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| <span><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" focusable="false" x="0px" y="0px" viewBox="0 0 100 100" width="15" height="15" class="icon outbound"><path fill="currentColor" d="M18.8,85.1h56l0,0c2.2,0,4-1.8,4-4v-32h-8v28h-48v-48h28v-8h-32l0,0c-2.2,0-4,1.8-4,4v56C14.8,83.3,16.6,85.1,18.8,85.1z"></path> <polygon fill="currentColor" points="45.7,48.7 51.3,54.3 77.2,28.5 77.2,37.2 85.2,37.2 85.2,14.9 62.8,14.9 62.8,22.9 71.5,22.9"></polygon></svg> <span class="sr-only">(opens new window)</span></span></a></li></ul></div></div> <!----></nav> <!----> </aside> <main class="page"> <div id="base-list-layout" class="theme-default-content"><article itemscope="itemscope" itemtype="https://schema.org/BlogPosting" class="vuepress-blog-theme-content"><header><h1 itemprop="name headline" class="post-title"> |
| Announcing Apache Teaclave (incubating) 0.1.0 |
| </h1> <div class="publish-date-author">October 22, 2020 · Mingshen Sun</div></header> <div itemprop="articleBody" class="content__default"><p><a href="/blog/2020-10-21-announcing-teaclave-0-1-0/">English</a> | <a href="/blog/2020-10-28-announcing-teaclave-0-1-0-cn/">中文</a></p> <p>On behalf of the Teaclave community, I am happy to announce the <em>first</em> Apache |
| Incubator release of Teaclave, 0.1.0. Teaclave is a universal secure computing |
| platform, making computation on privacy-sensitive data safe and simple.</p> <p>The 0.1.0 release marks an important milestone for the Teaclave community. This |
| is the first public release of the Teaclave platform. Moreover, this is the |
| first official release since we entered Apache Incubator on August 19, 2019.</p> <h2 id="project-highlights"><a href="#project-highlights" class="header-anchor">#</a> Project highlights</h2> <p>Since this is our first public release, I still want to emphasize the highlights |
| of the Teaclave project.</p> <p>Apache Teaclave (incubating) has following highlights:</p> <ul><li><strong>Security</strong>: Teaclave adopts multiple security technologies to enable secure |
| computing. In particular, Teaclave uses Intel SGX to serve the most |
| security-sensitive tasks with <em>hardware-based isolation</em>, <em>memory encryption</em>, |
| and <em>attestation</em>. Also, Teaclave is written in Rust to prevent |
| <em>memory-safety</em> issues.</li> <li><strong>Functionality</strong>: Teaclave is provided as a <em>function-as-a-service platform</em>. |
| With many built-in functions, it supports tasks like machine learning, private |
| set intersection, crypto computation, etc. In addition, developers can also |
| deploy and execute Python scripts in Teaclave. More importantly, unlike |
| traditional FaaS, Teaclave supports both general secure computing tasks and |
| <em>flexible single- and multi-party computation</em>.</li> <li><strong>Usability</strong>: Teaclave builds its components in containers, therefore, it |
| supports deployment both locally and within cloud infrastructures. Teaclave |
| also provides convenient endpoint APIs, client SDKs, and command-line tools.</li> <li><strong>Modularity</strong>: Components in Teaclave are designed in modular, and some components |
| like remote attestation can be easily embedded in other projects. In addition, |
| Teaclave SGX SDK can also be used separately to write standalone SGX enclaves |
| for other purposes.</li></ul> <p><img src="/assets/img/teaclave-architecture.999fd110.png" alt="Teaclave Architecture"></p> <h2 id="changes-since-entering-apache-incubator"><a href="#changes-since-entering-apache-incubator" class="header-anchor">#</a> Changes since entering Apache Incubator</h2> <p>Since we entered Apache Incubator, we started an ambitious task of refactoring |
| and improving the project in many perspectives. These include:</p> <ul><li>Supporting function and data registration. |
| <ul><li>input data of a function can be fetched from external storage</li> <li>reuse registered function in new tasks</li></ul></li> <li>Redesigning function development workflow. |
| <ul><li>developers only need to write python script with native libraries written in Rust</li></ul></li> <li>Providing persistent database implementation. |
| <ul><li>port rusty-leveldb to SGX enclave using protected FS to secure file I/O</li> <li>add dedicated database service called "storage service" for data persistency</li></ul></li> <li>Supporting protobuf compatible RPC protocol. |
| <ul><li>refactor existing service protocol with <code>.proto</code> files</li> <li>redesign PRC protocol with remote attestation</li></ul></li> <li>Supporting distributed workers. |
| <ul><li>support docker deployment</li> <li>decouple services into different containers</li></ul></li> <li>Supporting customized workers. |
| <ul><li>service provider can deploy with other kinds of customized workers besides builtin worker</li></ul></li> <li>Providing better documentation.</li> <li>Providing better error handling. |
| <ul><li>errors can be propagated through RPC</li> <li>better error triage</li></ul></li> <li>Testsuite cleanup/refactoring.</li> <li>Implementing more built-in functions: we have nine built-in functions, including |
| echo, face detection, gbdt predict/train, logistic regression predict/train, |
| online decrypt, ordered set intersect, private join and compute, and RSA sign.</li> <li>Supporting more flexible attestation mechanisms (DCAP): providing a reference |
| implementation of DCAP attestation service and supporting DCAP in our |
| attestation library and build system as well.</li> <li>RPC enhancement. |
