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<section id="manim-ml-neural-network-layers-package">
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<h1>manim_ml.neural_network.layers package<a class="headerlink" href="#manim-ml-neural-network-layers-package" title="Permalink to this headline">#</a></h1>
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<section id="submodules">
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<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">#</a></h2>
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</section>
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<section id="module-manim_ml.neural_network.layers.convolutional">
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<span id="manim-ml-neural-network-layers-convolutional-module"></span><h2>manim_ml.neural_network.layers.convolutional module<a class="headerlink" href="#module-manim_ml.neural_network.layers.convolutional" title="Permalink to this headline">#</a></h2>
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<dl class="py class">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional.ConvolutionalLayer">
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<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.convolutional.</span></span><span class="sig-name descname"><span class="pre">ConvolutionalLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_filters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_width</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_height</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_spacing</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FF862F'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pulse_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional.ConvolutionalLayer" title="Permalink to this definition">#</a></dt>
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<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer" title="manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer</span></code></a></p>
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<p>Handles rendering a convolutional layer for a nn</p>
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<dl class="py attribute">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional.ConvolutionalLayer.animation_overrides">
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<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">ConvolutionalLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional.ConvolutionalLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
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<dd></dd></dl>
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<dl class="py method">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional.ConvolutionalLayer.make_filter_corner_lines">
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<span class="sig-name descname"><span class="pre">make_filter_corner_lines</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional.ConvolutionalLayer.make_filter_corner_lines" title="Permalink to this definition">#</a></dt>
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<dd><p>Make filter corner lines</p>
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</dd></dl>
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<dl class="py method">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional.ConvolutionalLayer.make_forward_pass_animation">
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<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional.ConvolutionalLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
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<dd><p>Convolution forward pass animation</p>
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</dd></dl>
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</dd></dl>
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</section>
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<section id="module-manim_ml.neural_network.layers.convolutional_to_convolutional">
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<span id="manim-ml-neural-network-layers-convolutional-to-convolutional-module"></span><h2>manim_ml.neural_network.layers.convolutional_to_convolutional module<a class="headerlink" href="#module-manim_ml.neural_network.layers.convolutional_to_convolutional" title="Permalink to this headline">#</a></h2>
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<dl class="py class">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional">
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<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.convolutional_to_convolutional.</span></span><span class="sig-name descname"><span class="pre">ConvolutionalToConvolutional</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FFFFFF'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pulse_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional" title="Permalink to this definition">#</a></dt>
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<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
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<p>Feed Forward to Embedding Layer</p>
|
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<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.animation_overrides">
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|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">ConvolutionalToConvolutional._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.input_class">
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<span class="sig-name descname"><span class="pre">input_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.input_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.convolutional.ConvolutionalLayer" title="manim_ml.neural_network.layers.convolutional.ConvolutionalLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.convolutional.ConvolutionalLayer</span></code></a></p>
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</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_time</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
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<dd><p>Forward pass animation from conv to conv</p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.make_lines">
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<span class="sig-name descname"><span class="pre">make_lines</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.make_lines" title="Permalink to this definition">#</a></dt>
|
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<dd><p>Make lines connecting the input and output layers</p>
|
|
</dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.output_class">
|
|
<span class="sig-name descname"><span class="pre">output_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.convolutional_to_convolutional.ConvolutionalToConvolutional.output_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.convolutional.ConvolutionalLayer" title="manim_ml.neural_network.layers.convolutional.ConvolutionalLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.convolutional.ConvolutionalLayer</span></code></a></p>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.embedding">
