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---
license: apache-2.0
pipeline_tag: image-text-to-text
library_name: transformers
---
# JanusCoderV-7B
[💻Github Repo](https://github.com/InternLM/JanusCoder) • [🤗Model Collections](https://huggingface.co/collections/internlm/januscoder) • [📜Technical Report](https://www.arxiv.org/abs/2510.23538)
## Introduction
We introduce JanusCoder and JanusCoderV, a suite of open-source foundational models designed to establish a unified visual-programmatic interface for code intelligence.
This model suite is built upon open-source language models (such as Qwen3-8B and 14B) and multimodal models (such as Qwen2.5-VL and InternVL3.5-8B). The JanusCoder series is trained on JANUSCODE-800K—the largest multimodal code corpus to date, generated by an innovative synthesis toolkit, covering everything from standard charts to complex interactive Web UIs and code-driven animations.
This enables the models to uniformly handle diverse visual-programmatic tasks, such as generating code from textual instructions, visual inputs, or a combination of both, rather than building specialized models for isolated tasks. JanusCoder excels at flexible content generation (like data visualizations and interactive front-ends) as well as precise, program-driven editing of visual effects and complex animation construction.
## Model Downloads
| Model Name | Description | Download |
| --- | --- | --- |
| JanusCoder-8B | 8B text model based on Qwen3-8B. | 🤗 [Model](https://huggingface.co/internlm/JanusCoder-8B) |
| JanusCoder-14B | 14B text model based on Qwen3-14B. | 🤗 [Model](https://huggingface.co/internlm/JanusCoder-14B) |
| 👉 **JanusCoderV-7B** | 7B multimodal model based on Qwen2.5-VL-7B. | 🤗 [Model](https://huggingface.co/internlm/JanusCoderV-7B) |
| JanusCoderV-8B | 8B multimodal model based on InternVL3.5-8B. | 🤗 [Model](https://huggingface.co/internlm/JanusCoderV-8B) |
## Performance
We evaluate the JanusCoderV model on various benchmarks that span multimodal code intelligence tasks on multiple PLs:
| Model | JanusCoderV-7B | Qwen2.5VL-7B-Instruct | InternVL3-8B | InternVL3.5-8B | MiniCPM-V-2-6 | Llama3.2-11B-Vision-Instruct | GPT-4o |
| --- | --- | --- | --- | --- | --- | --- | --- |
| ChartMimic (Customized) | 72.77 | 58.69 | 60.04 | 59.55 | 48.18 | 39.63 | 67.42 |
| DesignBench (Gen) | 73.31 | 72.73 | 69.34 | 71.73 | 66.25 | 62.24 | 76.83 |
| DesignBench (Edit) | 8.79 | 6.85 | 7.76 | 8.63 | 4.56 | 6.61 | 9.23 |
| WebCode2M | 26.21 | 12.83 | 12.40 | 11.95 | 9.73 | 6.57 | 13.00 |
| InteractScience (Func.) | 17.73 | 8.40 | 8.93 | 11.47 | 0.13 | 6.67 | 27.20 |
| InteractScience (Visual) | 27.67 | 19.83 | 53.35 | 24.17 | 7.70 | 13.24 | 46.01 |
## Quick Start
**Transformers**
The following provides demo code illustrating how to generate text using JanusCoderV-7B.
> Please use transformers >= 4.55.0 to ensure the model works normally.
```python
from transformers import AutoProcessor, AutoModelForCausalLM
import torch
model_name = "internlm/JanusCoderV-7B"
processor = AutoProcessor.from_pretrained(model_name, trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained(model_name, device_map="auto", torch_dtype="auto", trust_remote_code=True)
messages = [
{
"role": "user",
"content": [
{"type": "image", "url": "http://images.cocodataset.org/val2017/000000039769.jpg"},
{"type": "text", "text": "Please describe the image explicitly."},
],
}
]
inputs = processor.apply_chat_template(messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt").to(model.device, dtype=torch.bfloat16)
generate_ids = model.generate(**inputs, max_new_tokens=32768)
decoded_output = processor.decode(generate_ids[0, inputs["input_ids"].shape[1] :], skip_special_tokens=True)
print(decoded_output)
```
## Citation
🫶 If you are interested in our work or find the repository / checkpoints / benchmark / data helpful, please consider using the following citation format when referencing our papers:
```bibtex
@article{sun2025januscoder,
title={JanusCoder: Towards a Foundational Visual-Programmatic Interface for Code Intelligence},
author={Sun, Qiushi and Gong, Jingyang and Liu, Yang and Chen, Qiaosheng and Li, Lei and Chen, Kai and Guo, Qipeng and Kao, Ben and Yuan, Fei},
journal={arXiv preprint arXiv:2510.23538},
year={2025}
}
@article{sun2024survey,
title={A survey of neural code intelligence: Paradigms, advances and beyond},
author={Sun, Qiushi and Chen, Zhirui and Xu, Fangzhi and Cheng, Kanzhi and Ma, Chang and Yin, Zhangyue and Wang, Jianing and Han, Chengcheng and Zhu, Renyu and Yuan, Shuai and others},
journal={arXiv preprint arXiv:2403.14734},
year={2024}
}
@article{chen2025interactscience,
title={InteractScience: Programmatic and Visually-Grounded Evaluation of Interactive Scientific Demonstration Code Generation},
author={Chen, Qiaosheng and Liu, Yang and Li, Lei and Chen, Kai and Guo, Qipeng and Cheng, Gong and Yuan, Fei},
journal={arXiv preprint arXiv:2510.09724},
year={2025}
}
@article{sun2025codeevo,
title={CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback},
author={Sun, Qiushi and Gong, Jinyang and Li, Lei and Guo, Qipeng and Yuan, Fei},
journal={arXiv preprint arXiv:2507.22080},
year={2025}
}
```

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You are a helpful assistant.<|im_end|>
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video_preprocessor_config.json Normal file
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{
"crop_size": null,
"data_format": "channels_first",
"default_to_square": true,
"device": null,
"do_center_crop": null,
"do_convert_rgb": true,
"do_normalize": true,
"do_pad": null,
"do_rescale": true,
"do_resize": true,
"do_sample_frames": false,
"fps": null,
"image_mean": [
0.48145466,
0.4578275,
0.40821073
],
"image_std": [
0.26862954,
0.26130258,
0.27577711
],
"input_data_format": null,
"max_frames": 768,
"max_pixels": 12845056,
"merge_size": 2,
"min_frames": 4,
"min_pixels": 3136,
"num_frames": null,
"patch_size": 14,
"processor_class": "Qwen2_5_VLProcessor",
"resample": 3,
"rescale_factor": 0.00392156862745098,
"size": {
"longest_edge": 12845056,
"shortest_edge": 3136
},
"size_divisor": null,
"temporal_patch_size": 2,
"video_metadata": null,
"video_processor_type": "Qwen2VLVideoProcessor"
}

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vocab.json (Stored with Git LFS) Normal file
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