---
license: apache-2.0
language:
  - en
  - hi
  - gu
  - ta
  - bn
  - mr
tags:
  - sumeru
  - education
  - ncert
  - jee
  - neet
  - india
pipeline_tag: text-generation
---

# Sumeru-rm

**Sumeru-rm** (Research Mini) is a compact science and mathematics model from
**Sumeru AI**, purpose-built for the Indian education curriculum: NCERT
Classes 6-12 plus JEE and NEET preparation. Subjects: Physics, Chemistry,
Biology, Mathematics.

## Usage

```python
from transformers import AutoModelForImageTextToText, AutoProcessor

processor = AutoProcessor.from_pretrained("debowd/sumeru-rm", trust_remote_code=True)
model     = AutoModelForImageTextToText.from_pretrained(
    "debowd/sumeru-rm", trust_remote_code=True, device_map="auto"
)

messages = [{"role": "user", "content": [{"type": "text",
    "text": "[Physics | Class 11 | Laws of Motion | Easy]\n\nState Newton's second law."}]}]
text = processor.apply_chat_template(messages, add_generation_prompt=True, tokenize=False)
inputs = processor(None, text, return_tensors="pt").to(model.device)
output = model.generate(**inputs, max_new_tokens=300)
print(processor.tokenizer.decode(output[0], skip_special_tokens=True))
```

## Architecture

- Class: `SumeruForCausalLM`
- Model type: `sumeru`
- Loaded via `trust_remote_code=True`

## License

Apache 2.0. Copyright (c) 2026 Sumeru AI.

## Developed by

[Sumeru AI](https://huggingface.co/debowd) — Indian education AI.