|
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<span id="manim-ml-neural-network-layers-embedding-module"></span><h2>manim_ml.neural_network.layers.embedding module<a class="headerlink" href="#module-manim_ml.neural_network.layers.embedding" title="Permalink to this headline">#</a></h2>
|
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<dl class="py class">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.EmbeddingLayer">
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|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.embedding.</span></span><span class="sig-name descname"><span class="pre">EmbeddingLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">point_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mean</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">array([0,</span> <span class="pre">0])</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">covariance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">array([[1.,</span> <span class="pre">0.],</span> <span class="pre">[0.,</span> <span class="pre">1.]])</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'gaussian'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paired_query_mode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer" title="Permalink to this definition">#</a></dt>
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|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer" title="manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer</span></code></a></p>
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<p>NeuralNetwork embedding object that can show probability distributions</p>
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<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.EmbeddingLayer.add_gaussian_distribution">
|
|
<span class="sig-name descname"><span class="pre">add_gaussian_distribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">gaussian_distribution</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer.add_gaussian_distribution" title="Permalink to this definition">#</a></dt>
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<dd><p>Adds given GaussianDistribution to the list</p>
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</dd></dl>
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<dl class="py attribute">
|
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.EmbeddingLayer.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">EmbeddingLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
|
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<dd></dd></dl>
|
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<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.EmbeddingLayer.construct_gaussian_point_cloud">
|
|
<span class="sig-name descname"><span class="pre">construct_gaussian_point_cloud</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mean</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">covariance</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">point_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FFFFFF'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_points</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">400</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer.construct_gaussian_point_cloud" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Plots points sampled from a Gaussian with the given mean and covariance</p>
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|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.EmbeddingLayer.get_distribution_location">
|
|
<span class="sig-name descname"><span class="pre">get_distribution_location</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer.get_distribution_location" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Returns mean of latent distribution in axes frame</p>
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|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.EmbeddingLayer.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
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|
<dd><p>Forward pass animation</p>
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</dd></dl>
|
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<dl class="py method">
|
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.EmbeddingLayer.remove_gaussian_distribution">
|
|
<span class="sig-name descname"><span class="pre">remove_gaussian_distribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">gaussian_distribution</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer.remove_gaussian_distribution" title="Permalink to this definition">#</a></dt>
|
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<dd><p>Removes the given gaussian distribution from the embedding</p>
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|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.EmbeddingLayer.sample_point_location_from_distribution">
|
|
<span class="sig-name descname"><span class="pre">sample_point_location_from_distribution</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer.sample_point_location_from_distribution" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Samples from the current latent distribution</p>
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|
</dd></dl>
|
|
</dd></dl>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.NeuralNetworkEmbeddingTestScene">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.embedding.</span></span><span class="sig-name descname"><span class="pre">NeuralNetworkEmbeddingTestScene</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">renderer=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">camera_class=<class</span> <span class="pre">'manim.camera.camera.Camera'></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">always_update_mobjects=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_seed=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_animations=False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.NeuralNetworkEmbeddingTestScene" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">manim.scene.scene.Scene</span></code></p>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding.NeuralNetworkEmbeddingTestScene.construct">
|
|
<span class="sig-name descname"><span class="pre">construct</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding.NeuralNetworkEmbeddingTestScene.construct" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Add content to the Scene.</p>
|
|
<p>From within <code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.construct()</span></code>, display mobjects on screen by calling
|
|
<code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.add()</span></code> and remove them from screen by calling <code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.remove()</span></code>.
