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blindai-0.6.1.post2
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مشاهده بیشترتوضیحات
BlindAI Core / API is an open-source and easy-to-use Python library allowing you to query AI models with assurances that your private data will remain private
| ویژگی | مقدار |
|---|---|
| سیستم عامل | - |
| نام فایل | blindai-0.6.1.post2 |
| نام | blindai |
| نسخه کتابخانه | 0.6.1.post2 |
| نگهدارنده | [] |
| ایمیل نگهدارنده | [] |
| نویسنده | Mithril Security |
| ایمیل نویسنده | contact@mithrilsecurity.io |
| آدرس صفحه اصلی | https://github.com/mithril-security/blindai |
| آدرس اینترنتی | https://pypi.org/project/blindai/ |
| مجوز | - |
<a name="readme-top"></a>
[![Contributors][contributors-shield]][contributors-url]
[![Forks][forks-shield]][forks-url]
[![Stargazers][stars-shield]][stars-url]
[![Issues][issues-shield]][issues-url]
[![Apache License][license-shield]][license-url]
<!-- PROJECT LOGO -->
<br />
<div align="center">
<a href="https://github.com/mithril-security/blindai">
<img src="https://github.com/mithril-security/blindai/raw/main/docs/assets/logo.png" alt="Logo" width="80" height="80">
</a>
<h1 align="center">BlindAI</h1>
[![Website][website-shield]][website-url]
[![Blog][blog-shield]][blog-url]
[![LinkedIn][linkedin-shield]][linkedin-url]
<p align="center">
<b>BlindAI</b> is an <b>AI privacy solution</b>, allowing users to query popular AI models or serve their own models whilst ensuring that users' data remains private every step of the way.
<br /><br />
<a href="https://blindai.mithrilsecurity.io/en/latest"><strong>Explore the docs »</strong></a>
<br />
<br />
<a href="https://blindai.mithrilsecurity.io/en/latest/docs/getting-started/quick-tour/">Try Demo</a>
·
<a href="https://github.com/mithril-security/blindai/issues">Report Bug</a>
·
<a href="https://github.com/mithril-security/blindai/issues">Request Feature</a>
</p>
</div>
<!-- TABLE OF CONTENTS -->
<details>
<summary>Table of Contents</summary>
<ol>
<li>
<a href="#-about-the-project">About The Project</a>
<ul>
<li><a href="#built-with">Built With</a></li>
</ul>
</li>
<li>
<a href="#-getting-started">Getting Started</a>
<ul>
<li><a href="#prerequisites">Prerequisites</a></li>
<li><a href="#installation">Installation</a></li>
</ul>
</li>
<li><a href="#-usage">Usage</a></li>
<li><a href="#-getting-help">Getting Help</a></li>
<li><a href="#-license">License</a></li>
<li><a href="#-contact">Contact</a></li>
</ol>
</details>
<!-- ABOUT THE PROJECT -->
## 🔒 About The Project
BlindAI is an **open-source solution** allowing users to query popular AI models or serve their own models with **assurances that users' private data will remain private**. The querying of models is done via our **easy-to-use BlindAI Python library**.
Data sent by users to the AI model is kept **confidential at all times**. Neither the AI service provider nor the Cloud provider (if applicable), can see the data.
Confidentiality is assured by hardware-enforced **Trusted Execution Environments**. We explain how they keep data and models safe in detail [here](https://blindai.mithrilsecurity.io/en/latest/docs/getting-started/confidential_computing/).
There are two main scenarios for BlindAI:
- **BlindAI**: Using BlindAI to query popular AI models hosted by Mithril Security.
- **BlindAI.Core**: Using BlindAI's underlying technology to host your own BlindAI server instance to securely deploy your own models.
You can find our more about BlindAI and BlindAI.Core [here](https://blindai.mithrilsecurity.io/en/latest/docs/getting-started/blindai_structure/).
### Built With
[![Rust][Rust]][Rust-url] [![Python][Python]][Python-url] [![Intel-SGX][Intel-SGX]][Intel-sgx-url] [![Tract][Tract]][tract-url]
<p align="right">(<a href="#readme-top">back to top</a>)</p>
<!-- GETTING STARTED -->
## 🚀 Getting Started
We strongly recommend for you to get started with our [Quick tour](https://blindai.mithrilsecurity.io/en/latest/docs/getting-started/quick-tour/) to discover BlindAI with a hands-on example using [COVID-Net](https://github.com/lindawangg/COVID-Net).
But here’s a taste of what using BlindAI could look like 🍒
### BlindAI
```py
transcript = blindai_preview.api.Audio.transcribe(
file="patient_104678.wav"
)
print(transcript)
The patient is a 55-year old male with known coronary artery disease.
