---
license: apache-2.0
base_model: XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B
library_name: transformers
pipeline_tag: text-generation
language: [en]
tags: [omics, bioinformatics, single-cell, spatial-transcriptomics, omicverse, agent, tool-calling, scientific-coding]
---

# OmicAI-9B

The **9B** member of **OmicAI**, a family optimized for **omics data analysis and
tool interaction** over [omicverse](https://github.com/omicverse/omicverse).
Fine-tuned with **ms-swift LoRA (all-linear, r16, α32) merged** on a
Qwen3.5-9B-architecture base (MiMo-V2.6-Distill-Qwen-9B).

## The OmicAI family

| Model | Base | Access |
|---|---|---|
| [OmicAI-0.8B](https://huggingface.co/omicverse/OmicAI-0.8B) | Qwen3.5-0.8B | Open — Apache-2.0 |
| [OmicAI-4B](https://huggingface.co/omicverse/OmicAI-4B) | Qwen3.5-4B | Open — Apache-2.0 |
| **OmicAI-9B** *(this model)* | MiMo-V2.6-Distill-Qwen-9B | Open — Apache-2.0 |
| [OmicAI-27B](https://huggingface.co/omicverse/OmicAI-27B) | Qwen3.8-27B | By application |

## Training Data
Trajectories produced by **OmicOS** and **OmicVerse** through a **paper-reproduction
process over the last three years of publications** (retrieve recent omics papers →
reproduce their analyses end-to-end → multi-turn agent trajectories of retrieval,
code, **omicverse** tool calls, execution-feedback recovery). Kept only when a
**judge** confirms legitimacy **and** a **scoreboard** confirms the result
**matches or surpasses** the paper's reported (SOTA) numbers.

## Key Details
| | |
|---|---|
| **Base model** | XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B (Qwen3.5-9B architecture) |
| **Method** | ms-swift LoRA (all-linear, r16, α32) → merged |
| **Chat template** | `qwen3_5` — *inference template must match training* |
| **Precision** | bfloat16 (4 shards) |

## Usage
```python
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("omicverse/OmicAI-9B")
model = AutoModelForCausalLM.from_pretrained("omicverse/OmicAI-9B", torch_dtype="bfloat16", device_map="auto")
```

## Ecosystem
Part of **omicOS / omicAI**. Siblings: [OmicAI-4B](https://huggingface.co/omicverse/OmicAI-4B) · [OmicAI-27B](https://huggingface.co/omicverse/OmicAI-27B) · [OmicAI-0.8B](https://huggingface.co/omicverse/OmicAI-0.8B).