|
|
All mobjects currently on screen are kept in <code class="xref py py-attr docutils literal notranslate"><span class="pre">Scene.mobjects</span></code>. Play
|
|
animations by calling <code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.play()</span></code>.</p>
|
|
<p class="rubric">Notes</p>
|
|
<p>Initialization code should go in <code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.setup()</span></code>. Termination code should
|
|
go in <code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.tear_down()</span></code>.</p>
|
|
<p class="rubric">Examples</p>
|
|
<p>A typical manim script includes a class derived from <code class="xref py py-class docutils literal notranslate"><span class="pre">Scene</span></code> with an
|
|
overridden <code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.contruct()</span></code> method:</p>
|
|
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">MyScene</span><span class="p">(</span><span class="n">Scene</span><span class="p">):</span>
|
|
<span class="k">def</span> <span class="nf">construct</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
|
|
<span class="bp">self</span><span class="o">.</span><span class="n">play</span><span class="p">(</span><span class="n">Write</span><span class="p">(</span><span class="n">Text</span><span class="p">(</span><span class="s2">"Hello World!"</span><span class="p">)))</span>
|
|
</pre></div>
|
|
</div>
|
|
<div class="admonition seealso">
|
|
<p class="admonition-title">See also</p>
|
|
<p><code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.setup()</span></code>, <code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.render()</span></code>, <code class="xref py py-meth docutils literal notranslate"><span class="pre">Scene.tear_down()</span></code></p>
|
|
</div>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.embedding_to_feed_forward">
|
|
<span id="manim-ml-neural-network-layers-embedding-to-feed-forward-module"></span><h2>manim_ml.neural_network.layers.embedding_to_feed_forward module<a class="headerlink" href="#module-manim_ml.neural_network.layers.embedding_to_feed_forward" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.embedding_to_feed_forward.</span></span><span class="sig-name descname"><span class="pre">EmbeddingToFeedForward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">animation_dot_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dot_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.03</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
|
|
<p>Feed Forward to Embedding Layer</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">EmbeddingToFeedForward._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward.input_class">
|
|
<span class="sig-name descname"><span class="pre">input_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward.input_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer" title="manim_ml.neural_network.layers.embedding.EmbeddingLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.embedding.EmbeddingLayer</span></code></a></p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_time</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Makes dots diverge from the given location and move the decoder</p>
|
|
</dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward.output_class">
|
|
<span class="sig-name descname"><span class="pre">output_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.embedding_to_feed_forward.EmbeddingToFeedForward.output_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.feed_forward.FeedForwardLayer</span></code></a></p>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.feed_forward">
|
|
<span id="manim-ml-neural-network-layers-feed-forward-module"></span><h2>manim_ml.neural_network.layers.feed_forward module<a class="headerlink" href="#module-manim_ml.neural_network.layers.feed_forward" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.feed_forward.</span></span><span class="sig-name descname"><span class="pre">FeedForwardLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_nodes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_buffer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.08</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#58C4DD'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_outline_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FFFFFF'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rectangle_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FFFFFF'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_spacing</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rectangle_fill_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#000000'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_stroke_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rectangle_stroke_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">animation_dot_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer" title="manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer</span></code></a></p>
|
|
<p>Handles rendering a layer for a neural network</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">FeedForwardLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
</dd></dl>
|
|
</section>
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<section id="module-manim_ml.neural_network.layers.feed_forward_to_embedding">
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<span id="manim-ml-neural-network-layers-feed-forward-to-embedding-module"></span><h2>manim_ml.neural_network.layers.feed_forward_to_embedding module<a class="headerlink" href="#module-manim_ml.neural_network.layers.feed_forward_to_embedding" title="Permalink to this headline">#</a></h2>
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<dl class="py class">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding">
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<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.feed_forward_to_embedding.</span></span><span class="sig-name descname"><span class="pre">FeedForwardToEmbedding</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">animation_dot_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dot_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.03</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding" title="Permalink to this definition">#</a></dt>
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<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
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<p>Feed Forward to Embedding Layer</p>
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<dl class="py attribute">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding.animation_overrides">
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<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">FeedForwardToEmbedding._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding.animation_overrides" title="Permalink to this definition">#</a></dt>
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<dd></dd></dl>
