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About the course
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<span class="caption-text">
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Review of Statistics with Resampling Techniques and Linear Algebra
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<p class="caption" role="heading">
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<p aria-level="2" class="caption" role="heading">
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<span class="caption-text">
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From Regression to Support Vector Machines
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Decision Trees, Ensemble Methods and Boosting
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<span class="caption-text">
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Dimensionality Reduction
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<span class="caption-text">
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Deep Learning Methods
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<h1>Recurrent neural networks: Overarching view</h1>
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17. Recurrent neural networks: Overarching view
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<li class="toc-h2 nav-item toc-entry">
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<a class="reference internal nav-link" href="#a-simple-example">
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17.1. A simple example
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<li class="toc-h2 nav-item toc-entry">
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<a class="reference internal nav-link" href="#an-extrapolation-example">
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17.2. An extrapolation example
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<li class="toc-h2 nav-item toc-entry">
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<a class="reference internal nav-link" href="#predicting-new-points-with-a-trained-recurrent-neural-network">
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17.3. Predicting New Points With A Trained Recurrent Neural Network
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</a>
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</li>
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<li class="toc-h2 nav-item toc-entry">
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<a class="reference internal nav-link" href="#other-types-of-recurrent-neural-networks">
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17.4. Other Types of Recurrent Neural Networks
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</a>
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</li>
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</ul>
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<li class="toc-h1 nav-item toc-entry">
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<a class="reference internal nav-link" href="#generative-models">
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18. Generative Models
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<li class="toc-h2 nav-item toc-entry">
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<a class="reference internal nav-link" href="#generative-adversarial-networks">
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18.1. Generative Adversarial Networks
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<a class="reference internal nav-link" href="#writing-our-first-generative-adversarial-network">
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18.2. Writing Our First Generative Adversarial Network
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<li class="toc-h3 nav-item toc-entry">
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<a class="reference internal nav-link" href="#mnist-and-gans">
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18.2.1. MNIST and GANs
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<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/jax/_src/lib/__init__.py:33: UserWarning: JAX on Mac ARM machines is experimental and minimally tested. Please see https://github.com/google/jax/issues/5501 in the event of problems.
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Model: "sequential"
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>=================================================================
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> simple_rnn (SimpleRNN) (None, 32) 1184
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> dense_1 (Dense) (None, 1) 9
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>=================================================================
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Total params: 1,457
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>_________________________________________________________________
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 1/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 2s - loss: 1.1810 - 2s/epoch - 33ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4703 - 307ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 3/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4379 - 303ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4275 - 305ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 5/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4224 - 307ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4224 - 308ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 7/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4212 - 308ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 8/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4198 - 308ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4198 - 304ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 10/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4177 - 304ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 11/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4186 - 305ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4176 - 305ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 13/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4167 - 303ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 14/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4143 - 306ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 15/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4128 - 306ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 16/100
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4144 - 324ms/epoch - 6ms/step
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 17/100
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|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4146 - 307ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 18/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4131 - 303ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 19/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4117 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 20/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4115 - 319ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 21/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4100 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 22/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4088 - 307ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 23/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4089 - 303ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 24/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4082 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 25/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4084 - 304ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 26/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4068 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 27/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4075 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 28/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4055 - 307ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 29/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4069 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 30/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4048 - 307ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 31/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4038 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 32/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4059 - 307ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 33/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4039 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 34/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4045 - 320ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 35/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4030 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 36/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4012 - 304ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 37/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3994 - 304ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 38/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4027 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 39/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4011 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 40/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4017 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 41/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3996 - 303ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 42/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3996 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 43/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.4005 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 44/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3994 - 303ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 45/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3979 - 307ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 46/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3983 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 47/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3979 - 304ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 48/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3955 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 49/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3970 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 50/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3962 - 304ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 51/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3943 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 52/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3975 - 304ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 53/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3944 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 54/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3950 - 304ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 55/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3960 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 56/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3922 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 57/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3922 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 58/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3928 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 59/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3915 - 317ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 60/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3916 - 304ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 61/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3889 - 308ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 62/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3917 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 63/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3891 - 307ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 