SeedGenerator class

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form.onsubmit = function(e) { e.preventDefault(); var query = document.getElementById('search-input').value; window.location.href = '/search.html?query=' + query; return False } </script> </div> <div class='k-main-inner' id='k-main-id'> <div class='k-location-slug'> ► <a href='/api/'>Keras 3 API documentation</a> / <a href='/api/random/'>RNG API</a> / SeedGenerator class </div> <div class='k-content'> <h1 id="seedgenerator-class">SeedGenerator class</h1> <a href="https://github.com/keras-team/keras/tree/v3.6.0/keras/src/random/seed_generator.py#L12">[source]</a> <h3 id="seedgenerator-class"><code>SeedGenerator</code> class</h3> <div class="codehilite"><pre><code>keras.random.SeedGenerator(seed=None, name=None, **kwargs) </code></pre></div> Generates variable seeds upon each call to a RNG-using function. In Keras, all RNG-using methods (such as <code>keras.random.normal()</code>) are stateless, meaning that if you pass an integer seed to them (such as <code>seed=42</code>), they will return the same values at each call. In order to get different values at each call, you must use a <code>SeedGenerator</code> instead as the seed argument. The <code>SeedGenerator</code> object is stateful. Example <div class="codehilite"><pre><code>seed_gen = keras.random.SeedGenerator(seed=42) values = keras.random.normal(shape=(2, 3), seed=seed_gen) new_values = keras.random.normal(shape=(2, 3), seed=seed_gen) </code></pre></div> Usage in a layer: <div class="codehilite"><pre><code>class Dropout(keras.Layer): def __init__(self, **kwargs): super().__init__(**kwargs) self.seed_generator = keras.random.SeedGenerator(1337) def call(self, x, training=False): if training: return keras.random.dropout( x, rate=0.5, seed=self.seed_generator ) return x </code></pre></div> <hr /> </div> <div class='k-outline'> <div class='k-outline-depth-1'> <a href='#seedgenerator-class'>SeedGenerator class</a> </div> <div class='k-outline-depth-3'> <a href='#seedgenerator-class'><code>SeedGenerator</code> class</a> </div> </div> </div> </div> </div> </body> <footer style="float: left; width: 100%; padding: 1em; border-top: solid 1px #bbb;"> <a href="https://policies.google.com/terms">Terms</a> | <a href="https://policies.google.com/privacy">Privacy</a> </footer> </html>

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SeedGenerator class