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<dl class="py attribute">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding.input_class">
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<span class="sig-name descname"><span class="pre">input_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding.input_class" title="Permalink to this definition">#</a></dt>
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<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.feed_forward.FeedForwardLayer</span></code></a></p>
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</dd></dl>
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<dl class="py method">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding.make_forward_pass_animation">
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<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_time</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
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<dd><p>Makes dots converge on a specific location</p>
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</dd></dl>
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<dl class="py attribute">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding.output_class">
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|
<span class="sig-name descname"><span class="pre">output_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_embedding.FeedForwardToEmbedding.output_class" title="Permalink to this definition">#</a></dt>
|
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<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.embedding.EmbeddingLayer" title="manim_ml.neural_network.layers.embedding.EmbeddingLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.embedding.EmbeddingLayer</span></code></a></p>
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</dd></dl>
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</dd></dl>
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</section>
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<section id="module-manim_ml.neural_network.layers.feed_forward_to_feed_forward">
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<span id="manim-ml-neural-network-layers-feed-forward-to-feed-forward-module"></span><h2>manim_ml.neural_network.layers.feed_forward_to_feed_forward module<a class="headerlink" href="#module-manim_ml.neural_network.layers.feed_forward_to_feed_forward" title="Permalink to this headline">#</a></h2>
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<dl class="py class">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward">
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<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.feed_forward_to_feed_forward.</span></span><span class="sig-name descname"><span class="pre">FeedForwardToFeedForward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">passing_flash</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dot_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">animation_dot_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FFFFFF'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
|
|
<p>Layer for connecting FeedForward layer to FeedForwardLayer</p>
|
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<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.animation_overrides">
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<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">FeedForwardToFeedForward._create_override>,</span> <span class="pre"><class</span> <span class="pre">'manim.animation.fading.FadeOut'>:</span> <span class="pre"><function</span> <span class="pre">FeedForwardToFeedForward._fadeout_animation>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.construct_edges">
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|
<span class="sig-name descname"><span class="pre">construct_edges</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.construct_edges" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.input_class">
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|
<span class="sig-name descname"><span class="pre">input_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.input_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.feed_forward.FeedForwardLayer</span></code></a></p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_time</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Animation for passing information from one FeedForwardLayer to the next</p>
|
|
</dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.output_class">
|
|
<span class="sig-name descname"><span class="pre">output_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_feed_forward.FeedForwardToFeedForward.output_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.feed_forward.FeedForwardLayer</span></code></a></p>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.feed_forward_to_image">
|
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<span id="manim-ml-neural-network-layers-feed-forward-to-image-module"></span><h2>manim_ml.neural_network.layers.feed_forward_to_image module<a class="headerlink" href="#module-manim_ml.neural_network.layers.feed_forward_to_image" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage">
|
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<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.feed_forward_to_image.</span></span><span class="sig-name descname"><span class="pre">FeedForwardToImage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">animation_dot_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dot_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
|
|
<p>Image Layer to FeedForward layer</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">FeedForwardToImage._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage.input_class">
|
|
<span class="sig-name descname"><span class="pre">input_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage.input_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.feed_forward.FeedForwardLayer</span></code></a></p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Makes dots diverge from the given location and move to the feed forward nodes decoder</p>
|
|
</dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage.output_class">
|
|
<span class="sig-name descname"><span class="pre">output_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_image.FeedForwardToImage.output_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.image.ImageLayer" title="manim_ml.neural_network.layers.image.ImageLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.image.ImageLayer</span></code></a></p>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.feed_forward_to_vector">
|
|
<span id="manim-ml-neural-network-layers-feed-forward-to-vector-module"></span><h2>manim_ml.neural_network.layers.feed_forward_to_vector module<a class="headerlink" href="#module-manim_ml.neural_network.layers.feed_forward_to_vector" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.feed_forward_to_vector.</span></span><span class="sig-name descname"><span class="pre">FeedForwardToVector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">animation_dot_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dot_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
