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tf.saved_model.load  |  TensorFlow v2.16.1

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tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>constraints</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/constraints" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/constraints" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/constraints" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/constraints/Constraint" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/constraints/Constraint" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/constraints/Constraint" ><span class="devsite-nav-text" tooltip>Constraint</span></a></li><li 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href="/api_docs/python/tf/keras/datasets/cifar100" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/datasets/cifar100" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/datasets/cifar100" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/datasets/cifar100/load_data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/datasets/cifar100/load_data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/datasets/cifar100/load_data" ><span class="devsite-nav-text" tooltip>load_data</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>fashion_mnist</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/datasets/fashion_mnist" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/datasets/fashion_mnist" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/datasets/fashion_mnist" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/datasets/fashion_mnist/load_data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/datasets/fashion_mnist/load_data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/datasets/fashion_mnist/load_data" ><span class="devsite-nav-text" tooltip>load_data</span></a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>imdb</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/datasets/imdb" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/datasets/imdb" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/datasets/imdb" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/datasets/imdb/get_word_index" 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class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>mnist</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/datasets/mnist" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/datasets/mnist" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/datasets/mnist" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/datasets/mnist/load_data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/datasets/mnist/load_data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/datasets/mnist/load_data" ><span 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tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/distribution/DataParallel" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/distribution/DataParallel" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/distribution/DataParallel" ><span class="devsite-nav-text" tooltip>DataParallel</span></a></li><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/distribution/DeviceMesh" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/distribution/DeviceMesh" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/distribution/DeviceMesh" ><span class="devsite-nav-text" tooltip>DeviceMesh</span></a></li><li class="devsite-nav-item"><a 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gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/distribution/TensorLayout" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/distribution/TensorLayout" ><span class="devsite-nav-text" tooltip>TensorLayout</span></a></li><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/distribution/distribute_tensor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /api_docs/python/tf/keras/distribution/distribute_tensor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/api_docs/python/tf/keras/distribution/distribute_tensor" ><span class="devsite-nav-text" tooltip>distribute_tensor</span></a></li><li class="devsite-nav-item"><a href="/api_docs/python/tf/keras/distribution/distribution" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" 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Automatically generated file. --> <div itemscope itemtype="http://developers.google.com/ReferenceObject"> <meta itemprop="name" content="tf.saved_model.load" /> <meta itemprop="path" content="Stable" /> </div> <!-- Insert buttons and diff --> <table class="tfo-notebook-buttons tfo-api nocontent" align="left"> <td> <a target="_blank" href="https://github.com/tensorflow/tensorflow/blob/v2.16.1/tensorflow/python/saved_model/load.py#L820-L913"> <img src="https://www.tensorflow.org/images/GitHub-Mark-32px.png"> View source on GitHub </a> </td> </table> <p>Load a SavedModel from <code translate="no" dir="ltr">export_dir</code>.</p> <section class="expandable"> <h4 class="showalways" id="view-aliases" data-text="View aliases" tabindex="-1">View aliases</h4> <p> <b>Compat aliases for migration</b> <p>See <a href="https://www.tensorflow.org/guide/migrate">Migration guide</a> for more details.</p> <p><a href="https://www.tensorflow.org/api_docs/python/tf/saved_model/load"><code translate="no" dir="ltr">tf.compat.v1.saved_model.load_v2</code></a></p> </p> </section> <div></div><devsite-code><pre class="devsite-click-to-copy tfo-signature-link" translate="no" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr"><span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">saved_model</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">load</span><span class="devsite-syntax-p">(</span> <span class="devsite-syntax-n">export_dir</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-n">tags</span><span class="devsite-syntax-o">=</span><span class="devsite-syntax-kc">None</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-n">options</span><span class="devsite-syntax-o">=</span><span class="devsite-syntax-kc">None</span> <span class="devsite-syntax-p">)</span> </code></pre></devsite-code> <h3 id="used-in-the-notebooks" data-text="Used in the notebooks" tabindex="-1">Used in the notebooks</h3> <table class="vertical-rules"> <thead> <tr> <th>Used in the guide</th> <th>Used in the