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| <li class="toctree-l1"><a class="reference internal" href="overview-marvin.html">Overview</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="main-components.html">Main Components</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="install-marvin.html">Install Apache Marvin-AI</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="create-engine.html">Creating a New Engine</a></li> |
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| <li class="toctree-l1"><a class="reference internal" href="features.html">Features</a></li> |
| <li class="toctree-l1 current"><a class="current reference internal" href="#">Architecture</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="#platform-concept-map-high-level-integration">Platform Concept Map (High Level Integration)</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="#quality-attributes">Quality Attributes</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="#for-data-scientists">For Data Scientists:</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="#for-administrators">For Administrators:</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="#for-marvin-developers">For Marvin Developers:</a></li> |
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| <li class="toctree-l2"><a class="reference internal" href="#dasfe">DASFE</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="#context-diagram">Context Diagram</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="#execution-flow">Execution Flow</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="#executor-and-engine">Executor and Engine</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="#cluster-admin">Cluster Admin</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="#deployment-diagram">Deployment Diagram</a></li> |
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| <div class="section" id="architecture"> |
| <h1>Architecture<a class="headerlink" href="#architecture" title="Permalink to this headline">¶</a></h1> |
| <p>In this section, we explain the architecture of Apache Marvin-AI. The platform has some specific features, such as:</p> |
| <ol class="arabic simple"> |
| <li>Language Agnostic capabilities: The platform must be able to support R, Python and Scala algorithms</li> |
| <li>Parallelism capacities in many different levels (Eg. GPU, Multi-core and Multi-node)</li> |
| <li>Deploy distributed machine learning models that are able to receive high concurrent traffic and provide response in near real-time</li> |
| </ol> |
| <div class="section" id="platform-concept-map-high-level-integration"> |
| <h2>Platform Concept Map (High Level Integration)<a class="headerlink" href="#platform-concept-map-high-level-integration" title="Permalink to this headline">¶</a></h2> |
| <img alt="../_images/concept-map.png" src="../_images/concept-map.png" /> |
| </div> |
| <div class="section" id="quality-attributes"> |
| <h2>Quality Attributes<a class="headerlink" href="#quality-attributes" title="Permalink to this headline">¶</a></h2> |
| <div class="section" id="for-data-scientists"> |
| <h3>For Data Scientists:<a class="headerlink" href="#for-data-scientists" title="Permalink to this headline">¶</a></h3> |
| <blockquote> |
| <div><ul class="simple"> |
| <li><strong>Interoperability:</strong> To support different programmer languages</li> |
| <li><strong>Usability:</strong> To accelerate and simplify the model creation process</li> |
| </ul> |
| </div></blockquote> |
| </div> |
| <div class="section" id="for-administrators"> |
| <h3>For Administrators:<a class="headerlink" href="#for-administrators" title="Permalink to this headline">¶</a></h3> |
| <blockquote> |
| <div><ul class="simple"> |
| <li><strong>Manageability:</strong> To simplify the distributed deploy/management process</li> |
| <li><strong>Usability:</strong> To support from tiny to intensive loads</li> |
| </ul> |
| </div></blockquote> |
| </div> |
| <div class="section" id="for-marvin-developers"> |
| <h3>For Marvin Developers:<a class="headerlink" href="#for-marvin-developers" title="Permalink to this headline">¶</a></h3> |
| <blockquote> |
| <div><ul class="simple"> |
| <li><strong>Modifiability:</strong> To improve and release new versions constantly</li> |
| <li><strong>Maintainability:</strong> To allow all type of programmers (from beginners to experts) to contribute</li> |
| </ul> |
| </div></blockquote> |
| </div> |
| </div> |
| <div class="section" id="architectural-tactics"> |
| <h2>Architectural Tactics<a class="headerlink" href="#architectural-tactics" title="Permalink to this headline">¶</a></h2> |
| <img alt="../_images/architectural-tactics.png" src="../_images/architectural-tactics.png" /> |
| </div> |
| <div class="section" id="dasfe"> |
| <h2>DASFE<a class="headerlink" href="#dasfe" title="Permalink to this headline">¶</a></h2> |
| <img alt="../_images/dasfe.png" src="../_images/dasfe.png" /> |
| <p>More details in <a class="reference internal" href="main-components.html#dasfe"><span class="std std-ref">DASFE</span></a>.</p> |
| </div> |
| <div class="section" id="context-diagram"> |
| <h2>Context Diagram<a class="headerlink" href="#context-diagram" title="Permalink to this headline">¶</a></h2> |
| <img alt="../_images/context-diagram.png" src="../_images/context-diagram.png" /> |
| </div> |
| <div class="section" id="execution-flow"> |
| <h2>Execution Flow<a class="headerlink" href="#execution-flow" title="Permalink to this headline">¶</a></h2> |
| <img alt="../_images/execution-flow.png" src="../_images/execution-flow.png" /> |
| </div> |
| <div class="section" id="executor-and-engine"> |
| <h2>Executor and Engine<a class="headerlink" href="#executor-and-engine" title="Permalink to this headline">¶</a></h2> |
| <img alt="../_images/executor-engine.png" src="../_images/executor-engine.png" /> |
| </div> |
| <div class="section" id="cluster-admin"> |
| <h2>Cluster Admin<a class="headerlink" href="#cluster-admin" title="Permalink to this headline">¶</a></h2> |
| <img alt="../_images/cluster-admin.png" src="../_images/cluster-admin.png" /> |
| </div> |
| <div class="section" id="deployment-diagram"> |
| <h2>Deployment Diagram<a class="headerlink" href="#deployment-diagram" title="Permalink to this headline">¶</a></h2> |
| <img alt="../_images/deployment-diagram.png" src="../_images/deployment-diagram.png" /> |
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