|
|
<p>Image Layer to FeedForward layer</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">FeedForwardToVector._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector.input_class">
|
|
<span class="sig-name descname"><span class="pre">input_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector.input_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.feed_forward.FeedForwardLayer</span></code></a></p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Makes dots diverge from the given location and move to the feed forward nodes decoder</p>
|
|
</dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector.output_class">
|
|
<span class="sig-name descname"><span class="pre">output_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.feed_forward_to_vector.FeedForwardToVector.output_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.vector.VectorLayer" title="manim_ml.neural_network.layers.vector.VectorLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.vector.VectorLayer</span></code></a></p>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.image">
|
|
<span id="manim-ml-neural-network-layers-image-module"></span><h2>manim_ml.neural_network.layers.image module<a class="headerlink" href="#module-manim_ml.neural_network.layers.image" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image.ImageLayer">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.image.</span></span><span class="sig-name descname"><span class="pre">ImageLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">numpy_image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_image_on_create</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.image.ImageLayer" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer" title="manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer</span></code></a></p>
|
|
<p>Single Image Layer for Neural Network</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image.ImageLayer.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">ImageLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.image.ImageLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image.ImageLayer.from_path">
|
|
<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.image.ImageLayer.from_path" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Creates a query using the paths</p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image.ImageLayer.get_right">
|
|
<span class="sig-name descname"><span class="pre">get_right</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.image.ImageLayer.get_right" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Override get right</p>
|
|
</dd></dl>
|
|
<dl class="py property">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image.ImageLayer.height">
|
|
<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.image.ImageLayer.height" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>The height of the mobject.</p>
|
|
<dl class="field-list simple">
|
|
<dt class="field-odd">Return type</dt>
|
|
<dd class="field-odd"><p><code class="xref py py-class docutils literal notranslate"><span class="pre">float</span></code></p>
|
|
</dd>
|
|
</dl>
|
|
<p class="rubric">Examples</p>
|
|
<div class="admonition seealso">
|
|
<p class="admonition-title">See also</p>
|
|
<p><code class="xref py py-meth docutils literal notranslate"><span class="pre">length_over_dim()</span></code></p>
|
|
</div>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image.ImageLayer.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.image.ImageLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py property">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image.ImageLayer.width">
|
|
<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.image.ImageLayer.width" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>The width of the mobject.</p>
|
|
<dl class="field-list simple">
|
|
<dt class="field-odd">Return type</dt>
|
|
<dd class="field-odd"><p><code class="xref py py-class docutils literal notranslate"><span class="pre">float</span></code></p>
|
|
</dd>
|
|
</dl>
|
|
<p class="rubric">Examples</p>
|
|
<div class="admonition seealso">
|
|
<p class="admonition-title">See also</p>
|
|
<p><code class="xref py py-meth docutils literal notranslate"><span class="pre">length_over_dim()</span></code></p>
|
|
</div>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.image_to_feed_forward">
|
|
<span id="manim-ml-neural-network-layers-image-to-feed-forward-module"></span><h2>manim_ml.neural_network.layers.image_to_feed_forward module<a class="headerlink" href="#module-manim_ml.neural_network.layers.image_to_feed_forward" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.image_to_feed_forward.</span></span><span class="sig-name descname"><span class="pre">ImageToFeedForward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">animation_dot_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dot_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
|
|
<p>Image Layer to FeedForward layer</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">ImageToFeedForward._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward.input_class">
|
|
<span class="sig-name descname"><span class="pre">input_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward.input_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.image.ImageLayer" title="manim_ml.neural_network.layers.image.ImageLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.image.ImageLayer</span></code></a></p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Makes dots diverge from the given location and move to the feed forward nodes decoder</p>
|
|
</dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward.output_class">
|
|
<span class="sig-name descname"><span class="pre">output_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.image_to_feed_forward.ImageToFeedForward.output_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.feed_forward.FeedForwardLayer</span></code></a></p>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.paired_query">
|
|
<span id="manim-ml-neural-network-layers-paired-query-module"></span><h2>manim_ml.neural_network.layers.paired_query module<a class="headerlink" href="#module-manim_ml.neural_network.layers.paired_query" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query.PairedQueryLayer">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.paired_query.</span></span><span class="sig-name descname"><span class="pre">PairedQueryLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">positive</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">negative</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stroke_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">font_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">18</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spacing</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query.PairedQueryLayer" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer" title="manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer</span></code></a></p>
