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itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="item name">Submarine Client</span><meta itemprop="position" content="3"></li></ul></nav><span class="theme-doc-version-badge badge badge--secondary">Version: master 🏃</span><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Submarine Client</h1></header><h2 class="anchor anchorWithStickyNavbar_mojV" id="class-submarineclient">class SubmarineClient()<a class="hash-link" href="#class-submarineclient" title="Direct link to heading"></a></h2><p>Client of submarine to log metric/param, save model and create/delete serve.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="log_metricjob_id-str-key-str-value-float-worker_index-str-timestamp-datetime--none-step-int--none---none"><code>log_metric(job_id: str, key: str, value: float, worker_index: str, timestamp: datetime = None, step: int = None) -&gt; None</code><a class="hash-link" href="#log_metricjob_id-str-key-str-value-float-worker_index-str-timestamp-datetime--none-step-int--none---none" title="Direct link to heading"></a></h3><p>Log a single key-value metric with job id and worker index. The value must always be a number.</p><blockquote><p><strong>Parameters</strong></p><ul><li><strong>job_id</strong>: The job name to which the metric should be logged.</li><li><strong>key</strong> - Metric name.</li><li><strong>value</strong> - Metric value.</li><li><strong>worker_index</strong> - Metric worker_index.</li><li><strong>timestamp</strong> - Time when this metric was calculated. Defaults to the current system time.</li><li><strong>step</strong> - A single integer step at which to log the specified Metrics, by default it&#x27;s 0.</li></ul></blockquote><h3 class="anchor anchorWithStickyNavbar_mojV" id="log_paramjob_id-str-key-str-value-str-worker_index-str---none"><code>log_param(job_id: str, key: str, value: str, worker_index: str) -&gt; None</code><a class="hash-link" href="#log_paramjob_id-str-key-str-value-str-worker_index-str---none" title="Direct link to heading"></a></h3><p>Log a single key-value parameter with job id and worker index. The key and value are both strings.</p><blockquote><p><strong>Parameters</strong></p><ul><li><strong>job_id</strong> - The job name to which the parameter should be logged.</li><li><strong>key</strong> - Parameter name.</li><li><strong>value</strong> - Parameter value.</li><li><strong>worker_index</strong> - Parameter worker_index.</li></ul></blockquote><h3 class="anchor anchorWithStickyNavbar_mojV" id="save_modelmodel-model_type-str-registered_model_name-str--none-input_dim-list--none-output_dim-list--none---none"><code>save_model(model, model_type: str, registered_model_name: str = None, input_dim: list = None, output_dim: list = None) -&gt; None</code><a class="hash-link" href="#save_modelmodel-model_type-str-registered_model_name-str--none-input_dim-list--none-output_dim-list--none---none" title="Direct link to heading"></a></h3><p>Save a model into the minio pod.</p><blockquote><p><strong>Parameters</strong></p><ul><li><strong>model</strong> - Model artifact.</li><li><strong>model_type</strong> - The type of model. Only support <code>pytorch</code> and <code>tensorflow</code>.</li><li><strong>registered_model_name</strong> - If it is not <code>None</code>, the model will be registered into the model registry with this name.</li><li><strong>input_dim</strong> - The input dimension of the model.</li><li><strong>output_dim</strong> - The output dimension of the model.</li></ul></blockquote><h3 class="anchor anchorWithStickyNavbar_mojV" id="create_serveself-model_name-str-model_version-int-async_req-bool--true"><code>create_serve(self, model_name: str, model_version: int, async_req: bool = True)</code><a class="hash-link" href="#create_serveself-model_name-str-model_version-int-async_req-bool--true" title="Direct link to heading"></a></h3><p>Create serve of a model through Seldon Core.</p><blockquote><p><strong>Parameters</strong></p><ul><li><strong>model_name</strong> - Name of a registered model</li><li><strong>model_version</strong>: Version of a registered model</li><li><strong>async_req</strong> - Execute request asynchronously</li></ul></blockquote><h3 class="anchor anchorWithStickyNavbar_mojV" id="delete_serveself-model_name-str-model_version-int-async_req-bool--true"><code>delete_serve(self, model_name: str, model_version: int, async_req: bool = True)</code><a class="hash-link" href="#delete_serveself-model_name-str-model_version-int-async_req-bool--true" title="Direct link to heading"></a></h3><p>Delete a serving model.