| <ul><li>multi-language client</li></ul></li> <li>Many other changes.</li></ul> <p>These changes include 876 files changed, 78,237 insertions, and 54,846 deletions. |
| We have also closed 102 issues on GitHub to answer questions from the community |
| and implementing feature requests.</p> <h2 id="download"><a href="#download" class="header-anchor">#</a> Download</h2> <p>Teaclave 0.1.0 can be downloaded at <a href="/download/">the download page</a>. Note that |
| it is essential to verify the integrity of the downloaded file using the |
| PGP signature (.asc file) or a hash (.md5 or .sha* file).</p> <h2 id="documentation"><a href="#documentation" class="header-anchor">#</a> Documentation</h2> <p>If it is the first time to try Teaclave, we provide a simple but clear tutorial |
| to guide you getting stated with Teaclave by invoking |
| <a href="/docs/my-first-function/">your first function</a> in Teaclave.</p> <p>Basically, you can build the Teaclave platform using docker with these commands:</p> <div class="language-sh extra-class"><pre class="language-text"><code>$ cd incubator-teaclave |
| $ docker run --rm -v $(pwd):/teaclave -w /teaclave \ |
| -it teaclave/teaclave-build-ubuntu-1804-sgx-2.9.1:latest \ |
| bash -c ". /root/.cargo/env && \ |
| . /opt/sgxsdk/environment && \ |
| mkdir -p build && cd build && \ |
| cmake -DTEST_MODE=ON .. && \ |
| make" |
| </code></pre></div><p>Launch all services with <code>docker-compose</code>:</p> <div class="language-sh extra-class"><pre class="language-text"><code>$ (cd docker && docker-compose -f docker-compose-ubuntu-1804.yml up --build) |
| </code></pre></div><p>And invoke function with a Python client:</p> <div class="language-sh extra-class"><pre class="language-text"><code>$ cd examples/python |
| $ PYTHONPATH=../../sdk/python python3 builtin_echo.py 'Hello, Teaclave!' |
| [+] registering user |
| [+] login |
| [+] registering function |
| [+] creating task |
| [+] approving task |
| [+] invoking task |
| [+] getting result |
| [+] done |
| [+] function return: b'Hello, Teaclave!' |
| </code></pre></div><p>If you want to understand the internals of Teaclave, we provide several |
| documents about the <a href="/docs/#design">design</a> of Teaclave. Also, we extensively |
| document our <a href="/blog/docs/#codebase">codebase</a> in each sub directories. At last, <a href="/blog/docs/#api-references">API references</a> |
| are automatically generated and uploaded to our homepage.</p> <h2 id="community"><a href="#community" class="header-anchor">#</a> Community</h2> <p>Along our road to the first public release, we also see the growth of the |
| community who started to follow the project and using in their products. We have |
| seen at least four <a href="/blog/community/#organizations">organizations</a> using Teaclave in |
| their products, and more than nine open source <a href="/blog/community/#projects">projects</a> |
| building on top of Teaclave platform or Teaclave SGX SDK.</p> <p>We build several channels to communicate with the community including GitHub issues, |
| <a href="https://lists.apache.org/list.html?dev@teaclave.apache.org" rel="noopener noreferrer">mailing lists</a>, and |
| Twitter account (<a href="https://twitter.com/ApacheTeaclave" rel="noopener noreferrer">@ApacheTeaclave</a>).</p> <p>We also attended ApacheCon this year to introduce Teaclave to the Apache community. |
| If you missed the talk, please find the slides and other materials of talks, |
| papers, and related articles at <a href="/docs/papers-talks/">this page</a>.</p> <h2 id="thanks"><a href="#thanks" class="header-anchor">#</a> Thanks</h2> <p>I'd like to thank all <a href="/contributors/">contributors</a> to build this community. |
| Thanks to our project <a href="/contributors/#mentors">mentors</a>, who help us to |
| understand the Apache way of open source. Furthermore, |
| thanks to all <a href="/contributors/#committers">PPMC members and committers</a> |
| for governing and expanding the community, organizing meetups, discussing |
| roadmap, designing components, writing documents, contributing code, and |
| advertising the project. Moreover, thanks to all <a href="/contributors/#contributors-2">external contributors</a> |
| who send pull requests to fix bugs |
| and implementing features. In addition, I'd like to thank people who tries |
| Teaclave themselves, files bugs or feature requests. This also helps us to |
| understand the project and figure out where we can improve. |
| Finally, I'd like to thank companies who use Teaclave and contribute back to |
| the community.</p> <p>At last, 0.1.0 is just the start of Teaclave. We will continue working hard with |
| the community implementing new features, writing documents, and expanding the |
| community.</p> <p>Happy Teaclaving. Cheers!</p></div></article></div> <div class="footer"> |
| Apache Teaclave (incubating) is an effort undergoing incubation at The Apache |
| Software Foundation (ASF), sponsored by the Apache Incubator. |
| Incubation is required of all newly accepted projects until a further review |
| indicates that the infrastructure, communications, and decision making process |
| have stabilized in a manner consistent with other successful ASF projects. While |
| incubation status is not necessarily a reflection of the completeness or |
| stability of the code, it does indicate that the project has yet to be fully |
| endorsed by the ASF. |
| Copyright © 2020 The Apache Software Foundation. |
| Licensed under the Apache License, Version 2.0. |
| Apache Teaclave, Apache, the Apache feather, and the Apache Teaclave project logo are either |
| trademarks or registered trademarks of the Apache Software Foundation. |
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