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@ -916,12 +916,13 @@
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<h1 id="additional-files-in-the-repository">Additional files in the repository<a class="headerlink" href="#additional-files-in-the-repository" title="Permanent link">#</a></h1> <h1 id="additional-files-in-the-repository">Additional files in the repository<a class="headerlink" href="#additional-files-in-the-repository" title="Permanent link">#</a></h1>
<p>In order to give you a smooth experience while comprehending this example, all non-notebook files are presented on this page in one place. In reality, these files should be in your project's top-level directory.</p> <p>In order to give you a smooth experience while comprehending this example, all non-notebook files are presented on this page in one place. In reality, these files should be in your project's top-level directory.</p>
<h2 id="configini">config.ini<a class="headerlink" href="#configini" title="Permanent link">#</a></h2> <h2 id="configini">config.ini<a class="headerlink" href="#configini" title="Permanent link">#</a></h2>
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@ -2619,7 +2620,7 @@ jp-needs-light-background
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@ -13,7 +13,7 @@
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@ -2551,25 +2552,25 @@ To check out the Dockerimage, go to <a href="/examples/scibert/additional-files"
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@ -2586,7 +2587,7 @@ To check out the Dockerimage, go to <a href="/examples/scibert/additional-files"
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<h1 id="summarising-scientific-publications-from-a-tech-transfer-perspective">Summarising scientific publications from a tech-transfer perspective<a class="headerlink" href="#summarising-scientific-publications-from-a-tech-transfer-perspective" title="Permanent link">#</a></h1> <h1 id="summarising-scientific-publications-from-a-tech-transfer-perspective">Summarising scientific publications from a tech-transfer perspective<a class="headerlink" href="#summarising-scientific-publications-from-a-tech-transfer-perspective" title="Permanent link">#</a></h1>
<p>This is a simplified example illustrating how <code>great-ai</code> is used in practice at <a href="https://www.scoutinscience.com/" target="_blank">ScoutinScience</a>. The subpages show <code>great-ai</code> in action by going over the lifecycle of fine-tuning and deploying a BERT-based software service.</p> <p>This is a simplified example illustrating how <code>great-ai</code> is used in practice at <a href="https://www.scoutinscience.com/" target="_blank">ScoutinScience</a>. The subpages show <code>great-ai</code> in action by going over the lifecycle of fine-tuning and deploying a BERT-based software service.</p>
<details class="note"> <details class="note">
@ -1009,7 +1010,7 @@
</div> </div>
<div style="display: flex; justify-content: space-evenly;"> <div style="display: flex; justify-content: space-evenly;">
<p><a class="md-button md-button--primary" href="data/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 3C7.58 3 4 4.79 4 7s3.58 4 8 4 8-1.79 8-4-3.58-4-8-4M4 9v3c0 2.21 3.58 4 8 4s8-1.79 8-4V9c0 2.21-3.58 4-8 4s-8-1.79-8-4m0 5v3c0 2.21 3.58 4 8 4s8-1.79 8-4v-3c0 2.21-3.58 4-8 4s-8-1.79-8-4Z"/></svg></span> Examine data</a></p> <p><a class="md-button md-button--primary" href="data/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 3C7.58 3 4 4.79 4 7s3.58 4 8 4 8-1.79 8-4-3.58-4-8-4M4 9v3c0 2.21 3.58 4 8 4s8-1.79 8-4V9c0 2.21-3.58 4-8 4s-8-1.79-8-4m0 5v3c0 2.21 3.58 4 8 4s8-1.79 8-4v-3c0 2.21-3.58 4-8 4s-8-1.79-8-4Z"/></svg></span> Examine data</a></p>