```
### BlindAI.Core
### AI company's side
#### Uploading and deleting models
An AI company AI company want to provide their model as an an easy-to-use service. They upload it to the server, which is assigned a model ID.
```py
response = client_1.upload_model(model="./COVID-Net-CXR-2.onnx")
MODEL_ID = response.model_id
print(MODEL_ID)
8afcdab8-209e-4b93-9403-f3ea2dc0c3ae
```
When collaborating with clients is done, the AI company can delete their model from the server.
```py
# AI company deletes model after use
client_1.delete_model(MODEL_ID)
```
### Client's side
#### Running a model on confidential data
The client wants to feed their confidential data to the model while protecting it from third-party access. They connect and run the model on the following confidential image.
```py
pos_ret = client_2.run_model(MODEL_ID, positive)
print("Probability of Covid for positive image is", pos_ret.output[0].as_flat()[0][1])
Probability of Covid for positive image is 0.890598714351654
```
_For more examples, please refer to the [Documentation](https://blindai.mithrilsecurity.io/en/latest/)_
### BlindAI.Core Installation
**🥇 Recommended 🥇**
#### Deploying BlindAI on Azure DCsv3 VM
+ ✅ No requirement to have your own Intel SGX-ready device or a particular distribution.
+ ✅ Secure. Hardware security guarantees protect your data and model from any third-party access.
+ ❌ Can be more expensive than local deployment.
You can deploy the server in your Azure DCsv3 VM using our docker image with the following command:
```bash
docker run -it -e BLINDAI_AZURE_DCS3_PATCH=1 -p 9923:9923 -p 9924:9924 \
--device /dev/sgx/enclave --device /dev/sgx/provision \
-v /var/run/aesmd/aesm.socket:/var/run/aesmd/aesm.socket \
mithrilsecuritysas/blindai-server:latest /root/start.sh
```
For alternative deployment methods (*on-premise, testing only...*) or more information, visit [our installation guide](https://blindai.mithrilsecurity.io/en/latest/docs/tutorials/core/installation/).
<p align="right">(<a href="#readme-top">back to top</a>)</p>
<!-- ROADMAP -->
<!--
## 🎯 Roadmap
WRITE DOWN THE FEATURES WE **ALREADY** IMPLEMENTED. NOTHING SATISFYING LIKE A LIST WITH CHECKED BOXES.
WE CAN ALSO RENAME THAT PART **KEY FEATURES**
- [ ] Feature 1
- [ ] Feature 2
- [ ] Feature 3
- [ ] Nested Feature
<p align="right">(<a href="#readme-top">back to top</a>)</p>-->
<!-- GETTING HELP -->
## 🙋 Getting help
* Go to our [Discord](https://discord.com/invite/TxEHagpWd4) #support channel
* Report bugs by [opening an issue on our BlindAI GitHub](https://github.com/mithril-security/blindai/issues)
* [Book a meeting](https://calendly.com/contact-mithril-security/15mins?month=2023-03) with us
<!-- LICENSE -->
## 📜 License
Distributed under the Apache License, version 2.0. See [`LICENSE.md`](https://www.apache.org/licenses/LICENSE-2.0) for more information.
<!-- CONTACT -->
## 📇 Contact
Mithril Security - [@MithrilSecurity](https://twitter.com/MithrilSecurity) - contact@mithrilsecurity.io
Project Link: [https://github.com/mithril-security/blindai](https://github.com/mithril-security/blindai)
<p align="right">(<a href="#readme-top">back to top</a>)</p>
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نیازمندی
| مقدار | نام |
|---|---|
| >=5.4.3,<6.0.0 | cbor2 |
| >=39.0.1,<40.0.0 | cryptography |
| >=0.2.0,<0.3.0 | ffmpeg-python |
| >=6.0.0,<7.0.0 | importlib-metadata |
| >=1.23.5,<1.24 | numpy |
| >=20230308,<20230309 | openai-whisper |
| >=2.28.2,<3.0.0 | requests |
| >=0.0.3,<0.0.4 | sgx-dcap-quote-verify-python |
| >=0.10.2,<0.11.0 | toml |
| >=1.13.1,<2.0.0 | torch |
| ==0.13.1 | torchaudio |
| ==4.26.1 | transformers |
| >=4.5.0,<5.0.0 | typing-extensions |
زبان مورد نیاز
| مقدار | نام |
|---|---|
| >=3.8,<4.0 | Python |
نحوه نصب
نصب پکیج whl blindai-0.6.1.post2:
pip install blindai-0.6.1.post2.whl
نصب پکیج tar.gz blindai-0.6.1.post2:
pip install blindai-0.6.1.post2.tar.gz