</p><blockquote><p><strong>Parameters</strong></p><ul><li><strong>model_name</strong> - Name of a registered model</li><li><strong>model_version</strong>: Version of a registered model</li><li><strong>async_req</strong> - Execute request asynchronously</li></ul></blockquote></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/submarine/edit/master/website/docs/userDocs/submarine-sdk/submarine-client.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_dcUD" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/next/userDocs/submarine-sdk/tracking"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Tracking</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/next/userDocs/others/mlflow"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">MLflow UI</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#class-submarineclient" class="table-of-contents__link toc-highlight">class SubmarineClient()</a><ul><li><a href="#log_metricjob_id-str-key-str-value-float-worker_index-str-timestamp-datetime--none-step-int--none---none" class="table-of-contents__link toc-highlight"><code>log_metric(job_id: str, key: str, value: float, worker_index: str, timestamp: datetime = None, step: int = None) -&gt; None</code></a></li><li><a href="#log_paramjob_id-str-key-str-value-str-worker_index-str---none" class="table-of-contents__link toc-highlight"><code>log_param(job_id: str, key: str, value: str, worker_index: str) -&gt; None</code></a></li><li><a href="#save_modelmodel-model_type-str-registered_model_name-str--none-input_dim-list--none-output_dim-list--none---none" class="table-of-contents__link toc-highlight"><code>save_model(model, model_type: str, registered_model_name: str = None, input_dim: list = None, output_dim: list = None) -&gt; None</code></a></li><li><a href="#create_serveself-model_name-str-model_version-int-async_req-bool--true" class="table-of-contents__link toc-highlight"><code>create_serve(self, model_name: str, model_version: int, async_req: bool = True)</code></a></li><li><a href="#delete_serveself-model_name-str-model_version-int-async_req-bool--true" class="table-of-contents__link toc-highlight"><code>delete_serve(self, model_name: str, model_version: int, async_req: bool = True)</code></a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Docs</div><ul class="footer__items"><li class="footer__item"><a class="footer__link-item" href="/docs/gettingStarted/quickstart">Getting Started</a></li><li class="footer__item"><a class="footer__link-item" href="/docs/api/environment">API docs</a></li></ul></div><div class="col footer__col"><div class="footer__title">Community</div><ul class="footer__items"><li class="footer__item"><a href="https://stackoverflow.com/questions/tagged/apache-submarine" target="_blank" rel="noopener noreferrer" class="footer__link-item">Stack Overflow<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_I5OW"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://s.apache.org/slack-invite" target="_blank" rel="noopener noreferrer" class="footer__link-item">Slack<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_I5OW"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">More</div><ul class="footer__items"><li class="footer__item"><a href="https://medium.com/@apache.submarine" target="_blank" rel="noopener noreferrer" class="footer__link-item">Blog</a></li><li class="footer__item"><a href="https://github.com/apache/submarine" target="_blank" rel="noopener noreferrer" class="footer__link-item">GitHub<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_I5OW"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div></div><div class="footer__bottom text--center"><div class="margin-bottom--sm"><a href="https://www.apache.org/" target="_blank" rel="noopener noreferrer" class="footerLogoLink_gHmE"><img src="https://hadoop.apache.org/asf_logo_wide.png" alt="Apache Open Source Logo" class="themedImage_W2Cr themedImage--light_TfLj footer__logo"><img src="https://hadoop.apache.org/asf_logo_wide.png" alt="Apache Open Source Logo" class="themedImage_W2Cr themedImage--dark_oUvU footer__logo"></a></div><div class="footer__copyright">Apache Submarine, Submarine, Apache, the Apache feather logo, and the Apache Submarine project logo are
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