tutorials</th> </tr> </thead> <tbody> <tr> <td> <ul> <li><a href="https://www.tensorflow.org/guide/saved_model">Using the SavedModel format</a></li> <li><a href="https://www.tensorflow.org/guide/extension_type">Extension types</a></li> <li><a href="https://www.tensorflow.org/guide/jax2tf">Import a JAX model using JAX2TF</a></li> <li><a href="https://www.tensorflow.org/guide/migrate/saved_model">Migrate the SavedModel workflow</a></li> <li><a href="https://www.tensorflow.org/guide/ragged_tensor">Ragged tensors</a></li> </ul> </td> <td> <ul> <li><a href="https://www.tensorflow.org/tutorials/distribute/save_and_load">Save and load a model using a distribution strategy</a></li> <li><a href="https://www.tensorflow.org/tutorials/load_data/text">Load text</a></li> <li><a href="https://www.tensorflow.org/tutorials/audio/simple_audio">Simple audio recognition: Recognizing keywords</a></li> <li><a href="https://www.tensorflow.org/tutorials/audio/transfer_learning_audio">Transfer learning with YAMNet for environmental sound classification</a></li> <li><a href="https://www.tensorflow.org/tutorials/distribute/dtensor_ml_tutorial">Distributed training with DTensors</a></li> </ul> </td> </tr> </tbody> </table> <p>Signatures associated with the SavedModel are available as functions:</p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr"><span class="devsite-syntax-n">imported</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">saved_model</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">load</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">path</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-n">f</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">imported</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">signatures</span><span class="devsite-syntax-p">[</span><span class="devsite-syntax-s2">"serving_default"</span><span class="devsite-syntax-p">]</span> <span class="devsite-syntax-nb">print</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">f</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">x</span><span class="devsite-syntax-o">=</span><span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">constant</span><span class="devsite-syntax-p">([[</span><span class="devsite-syntax-mf">1.</span><span class="devsite-syntax-p">]])))</span> </code></pre></devsite-code> <p>Objects exported with <a href="https://www.tensorflow.org/api_docs/python/tf/saved_model/save"><code translate="no" dir="ltr">tf.saved_model.save</code></a> additionally have trackable objects and functions assigned to attributes:</p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr"><span class="devsite-syntax-n">exported</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">train</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">Checkpoint</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">v</span><span class="devsite-syntax-o">=</span><span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">Variable</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-mf">3.</span><span class="devsite-syntax-p">))</span> <span class="devsite-syntax-n">exported</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">f</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">function</span><span class="devsite-syntax-p">(</span> <span class="devsite-syntax-k">lambda</span> <span class="devsite-syntax-n">x</span><span class="devsite-syntax-p">:</span> <span class="devsite-syntax-n">exported</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">v</span> <span class="devsite-syntax-o">*</span> <span class="devsite-syntax-n">x</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-n">input_signature</span><span class="devsite-syntax-o">=</span><span class="devsite-syntax-p">[</span><span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">TensorSpec</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">shape</span><span class="devsite-syntax-o">=</span><span class="devsite-syntax-kc">None</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-n">dtype</span><span class="devsite-syntax-o">=</span><span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">float32</span><span class="devsite-syntax-p">)])</span> <span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">saved_model</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">save</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">exported</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-n">path</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-n">imported</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">saved_model</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">load</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">path</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-k">assert</span> <span class="devsite-syntax-mf">3.</span> <span class="devsite-syntax-o">==</span> <span class="devsite-syntax-n">imported</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">v</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">numpy</span><span class="devsite-syntax-p">()</span> <span class="devsite-syntax-k">assert</span> <span class="devsite-syntax-mf">6.</span> <span class="devsite-syntax-o">==</span> <span class="devsite-syntax-n">imported</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">f</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">x</span><span class="devsite-syntax-o">=</span><span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">constant</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-mf">2.</span><span class="devsite-syntax-p">))</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">numpy</span><span class="devsite-syntax-p">()</span> </code></pre></devsite-code> <p><em>Loading Keras models</em></p> <p>Keras models are trackable, so they can be saved to SavedModel. The object returned by <a href="https://www.tensorflow.org/api_docs/python/tf/saved_model/load"><code translate="no" dir="ltr">tf.saved_model.load</code></a> is not a Keras object (i.e. doesn&#39;t have <code translate="no" dir="ltr">.fit</code>, <code translate="no" dir="ltr">.predict</code>, etc. methods). A few attributes and functions are still available: <code translate="no" dir="ltr">.variables</code>, <code translate="no" dir="ltr">.trainable_variables</code> and <code translate="no" dir="ltr">.__call__</code>.