README.md

---
pipeline_tag: other
license: other
license_name: all-rights-reserved
language:
- en
- de
- fr
- es
- pt
- nl
- ru
- cs
- pl
- ar
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base_model:
- aisak-ai/VL
- aisak-ai/aisak-assistant
- aisak-ai/aisak-tvi
tags:
- aisak
- multimodal
- transformers.js
- transformers
---
<img src="https://i.imgur.com/FTzBiqd.png" width="150" style="margin-left: 250px;" />

# AISAK-O (Optimum)

**AISAK-O**, an abbreviation for Artificially Intelligent Swiss Army Knife *Optimum*, represents a significant enhancement within the AISAK ecosystem. Boasting an impressive parameter count of 8 billion, AISAK-O stands in competition with the most substantial models regarding its comprehension abilities. Despite its relatively smaller size and lower cost, it provides performance and efficiency that are on par with its more extensive counterparts. This sophisticated multimodal artificial intelligence system demonstrates exceptional proficiency in both the processing and generation of textual and visual content, thereby rendering it a highly adaptable instrument for a diverse array of applications.

### Model Information:

- **Model Name**: AISAK-O
- **Version**: 1.0
- **Specialization**: Multimodal model proficient in interpreting textual and visual input. AISAK-O excels in tasks requiring detailed analysis and synthesis of both textual and visual data.

### Intended Use:

- AISAK-O is meticulously engineered for applications necessitating the comprehensive analysis of textual and visual data. Its extensive capabilities render it particularly suitable for endeavors such as image captioning, visual reasoning, humorous interpretation, location identification, and cohesive content generation. The model is exceptionally adept in contexts that demand a sophisticated comprehension of multimodal information.
- Whether you're analyzing complex visual data, crafting detailed image descriptions, or enhancing multimedia content with insightful text, this model empowers you to push the boundaries of what's possible. Let your imagination take the lead and discover endless possibilities with AISAK-O.
### Performance:

AISAK-O exhibits exemplary performance in multimodal tasks, surpassing conventional models in its proficiency to produce and interpret content that seamlessly amalgamates text and imagery. Its sophisticated architecture guarantees elevated accuracy and contextual pertinence in its outputs.

|**Model**|**VQA v2**|**MMBench**|**MMMU (Eval)**| 
| :--------: | :-------: | :--------: | :-------: |
  |*AISAK-O*|82.0|79.3|56.1|
  |*GPT-4V*|84.4|78.1|52.4| 


### Ethical Considerations:

- **Bias Mitigation**: The AISAK team has instituted strategies aimed at rectifying potential biases. However, it is essential for users to stay informed about the possible biases embedded in the model's outputs and to utilize the model responsibly. 
- **Fair Use**: Users are strongly encouraged to utilize the AISAK-O in a manner that is both fair and ethically sound, especially in sensitive situations, in order to guarantee equitable and precise application of the model’s capabilities.

### Deployment:

AISAK-O is actively deployed within the AISAK ecosystem. Ongoing updates and enhancements are planned to further refine its capabilities and performance.

## Beta Testing:

```python
""" multiple images will require 60+ GB RAM  """
pip install aisak==2.3.1
from aisak import *
```
### Caveats:

- Users should verify critical decisions based on AISAK-O’s outputs, especially in high-stakes scenarios, to ensure accuracy and reliability.

### Contact Information:

For inquiries or additional information about AISAK, please contact the AISAK team at [email protected].

**© 2024 Mandela Logan. All rights reserved.**

No part of this model may be reproduced, distributed, or transmitted in any form or by any means, including photocopying, recording, or other electronic or mechanical methods, without the prior written permission of the copyright holder. Unauthorized use or reproduction of this model is strictly prohibited by copyright law.