Metadata-Version: 2.4
Name: aidk_framework
Version: 1.0.3
Summary: Artificial Intelligence Development Kit (AIDK) – unified, production-grade AI framework
Author: Akshansh Nandan
Author-email: Akshansh Nandan <microcodehack@gmail.com>
License: GNU General Public License
        ==========================
        
        _Version 3, 29 June 2007_  
        _Copyright © 2007 Free Software Foundation, Inc. &lt;<http://fsf.org/>&gt;_
        
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        ## Preamble
        
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        ## TERMS AND CONDITIONS
        
        ### 0. Definitions
        
        “This License” refers to version 3 of the GNU General Public License.
        
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        ### 1. Source Code
        
        The “source code” for a work means the preferred form of the work for
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        ### 3. Protecting Users' Legal Rights From Anti-Circumvention Law
        
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        ### 4. Conveying Verbatim Copies
        
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        ### 6. Conveying Non-Source Forms
        
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        ### 7. Additional Terms
        
        “Additional permissions” are terms that supplement the terms of this
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        When you convey a copy of a covered work, you may at your option remove any
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        ### 8. Termination
        
        You may not propagate or modify a covered work except as expressly provided under
        this License. Any attempt otherwise to propagate or modify it is void, and will
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        granted under the third paragraph of section 11).
        
        However, if you cease all violation of this License, then your license from a
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        prior to 60 days after the cessation.
        
        Moreover, your license from a particular copyright holder is reinstated permanently
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        your receipt of the notice.
        
        Termination of your rights under this section does not terminate the licenses of
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        ### 9. Acceptance Not Required for Having Copies
        
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        ### 10. Automatic Licensing of Downstream Recipients
        
        Each time you convey a covered work, the recipient automatically receives a license
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        ### 11. Patents
        
        A “contributor” is a copyright holder who authorizes use under this
        License of the Program or a work on which the Program is based. The work thus
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        A contributor's “essential patent claims” are all patent claims owned or
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        Source to be so available, or **(2)** arrange to deprive yourself of the benefit of the
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        the requirements of this License, to extend the patent license to downstream
        recipients. “Knowingly relying” means you have actual knowledge that, but
        for the patent license, your conveying the covered work in a country, or your
        recipient's use of the covered work in a country, would infringe one or more
        identifiable patents in that country that you have reason to believe are valid.
        
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        convey, or propagate by procuring conveyance of, a covered work, and grant a patent
        license to some of the parties receiving the covered work authorizing them to use,
        propagate, modify or convey a specific copy of the covered work, then the patent
        license you grant is automatically extended to all recipients of the covered work and
        works based on it.
        
        A patent license is “discriminatory” if it does not include within the
        scope of its coverage, prohibits the exercise of, or is conditioned on the
        non-exercise of one or more of the rights that are specifically granted under this
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        was granted, prior to 28 March 2007.
        
        Nothing in this License shall be construed as excluding or limiting any implied
        license or other defenses to infringement that may otherwise be available to you
        under applicable patent law.
        
        ### 12. No Surrender of Others' Freedom
        
        If conditions are imposed on you (whether by court order, agreement or otherwise)
        that contradict the conditions of this License, they do not excuse you from the
        conditions of this License. If you cannot convey a covered work so as to satisfy
        simultaneously your obligations under this License and any other pertinent
        obligations, then as a consequence you may not convey it at all. For example, if you
        agree to terms that obligate you to collect a royalty for further conveying from
        those to whom you convey the Program, the only way you could satisfy both those terms
        and this License would be to refrain entirely from conveying the Program.
        
        ### 13. Use with the GNU Affero General Public License
        
        Notwithstanding any other provision of this License, you have permission to link or
        combine any covered work with a work licensed under version 3 of the GNU Affero
        General Public License into a single combined work, and to convey the resulting work.
        The terms of this License will continue to apply to the part which is the covered
        work, but the special requirements of the GNU Affero General Public License, section
        13, concerning interaction through a network will apply to the combination as such.
        
        ### 14. Revised Versions of this License
        
        The Free Software Foundation may publish revised and/or new versions of the GNU
        General Public License from time to time. Such new versions will be similar in spirit
        to the present version, but may differ in detail to address new problems or concerns.
        