</p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr"><span class="devsite-syntax-n">model</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">keras</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">Model</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-o">...</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">saved_model</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">save</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">model</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-n">path</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-n">imported</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">saved_model</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">load</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">path</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-n">outputs</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">imported</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">inputs</span><span class="devsite-syntax-p">)</span> </code></pre></devsite-code> <p>Use <a href="https://www.tensorflow.org/api_docs/python/tf/keras/models/load_model"><code translate="no" dir="ltr">tf.keras.models.load_model</code></a> to restore the Keras model.</p> <p><em>Importing SavedModels from TensorFlow 1.x</em></p> <p>1.x SavedModels APIs have a flat graph instead of <a href="https://www.tensorflow.org/api_docs/python/tf/function"><code translate="no" dir="ltr">tf.function</code></a> objects. These SavedModels will be loaded with the following attributes:</p> <ul> <li><code translate="no" dir="ltr">.signatures</code>: A dictionary mapping signature names to functions.</li> <li><p><code translate="no" dir="ltr">.prune(feeds, fetches)</code>: A method which allows you to extract functions for new subgraphs. This is equivalent to importing the SavedModel and naming feeds and fetches in a Session from TensorFlow 1.x.</p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr"><span class="devsite-syntax-n">imported</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">saved_model</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">load</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">path_to_v1_saved_model</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-n">pruned</span> <span class="devsite-syntax-o">=</span> <span class="devsite-syntax-n">imported</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">prune</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-s2">"x:0"</span><span class="devsite-syntax-p">,</span> <span class="devsite-syntax-s2">"out:0"</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-n">pruned</span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">tf</span><span class="devsite-syntax-o">.</span><span class="devsite-syntax-n">ones</span><span class="devsite-syntax-p">([]))</span> </code></pre></devsite-code> <p>See <a href="https://www.tensorflow.org/api_docs/python/tf/compat/v1/wrap_function"><code translate="no" dir="ltr">tf.compat.v1.wrap_function</code></a> for details.</p></li> <li><p><code translate="no" dir="ltr">.variables</code>: A list of imported variables.</p></li> <li><p><code translate="no" dir="ltr">.graph</code>: The whole imported graph.</p></li> <li><p><code translate="no" dir="ltr">.restore(save_path)</code>: A function that restores variables from a checkpoint saved from <code translate="no" dir="ltr">tf.compat.v1.Saver</code>.</p></li> </ul> <p><em>Consuming SavedModels asynchronously</em></p> <p>When consuming SavedModels asynchronously (the producer is a separate process), the SavedModel directory will appear before all files have been written, and <a href="https://www.tensorflow.org/api_docs/python/tf/saved_model/load"><code translate="no" dir="ltr">tf.saved_model.load</code></a> will fail if pointed at an incomplete SavedModel. Rather than checking for the directory, check for &quot;saved_model_dir/saved_model.pb&quot;. This file is written atomically as the last <a href="https://www.tensorflow.org/api_docs/python/tf/saved_model/save"><code translate="no" dir="ltr">tf.saved_model.save</code></a> file operation.</p> <!-- Tabular view --> <p><table class="responsive fixed orange"> <colgroup><col width="214px"><col></colgroup> <tr><th colspan="2"><h2 class="add-link" id="args" data-text="Args" tabindex="-1">Args</h2></th></tr></p> <p><tr> <td> <code translate="no" dir="ltr">export_dir</code><a id="export_dir"></a> </td> <td> The SavedModel directory to load from. </td> </tr><tr> <td> <code translate="no" dir="ltr">tags</code><a id="tags"></a> </td> <td> A tag or sequence of tags identifying the MetaGraph to load. Optional if the SavedModel contains a single MetaGraph, as for those exported from <a href="https://www.tensorflow.org/api_docs/python/tf/saved_model/save"><code translate="no" dir="ltr">tf.saved_model.save</code></a>. </td> </tr><tr> <td> <code translate="no" dir="ltr">options</code><a id="options"></a> </td> <td> <a href="https://www.tensorflow.org/api_docs/python/tf/saved_model/LoadOptions"><code translate="no" dir="ltr">tf.saved_model.LoadOptions</code></a> object that specifies options for loading. </td> </tr> </table></p> <!-- Tabular view --> <p><table class="responsive fixed orange"> <colgroup><col width="214px"><col></colgroup> <tr><th colspan="2"><h2 class="add-link" id="returns" data-text="Returns" tabindex="-1">Returns</h2></th></tr> <tr class="alt"> <td colspan="2"> A trackable object with a <code translate="no" dir="ltr">signatures</code> attribute mapping from signature keys to functions. If the SavedModel was exported by <a href="https://www.tensorflow.org/api_docs/python/tf/saved_model/save"><code translate="no" dir="ltr">tf.saved_model.save</code></a>, it also points to trackable objects, functions, debug info which it has been saved. </td> </tr></p> <p></table></p> <!-- Tabular view --> <p><table class="responsive fixed orange"> <colgroup><col width="214px"><col></colgroup> <tr><th colspan="2"><h2 class="add-link" id="raises" data-text="Raises" tabindex="-1">Raises</h2></th></tr></p> <p><tr> <td> <code translate="no" dir="ltr">ValueError</code><a id="ValueError"></a> </td> <td> If <code translate="no" dir="ltr">tags</code> don&#39;t match a MetaGraph in the SavedModel. </td> </tr> </table></p> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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