|
|
<p>Paired Query Layer</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query.PairedQueryLayer.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">PairedQueryLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query.PairedQueryLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query.PairedQueryLayer.from_paths">
|
|
<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_paths</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">positive_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">negative_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query.PairedQueryLayer.from_paths" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Creates a query using the paths</p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query.PairedQueryLayer.make_assets">
|
|
<span class="sig-name descname"><span class="pre">make_assets</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query.PairedQueryLayer.make_assets" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Constructs the assets needed for a query layer</p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query.PairedQueryLayer.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query.PairedQueryLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Forward pass for query</p>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.paired_query_to_feed_forward">
|
|
<span id="manim-ml-neural-network-layers-paired-query-to-feed-forward-module"></span><h2>manim_ml.neural_network.layers.paired_query_to_feed_forward module<a class="headerlink" href="#module-manim_ml.neural_network.layers.paired_query_to_feed_forward" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.paired_query_to_feed_forward.</span></span><span class="sig-name descname"><span class="pre">PairedQueryToFeedForward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">animation_dot_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dot_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
|
|
<p>PairedQuery layer to FeedForward layer</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">PairedQueryToFeedForward._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward.input_class">
|
|
<span class="sig-name descname"><span class="pre">input_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward.input_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.paired_query.PairedQueryLayer" title="manim_ml.neural_network.layers.paired_query.PairedQueryLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.paired_query.PairedQueryLayer</span></code></a></p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Makes dots diverge from the given location and move to the feed forward nodes decoder</p>
|
|
</dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward.output_class">
|
|
<span class="sig-name descname"><span class="pre">output_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.paired_query_to_feed_forward.PairedQueryToFeedForward.output_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.feed_forward.FeedForwardLayer</span></code></a></p>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.parent_layers">
|
|
<span id="manim-ml-neural-network-layers-parent-layers-module"></span><h2>manim_ml.neural_network.layers.parent_layers module<a class="headerlink" href="#module-manim_ml.neural_network.layers.parent_layers" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
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|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.BlankConnective">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.parent_layers.</span></span><span class="sig-name descname"><span class="pre">BlankConnective</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_class</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_class</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.BlankConnective" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
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|
<p>Connective layer to be used when the given pair of layers is undefined</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.BlankConnective.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">BlankConnective._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.BlankConnective.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.BlankConnective.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.BlankConnective.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
</dd></dl>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.parent_layers.</span></span><span class="sig-name descname"><span class="pre">ConnectiveLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_class</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_class</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer" title="manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer</span></code></a></p>
|
|
<p>Forward pass animation for a given pair of layers</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">ConnectiveLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer.make_forward_pass_animation">
|
|
<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
</dd></dl>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.parent_layers.</span></span><span class="sig-name descname"><span class="pre">NeuralNetworkLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">abc.ABC</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">manim.mobject.mobject.Group</span></code></p>
|
|
<p>Abstract Neural Network Layer class</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">NeuralNetworkLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer.make_forward_pass_animation">
|
|
<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
</dd></dl>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.parent_layers.</span></span><span class="sig-name descname"><span class="pre">VGroupNeuralNetworkLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer" title="manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer</span></code></a></p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">VGroupNeuralNetworkLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer.make_forward_pass_animation">
|
|
<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.triplet">
|
|
<span id="manim-ml-neural-network-layers-triplet-module"></span><h2>manim_ml.neural_network.layers.triplet module<a class="headerlink" href="#module-manim_ml.neural_network.layers.triplet" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet.TripletLayer">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.triplet.</span></span><span class="sig-name descname"><span class="pre">TripletLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">anchor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">positive</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">negative</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stroke_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">font_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">22</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buff</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.triplet.TripletLayer" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer" title="manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.NeuralNetworkLayer</span></code></a></p>
