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https://github.com/mithril-security/blindai-preview
Blindai Preview (no longer used, merged with the main repo blindai)
https://github.com/mithril-security/blindai-preview
Last synced: about 2 months ago
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Blindai Preview (no longer used, merged with the main repo blindai)
- Host: GitHub
- URL: https://github.com/mithril-security/blindai-preview
- Owner: mithril-security
- License: apache-2.0
- Archived: true
- Created: 2023-01-16T15:41:47.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2023-03-26T18:15:34.000Z (over 1 year ago)
- Last Synced: 2024-07-28T17:39:17.402Z (about 2 months ago)
- Language: Rust
- Homepage:
- Size: 5.43 MB
- Stars: 24
- Watchers: 2
- Forks: 0
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- License: LICENSE.md
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README
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BlindAI
[![Website][website-shield]][website-url]
[![Blog][blog-shield]][blog-url]
[![LinkedIn][linkedin-shield]][linkedin-url]
BlindAI is an AI inference server with an added privacy layer, protecting the data sent to models.
Explore the docs »
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Table of Contents
## 🔒 About The Project
BlindAI facilitates **privacy-friendly AI model deployment** by letting AI engineers upload and delete models to their secure server instance using our **Python API**. Clients can then connect to the server, upload their data and run models on it without compromising on privacy.
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](./docs/docs/concepts/privacy.md).
### Built With
[![Rust][Rust]][Rust-url] [![Python][Python]][Python-url] [![Intel-SGX][Intel-SGX]][Intel-sgx-url] [![Tract][Tract]][tract-url]
## 🚀 Getting Started
We strongly recommend for you to get started with our [Quick tour](./docs/docs/getting-started/quick-tour.ipynb) 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 🍒
### 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/)_
### 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-preview-server:latest /root/start.sh
```
For alternative deployment methods (*on-premise, testing only...*) or more information, visit [our installation guide](https://github.com/mithril-security/blindai-preview/blob/main/docs/docs/getting-started/installation.md).
## 🙋 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
Distributed under the Apache License, version 2.0. See [`LICENSE.md`](https://www.apache.org/licenses/LICENSE-2.0) for more information.
## 📇 Contact
Mithril Security - [@MithrilSecurity](https://twitter.com/MithrilSecurity) - [email protected]
Project Link: [https://github.com/mithril-security/blindai-preview](https://github.com/mithril-security/blindai-preview)
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