        Each version is given a distinguishing version number. If the Program specifies that
        a certain numbered version of the GNU General Public License “or any later
        version” applies to it, you have the option of following the terms and
        conditions either of that numbered version or of any later version published by the
        Free Software Foundation. If the Program does not specify a version number of the GNU
        General Public License, you may choose any version ever published by the Free
        Software Foundation.
        
        If the Program specifies that a proxy can decide which future versions of the GNU
        General Public License can be used, that proxy's public statement of acceptance of a
        version permanently authorizes you to choose that version for the Program.
        
        Later license versions may give you additional or different permissions. However, no
        additional obligations are imposed on any author or copyright holder as a result of
        your choosing to follow a later version.
        
        ### 15. Disclaimer of Warranty
        
        THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY APPLICABLE LAW.
        EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES
        PROVIDE THE PROGRAM “AS IS” WITHOUT WARRANTY OF ANY KIND, EITHER
        EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF
        MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE
        QUALITY AND PERFORMANCE OF THE PROGRAM IS WITH YOU. SHOULD THE PROGRAM PROVE
        DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
        
        ### 16. Limitation of Liability
        
        IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING WILL ANY
        COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS THE PROGRAM AS
        PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY GENERAL, SPECIAL,
        INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE USE OR INABILITY TO USE THE
        PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE
        OR LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE
        WITH ANY OTHER PROGRAMS), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE
        POSSIBILITY OF SUCH DAMAGES.
        
        ### 17. Interpretation of Sections 15 and 16
        
        If the disclaimer of warranty and limitation of liability provided above cannot be
        given local legal effect according to their terms, reviewing courts shall apply local
        law that most closely approximates an absolute waiver of all civil liability in
        connection with the Program, unless a warranty or assumption of liability accompanies
        a copy of the Program in return for a fee.
        
        _END OF TERMS AND CONDITIONS_
        
        ## How to Apply These Terms to Your New Programs
        
        If you develop a new program, and you want it to be of the greatest possible use to
        the public, the best way to achieve this is to make it free software which everyone
        can redistribute and change under these terms.
        
        To do so, attach the following notices to the program. It is safest to attach them
        to the start of each source file to most effectively state the exclusion of warranty;
        and each file should have at least the “copyright” line and a pointer to
        where the full notice is found.
        
            <one line to give the program's name and a brief idea of what it does.>
            Copyright (C) <year>  <name of author>
        
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Project-URL: Homepage, https://github.com/Akshansh-Nandan/Tech/tree/AI/AI_lib
Project-URL: Documentation, https://github.com/Akshansh-Nandan/Tech/tree/AI/AI_lib
Project-URL: Source, https://github.com/Akshansh-Nandan/Tech/tree/AI/AI_lib
Keywords: artificial-intelligence,machine-learning,deep-learning,neural-networks,transformers,meta-learning
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Developers
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.10
Classifier: Operating System :: POSIX :: Linux
Classifier: License :: Other/Proprietary License
Requires-Python: ==3.10.*
Description-Content-Type: text/markdown

# Artificial Intelligence Development Kit (AIDK)

**Version:** 1.0  
**Author:** Akshansh Nandan  
**License:** [AIDK Protected Commercial Source License](LICENSE.md)

---

## 1. Overview

The **Artificial Intelligence Development Kit (AIDK)** is a **comprehensive AI/ML development framework** designed to provide a unified interface for a wide spectrum of AI models, including but not limited to:

- Handcrafted Neural Networks (FCNN, CNN, RNN, ResFCN, DeepRNN)  
- Transformers with advanced meta-learning and pretraining capabilities  
- Predictive Models (Linear Regression, Decision Trees, Logistic Regression, Classifiers)  
- Neuromorphic Neural Networks for hardware-accurate inference  
- Generative Adversarial Networks (GANs) and other generative architectures  

AIDK allows rapid AI experimentation, training, fine-tuning, and deployment **under a single, production-ready interface**.