|
|
<p>Shows triplet images</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet.TripletLayer.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">TripletLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.triplet.TripletLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet.TripletLayer.from_paths">
|
|
<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_paths</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">anchor_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">positive_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">negative_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">font_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">22</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buff</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.triplet.TripletLayer.from_paths" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Creates a triplet using the anchor paths</p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet.TripletLayer.make_assets">
|
|
<span class="sig-name descname"><span class="pre">make_assets</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.triplet.TripletLayer.make_assets" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Constructs the assets needed for a triplet layer</p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet.TripletLayer.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.triplet.TripletLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Forward pass for triplet</p>
|
|
</dd></dl>
|
|
</dd></dl>
|
|
</section>
|
|
<section id="module-manim_ml.neural_network.layers.triplet_to_feed_forward">
|
|
<span id="manim-ml-neural-network-layers-triplet-to-feed-forward-module"></span><h2>manim_ml.neural_network.layers.triplet_to_feed_forward module<a class="headerlink" href="#module-manim_ml.neural_network.layers.triplet_to_feed_forward" title="Permalink to this headline">#</a></h2>
|
|
<dl class="py class">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward">
|
|
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.triplet_to_feed_forward.</span></span><span class="sig-name descname"><span class="pre">TripletToFeedForward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">animation_dot_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'#FC6255'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dot_radius</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.02</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.ConnectiveLayer" title="manim_ml.neural_network.layers.parent_layers.ConnectiveLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.ConnectiveLayer</span></code></a></p>
|
|
<p>TripletLayer to FeedForward layer</p>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward.animation_overrides">
|
|
<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">TripletToFeedForward._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward.animation_overrides" title="Permalink to this definition">#</a></dt>
|
|
<dd></dd></dl>
|
|
<dl class="py attribute">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward.input_class">
|
|
<span class="sig-name descname"><span class="pre">input_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward.input_class" title="Permalink to this definition">#</a></dt>
|
|
<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.triplet.TripletLayer" title="manim_ml.neural_network.layers.triplet.TripletLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.triplet.TripletLayer</span></code></a></p>
|
|
</dd></dl>
|
|
<dl class="py method">
|
|
<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward.make_forward_pass_animation">
|
|
<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
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<dd><p>Makes dots diverge from the given location and move to the feed forward nodes decoder</p>
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</dd></dl>
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<dl class="py attribute">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward.output_class">
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<span class="sig-name descname"><span class="pre">output_class</span></span><a class="headerlink" href="#manim_ml.neural_network.layers.triplet_to_feed_forward.TripletToFeedForward.output_class" title="Permalink to this definition">#</a></dt>
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<dd><p>alias of <a class="reference internal" href="#manim_ml.neural_network.layers.feed_forward.FeedForwardLayer" title="manim_ml.neural_network.layers.feed_forward.FeedForwardLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.feed_forward.FeedForwardLayer</span></code></a></p>
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</dd></dl>
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</dd></dl>
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</section>
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<section id="module-manim_ml.neural_network.layers.util">
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<span id="manim-ml-neural-network-layers-util-module"></span><h2>manim_ml.neural_network.layers.util module<a class="headerlink" href="#module-manim_ml.neural_network.layers.util" title="Permalink to this headline">#</a></h2>
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<dl class="py function">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.util.get_connective_layer">
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<span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.util.</span></span><span class="sig-name descname"><span class="pre">get_connective_layer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_layer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_layer</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.util.get_connective_layer" title="Permalink to this definition">#</a></dt>
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<dd><p>Deduces the relevant connective layer</p>
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</dd></dl>
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</section>
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<section id="module-manim_ml.neural_network.layers.vector">
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<span id="manim-ml-neural-network-layers-vector-module"></span><h2>manim_ml.neural_network.layers.vector module<a class="headerlink" href="#module-manim_ml.neural_network.layers.vector" title="Permalink to this headline">#</a></h2>
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<dl class="py class">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.vector.VectorLayer">
