
 </div>
+<div align="center" style="line-height: 1;">
+  <a href="https://arxiv.org/abs/2608.14221" style="margin: 2px;"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b.svg" alt="Paper" style="display: inline-block; vertical-align: middle;" /></a>
+  <a href="https://github.com/OpenBMB/MathForm" style="margin: 2px;"><img src="https://img.shields.io/badge/GitHub-MathForm-181717.svg" alt="Code" style="display: inline-block; vertical-align: middle;" /></a>
+  <a href="https://huggingface.co/datasets/openbmb/FormalVerse" style="margin: 2px;"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Dataset-FormalVerse-yellow.svg" alt="FormalVerse Dataset" style="display: inline-block; vertical-align: middle;" /></a>
+</div>
 **MathForm-8B** is an autoformalization model that translates natural-language
 mathematical statements into Lean 4. It is released with the paper *MathForm:

README_zh.md CHANGED Viewed

@@ -2,11 +2,11 @@
   <h1>MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement</h1>
 </div>
-<p align="center">
-  <a href="https://arxiv.org/abs/2608.14221"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b.svg" alt="论文"></a>
-  <a href="https://github.com/OpenBMB/MathForm"><img src="https://img.shields.io/badge/GitHub-MathForm-181717.svg" alt="代码"></a>
-  <a href="https://huggingface.co/datasets/openbmb/FormalVerse"><img src="https://img.shields.io/badge/🤗%20Dataset-FormalVerse-yellow.svg" alt="FormalVerse 数据集"></a>
-</p>
 **MathForm-8B** 是一个将自然语言数学陈述转换为 Lean 4 的自动形式化模型，随论文 *MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement* 发布。

   <h1>MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement</h1>
 </div>
+<div align="center" style="line-height: 1;">
+  <a href="https://arxiv.org/abs/2608.14221" style="margin: 2px;"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b.svg" alt="论文" style="display: inline-block; vertical-align: middle;" /></a>
+  <a href="https://github.com/OpenBMB/MathForm" style="margin: 2px;"><img src="https://img.shields.io/badge/GitHub-MathForm-181717.svg" alt="代码" style="display: inline-block; vertical-align: middle;" /></a>
+  <a href="https://huggingface.co/datasets/openbmb/FormalVerse" style="margin: 2px;"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Dataset-FormalVerse-yellow.svg" alt="FormalVerse 数据集" style="display: inline-block; vertical-align: middle;" /></a>
+</div>
 **MathForm-8B** 是一个将自然语言数学陈述转换为 Lean 4 的自动形式化模型，随论文 *MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement* 发布。