---

## 2. Key Features

- **Unified Interface:** Manage 23+ AI model types from one framework  
- **Minimal Code Required:** Models can be created, trained, and deployed in under 10 lines of code  
- **Advanced Training Capabilities:** Includes GPU/CPU acceleration, pretraining, fine-tuning, and custom loss functions  
- **Hardware-Accurate Neuromorphic Support:** Run simulations on Loihi or equivalent neuromorphic hardware  
- **Custom Prompting & Reasoning:** Built-in pipeline for stepwise reasoning, summarization, and multi-output workflows  
- **High Generalization Rates:** Optimized for small and medium-sized datasets  
- **Production-Ready Output:** Supports model saving, loading, and deployment seamlessly  
- **Secure & Monitored Usage:** Designed for enterprise-grade license enforcement  

---

## 3. Installation

AIDK requires **Python 3.10+** and standard AI/ML dependencies. Example:

```bash
git clone --filter=blob:none --sparse https://github.com/Akshansh-Nandan/Tech.git
cd Tech
git checkout AI
git sparse-checkout set AI/AI_lib

cd AI/AI_lib/aidk
pip install -r requirements.txt
````

> **Note:** Do **not** use AIDK without proper licensing. See LICENSE.md.

---

## 4. Usage & Examples

AIDK provides a unified API for creating, training, fine-tuning, and running inference across multiple AI model types.

All usage examples, workflows, and demonstrations are provided in the **`demo.py`** file, including:

* Model initialization and configuration
* Training and fine-tuning pipelines
* Saving and loading trained models
* Inference and prompting workflows
* Advanced and experimental use cases

To get started, run:

```bash
python demo.py
```

The `demo.py` file serves as the **primary reference implementation** for understanding AIDK’s design and usage patterns.

---

## 5. Documentation

For full usage, model types, APIs, and examples, see the `demo.py` file.

---

## 6. Licensing

AIDK is **free and open-source software** licensed under the **GNU General Public License v3.0 (GPLv3)**.
See `LICENSE.md` for the full license text.

Key points:

* You are free to **use, study, modify, and redistribute** AIDK.
* **Source code must remain open** for any redistributed or modified versions.
* Any derivative work **must also be licensed under GPLv3**.
* There is **no warranty** for the software, to the extent permitted by law.
* Commercial use is **allowed**, provided GPLv3 terms are fully respected.

AIDK is distributed to promote **software freedom**, transparency, and collaborative development.

---

## 7. Contact & Support

For licensing, corporate inquiries, or support:

* **Author:** Akshansh Nandan
* **Email:** [[microcodehack@gmail.com](mailto:microcodehack@gmail.com)]
* **Website / Portfolio:** [[https://www.linkedin.com/in/akshansh-nandan-11403b289](https://www.linkedin.com/in/akshansh-nandan-11403b289/)]

---

## 8. Contribution

AIDK is **open source under the GPLv3 license**. Contributions are **welcome from the community**.

* All contributions should follow the [contribution guidelines](CONTRIBUTING.md).
* By contributing, you agree to license your changes under **GPLv3**, ensuring AIDK remains free and open-source.
* Community contributions may be merged, improved, or redistributed under the same license.

---

## 9. Disclaimer

AIDK is provided **“AS IS”**, without any express or implied warranties.
Use at your own risk. The authors **do not guarantee results** or suitability for any specific purpose.

---

## 10. Credits and Acknowledgements

The development of **AIDK (Artificial Intelligence Development Kit)** acknowledges the use of concepts, APIs, tooling, and reference implementations from the following third-party technologies and ecosystems:

- **PyTorch**  
- **TensorFlow**  
- **Scikit-learn**  
- **NumPy**  
- **Lava (Neuromorphic Computing Framework)**  
- **SLAYER (Spiking Neural Network Framework)**  
- **Larn2Learn**

These tools and frameworks are **independently developed and maintained** by their respective authors and communities.

AIDK is **not affiliated with, endorsed by, or sponsored by** any of the above projects.  
All trademarks, service marks, and names remain the property of their respective owners.

The inclusion of this acknowledgement **does not imply redistribution, relicensing, or incorporation of third-party source code**, except where explicitly required by their respective licenses.

All original code, architecture, abstractions, interfaces, and derivative works within AIDK remain the **exclusive intellectual property of the Author**, and are governed solely by the terms of the **AIDK Protected Commercial Source License**.

---

## NOTE

AIDK is **not intended to replace core libraries** like PyTorch or TensorFlow—it is built **on top of them**. For optimal workflow:

1. Use **core libraries** for experimentation, research, and testing new ideas.
2. Use **AIDK** for production-ready models, rapid development, and deployment.
3. If a new architecture proves robust and production-grade, AIDK may integrate it—**only if permitted**.

This ensures you get the best of both worlds: flexibility during experimentation and reliability in production.