<p><a class="md-button md-button--primary" href="train/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.1.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2022 Fonticons, Inc.--><path d="M160 80c0-26.51 21.5-48 48-48h32c26.5 0 48 21.49 48 48v352c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V80zM0 272c0-26.5 21.49-48 48-48h32c26.5 0 48 21.5 48 48v160c0 26.5-21.5 48-48 48H48c-26.51 0-48-21.5-48-48V272zM400 96c26.5 0 48 21.5 48 48v288c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V144c0-26.5 21.5-48 48-48h32z"/></svg></span> Train model</a></p> <p><a class="md-button md-button--primary" href="train/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.2.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2022 Fonticons, Inc.--><path d="M160 80c0-26.5 21.5-48 48-48h32c26.5 0 48 21.5 48 48v352c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V80zM0 272c0-26.5 21.5-48 48-48h32c26.5 0 48 21.5 48 48v160c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V272zM368 96h32c26.5 0 48 21.5 48 48v288c0 26.5-21.5 48-48 48h-32c-26.5 0-48-21.5-48-48V144c0-26.5 21.5-48 48-48z"/></svg></span> Train model</a></p>
<p><a class="md-button md-button--primary" href="deploy/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M6 20a6 6 0 0 1-6-6c0-3.09 2.34-5.64 5.35-5.96A7.496 7.496 0 0 1 12 4a7.5 7.5 0 0 1 7.35 6A5.02 5.02 0 0 1 24 15a5 5 0 0 1-5 5H6M9.09 8.4 4.5 13l4.59 4.6 1.41-1.42L7.32 13l3.18-3.18L9.09 8.4m5.82 0L13.5 9.82 16.68 13l-3.18 3.18 1.41 1.42L19.5 13l-4.59-4.6Z"/></svg></span> Deploy service</a></p> <p><a class="md-button md-button--primary" href="deploy/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M6 20a6 6 0 0 1-6-6c0-3.09 2.34-5.64 5.35-5.96A7.496 7.496 0 0 1 12 4a7.5 7.5 0 0 1 7.35 6A5.02 5.02 0 0 1 24 15a5 5 0 0 1-5 5H6M9.09 8.4 4.5 13l4.59 4.6 1.41-1.42L7.32 13l3.18-3.18L9.09 8.4m5.82 0L13.5 9.82 16.68 13l-3.18 3.18 1.41 1.42L19.5 13l-4.59-4.6Z"/></svg></span> Deploy service</a></p>
</div> </div>
<h2 id="summary">Summary<a class="headerlink" href="#summary" title="Permanent link">#</a></h2> <h2 id="summary">Summary<a class="headerlink" href="#summary" title="Permanent link">#</a></h2>
@ -1101,25 +1102,25 @@
<a href="https://schmelczer.dev" target="_blank" rel="noopener" title="about the author" class="md-social__link"> <a href="https://schmelczer.dev" target="_blank" rel="noopener" title="about the author" class="md-social__link">
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<a href="https://github.com/schmelczer/great-ai" target="_blank" rel="noopener" title="great-ai on Github" class="md-social__link"> <a href="https://github.com/schmelczer/great-ai" target="_blank" rel="noopener" title="great-ai on Github" class="md-social__link">
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<a href="https://hub.docker.com/repository/docker/schmelczera/great-ai" target="_blank" rel="noopener" title="great-ai on DockerHub" class="md-social__link"> <a href="https://hub.docker.com/repository/docker/schmelczera/great-ai" target="_blank" rel="noopener" title="great-ai on DockerHub" class="md-social__link">
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</a> </a>
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@ -1136,7 +1137,7 @@
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@ -2524,7 +2525,7 @@ add_ground_truth(X, y, train_split_ratio=0.8, test_split_ratio=0.2)</div>
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@ -2458,7 +2459,7 @@ class="
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examples/simple/stacked-bars/index.html
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@ -13,7 +13,7 @@
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@ -180,7 +180,7 @@
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@ -3028,25 +3029,25 @@ save_model(classifier, key="small-domain-prediction", keep_last_n=5)</div>
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@ -3063,7 +3064,7 @@ save_model(classifier, key="small-domain-prediction", keep_last_n=5)</div>
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<h1 id="explanation">Explanation<a class="headerlink" href="#explanation" title="Permanent link">#</a></h1> <h1 id="explanation">Explanation<a class="headerlink" href="#explanation" title="Permanent link">#</a></h1>
<p>A lot more details and discussion about the problem context and approaches of GreatAI, along with its evaluation, can be found in my thesis.</p> <p>A lot more details and discussion about the problem context and approaches of GreatAI, along with its evaluation, can be found in my thesis.</p>