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<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">manim_ml.neural_network.layers.vector.</span></span><span class="sig-name descname"><span class="pre">VectorLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_values</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value_func=<function</span> <span class="pre">VectorLayer.<lambda>></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.vector.VectorLayer" title="Permalink to this definition">#</a></dt>
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<dd><p>Bases: <a class="reference internal" href="#manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer" title="manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer"><code class="xref py py-class docutils literal notranslate"><span class="pre">manim_ml.neural_network.layers.parent_layers.VGroupNeuralNetworkLayer</span></code></a></p>
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<p>Shows a vector</p>
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<dl class="py attribute">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.vector.VectorLayer.animation_overrides">
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<span class="sig-name descname"><span class="pre">animation_overrides</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{<class</span> <span class="pre">'manim.animation.creation.Create'>:</span> <span class="pre"><function</span> <span class="pre">VectorLayer._create_override>}</span></em><a class="headerlink" href="#manim_ml.neural_network.layers.vector.VectorLayer.animation_overrides" title="Permalink to this definition">#</a></dt>
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<dd></dd></dl>
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<dl class="py method">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.vector.VectorLayer.make_forward_pass_animation">
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<span class="sig-name descname"><span class="pre">make_forward_pass_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">layer_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.vector.VectorLayer.make_forward_pass_animation" title="Permalink to this definition">#</a></dt>
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<dd></dd></dl>
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<dl class="py method">
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<dt class="sig sig-object py" id="manim_ml.neural_network.layers.vector.VectorLayer.make_vector">
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<span class="sig-name descname"><span class="pre">make_vector</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#manim_ml.neural_network.layers.vector.VectorLayer.make_vector" title="Permalink to this definition">#</a></dt>
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<dd><p>Makes the vector</p>
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</dd></dl>
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</dd></dl>
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</section>
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<section id="module-manim_ml.neural_network.layers">
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<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-manim_ml.neural_network.layers" title="Permalink to this headline">#</a></h2>
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</section>
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</section>
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</article>
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Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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<span class="toc-title">
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Contents
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<div class="toc-tree-container">
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<div class="toc-tree">
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<ul>
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<li><a class="reference internal" href="#">manim_ml.neural_network.layers package</a><ul>
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<li><a class="reference internal" href="#submodules">Submodules</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.convolutional">manim_ml.neural_network.layers.convolutional module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.convolutional_to_convolutional">manim_ml.neural_network.layers.convolutional_to_convolutional module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.embedding">manim_ml.neural_network.layers.embedding module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.embedding_to_feed_forward">manim_ml.neural_network.layers.embedding_to_feed_forward module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.feed_forward">manim_ml.neural_network.layers.feed_forward module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.feed_forward_to_embedding">manim_ml.neural_network.layers.feed_forward_to_embedding module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.feed_forward_to_feed_forward">manim_ml.neural_network.layers.feed_forward_to_feed_forward module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.feed_forward_to_image">manim_ml.neural_network.layers.feed_forward_to_image module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.feed_forward_to_vector">manim_ml.neural_network.layers.feed_forward_to_vector module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.image">manim_ml.neural_network.layers.image module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.image_to_feed_forward">manim_ml.neural_network.layers.image_to_feed_forward module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.paired_query">manim_ml.neural_network.layers.paired_query module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.paired_query_to_feed_forward">manim_ml.neural_network.layers.paired_query_to_feed_forward module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.parent_layers">manim_ml.neural_network.layers.parent_layers module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.triplet">manim_ml.neural_network.layers.triplet module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.triplet_to_feed_forward">manim_ml.neural_network.layers.triplet_to_feed_forward module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.util">manim_ml.neural_network.layers.util module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers.vector">manim_ml.neural_network.layers.vector module</a></li>
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<li><a class="reference internal" href="#module-manim_ml.neural_network.layers">Module contents</a></li>
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</ul>
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</li>
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</ul>
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