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<h1 id="how-to-call-remote-greatai-instances">How to call remote GreatAI instances<a class="headerlink" href="#how-to-call-remote-greatai-instances" title="Permanent link">#</a></h1> <h1 id="how-to-call-remote-greatai-instances">How to call remote GreatAI instances<a class="headerlink" href="#how-to-call-remote-greatai-instances" title="Permanent link">#</a></h1>
<p>Microservices architecture (or <a href="https://en.wikipedia.org/wiki/Service-oriented_architecture">SOA</a>) work well with ML applications. This is because their interfaces are usually very narrow, while the functionality provided is quite comprehensive. Hence, drawing the boundaries of responsibilities is more straightforward in the case of ML services than in the case of more traditional business applications. For this reason, it is common to have a tree of models (preferably wrapped in GreatAI instances) communicating with each other.</p> <p>Microservices architecture (or <a href="https://en.wikipedia.org/wiki/Service-oriented_architecture">SOA</a>) work well with ML applications. This is because their interfaces are usually very narrow, while the functionality provided is quite comprehensive. Hence, drawing the boundaries of responsibilities is more straightforward in the case of ML services than in the case of more traditional business applications. For this reason, it is common to have a tree of models (preferably wrapped in GreatAI instances) communicating with each other.</p>
<p>Although regular HTTP POST requests could be sent to each service's <code>/predict</code> endpoint, <code>great-ai</code> comes with two convenience functions: <a class="autorefs autorefs-internal" href="../../reference/#great_ai.call_remote_great_ai">call_remote_great_ai</a> and <a class="autorefs autorefs-internal" href="../../reference/#great_ai.call_remote_great_ai_async">call_remote_great_ai_async</a> to wrap this request. These provide you with some level of robustness and deserialisation.</p> <p>Although regular HTTP POST requests could be sent to each service's <code>/predict</code> endpoint, <code>great-ai</code> comes with two convenience functions: <a class="autorefs autorefs-internal" href="../../reference/#great_ai.call_remote_great_ai">call_remote_great_ai</a> and <a class="autorefs autorefs-internal" href="../../reference/#great_ai.call_remote_great_ai_async">call_remote_great_ai_async</a> to wrap this request. These provide you with some level of robustness and deserialisation.</p>
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<h1 id="how-to-configure-greatai">How to configure GreatAI<a class="headerlink" href="#how-to-configure-greatai" title="Permanent link">#</a></h1> <h1 id="how-to-configure-greatai">How to configure GreatAI<a class="headerlink" href="#how-to-configure-greatai" title="Permanent link">#</a></h1>
<p>GreatAI aims to provide reasonable defaults wherever possible. The current configuration is always prominently displayed (and updated) on the dashboard and in the command-line start-up banner.</p> <p>GreatAI aims to provide reasonable defaults wherever possible. The current configuration is always prominently displayed (and updated) on the dashboard and in the command-line start-up banner.</p>
<h2 id="using-great_aiconfigure">Using <a class="autorefs autorefs-internal" href="../../reference/#great_ai.configure">great_ai.configure</a><a class="headerlink" href="#using-great_aiconfigure" title="Permanent link">#</a></h2> <h2 id="using-great_aiconfigure">Using <a class="autorefs autorefs-internal" href="../../reference/#great_ai.configure">great_ai.configure</a><a class="headerlink" href="#using-great_aiconfigure" title="Permanent link">#</a></h2>
@ -1133,25 +1134,25 @@
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<a href="https://pypi.org/project/great-ai" target="_blank" rel="noopener" title="great-ai on PyPI" class="md-social__link"> <a href="https://pypi.org/project/great-ai" target="_blank" rel="noopener" title="great-ai on PyPI" class="md-social__link">
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@ -1168,7 +1169,7 @@
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