64/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3906 - 308ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 65/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3914 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 66/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3889 - 307ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 67/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3872 - 302ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 68/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3881 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 69/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3869 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 70/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3888 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 71/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3864 - 305ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 72/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3871 - 302ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 73/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3862 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 74/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3861 - 303ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 75/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3858 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 76/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3864 - 326ms/epoch - 7ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 77/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3851 - 331ms/epoch - 7ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 78/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3862 - 312ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 79/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3837 - 324ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 80/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3815 - 341ms/epoch - 7ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 81/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3838 - 306ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 82/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3834 - 307ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 83/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3830 - 311ms/epoch - 6ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 84/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>50/50 - 0s - loss: 0.3839 - 368ms/epoch - 7ms/step
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 85/100
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
|
||||
<span class="ne">KeyboardInterrupt</span><span class="g g-Whitespace"> </span>Traceback (most recent call last)
|
||||
<span class="o"><</span><span class="n">ipython</span><span class="o">-</span><span class="nb">input</span><span class="o">-</span><span class="mi">1</span><span class="o">-</span><span class="n">fdfcc778e1f8</span><span class="o">></span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">56</span> <span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">57</span>
|
||||
<span class="ne">---> </span><span class="mi">58</span> <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">trainX</span><span class="p">,</span><span class="n">trainY</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">16</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">59</span> <span class="n">trainPredict</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">trainX</span><span class="p">)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">60</span> <span class="n">testPredict</span><span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">testX</span><span class="p">)</span>
|
||||
<span class="ne">ModuleNotFoundError</span><span class="g g-Whitespace"> </span>Traceback (most recent call last)
|
||||
<span class="nn">Input In [1],</span> in <span class="ni"><cell line: 7></span><span class="nt">()</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">5</span> <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">6</span> <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
|
||||
<span class="ne">----> </span><span class="mi">7</span> <span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">8</span> <span class="kn">from</span> <span class="nn">tensorflow.keras</span> <span class="kn">import</span> <span class="n">datasets</span><span class="p">,</span> <span class="n">layers</span><span class="p">,</span> <span class="n">models</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">9</span> <span class="kn">from</span> <span class="nn">tensorflow.keras.layers</span> <span class="kn">import</span> <span class="n">Input</span>
|
||||
|
||||
<span class="nn">~/miniforge3/envs/myenv/lib/python3.9/site-packages/keras/utils/traceback_utils.py</span> in <span class="ni">error_handler</span><span class="nt">(*args, **kwargs)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">62</span> <span class="n">filtered_tb</span> <span class="o">=</span> <span class="kc">None</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">63</span> <span class="k">try</span><span class="p">:</span>
|
||||
<span class="ne">---> </span><span class="mi">64</span> <span class="k">return</span> <span class="n">fn</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">65</span> <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> <span class="c1"># pylint: disable=broad-except</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">66</span> <span class="n">filtered_tb</span> <span class="o">=</span> <span class="n">_process_traceback_frames</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">__traceback__</span><span class="p">)</span>
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="fm">__init__</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">51</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">49</span> <span class="kn">from</span> <span class="nn">._api.v2</span> <span class="kn">import</span> <span class="n">autograph</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">50</span> <span class="kn">from</span> <span class="nn">._api.v2</span> <span class="kn">import</span> <span class="n">bitwise</span>
|
||||
<span class="ne">---> </span><span class="mi">51</span> <span class="kn">from</span> <span class="nn">._api.v2</span> <span class="kn">import</span> <span class="n">compat</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">52</span> <span class="kn">from</span> <span class="nn">._api.v2</span> <span class="kn">import</span> <span class="n">config</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">53</span> <span class="kn">from</span> <span class="nn">._api.v2</span> <span class="kn">import</span> <span class="n">data</span>
|
||||
|
||||
<span class="nn">~/miniforge3/envs/myenv/lib/python3.9/site-packages/keras/engine/training.py</span> in <span class="ni">fit</span><span class="nt">(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">1382</span> <span class="n">_r</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">1383</span> <span class="n">callbacks</span><span class="o">.</span><span class="n">on_train_batch_begin</span><span class="p">(</span><span class="n">step</span><span class="p">)</span>
|
||||
<span class="ne">-> </span><span class="mi">1384</span> <span class="n">tmp_logs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">train_function</span><span class="p">(</span><span class="n">iterator</span><span class="p">)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">1385</span> <span class="k">if</span> <span class="n">data_handler</span><span class="o">.</span><span class="n">should_sync</span><span class="p">:</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">1386</span> <span class="n">context</span><span class="o">.</span><span class="n">async_wait</span><span class="p">()</span>
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">_api</span><span class="o">/</span><span class="n">v2</span><span class="o">/</span><span class="n">compat</span><span class="o">/</span><span class="fm">__init__</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">37</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">3</span> <span class="sd">"""Compatibility functions.</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">4</span><span class="sd"> </span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">5</span><span class="sd"> The `tf.compat` module contains two sets of compatibility functions.</span>
|
||||
<span class="sd"> (...)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">32</span><span class="sd"> </span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">33</span><span class="sd"> """</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">35</span> <span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
|
||||
<span class="ne">---> </span><span class="mi">37</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">v1</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">38</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">v2</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">39</span> <span class="kn">from</span> <span class="nn">tensorflow.python.compat.compat</span> <span class="kn">import</span> <span class="n">forward_compatibility_horizon</span>
|
||||
|
||||
<span class="nn">~/miniforge3/envs/myenv/lib/python3.9/site-packages/tensorflow/python/util/traceback_utils.py</span> in <span class="ni">error_handler</span><span class="nt">(*args, **kwargs)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">148</span> <span class="n">filtered_tb</span> <span class="o">=</span> <span class="kc">None</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">149</span> <span class="k">try</span><span class="p">:</span>
|
||||
<span class="ne">--> </span><span class="mi">150</span> <span class="k">return</span> <span class="n">fn</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">151</span> <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">152</span> <span class="n">filtered_tb</span> <span class="o">=</span> <span class="n">_process_traceback_frames</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">__traceback__</span><span class="p">)</span>
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">_api</span><span class="o">/</span><span class="n">v2</span><span class="o">/</span><span class="n">compat</span><span class="o">/</span><span class="n">v1</span><span class="o">/</span><span class="fm">__init__</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">30</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">28</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">autograph</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">29</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">bitwise</span>
|
||||
<span class="ne">---> </span><span class="mi">30</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">compat</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">31</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">config</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">32</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">data</span>
|
||||
|
||||
<span class="nn">~/miniforge3/envs/myenv/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py</span> in <span class="ni">__call__</span><span class="nt">(self, *args, **kwds)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">913</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">914</span> <span class="k">with</span> <span class="n">OptionalXlaContext</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_jit_compile</span><span class="p">):</span>
|
||||
<span class="ne">--> </span><span class="mi">915</span> <span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_call</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwds</span><span class="p">)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">916</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">917</span> <span class="n">new_tracing_count</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">experimental_get_tracing_count</span><span class="p">()</span>
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">_api</span><span class="o">/</span><span class="n">v2</span><span class="o">/</span><span class="n">compat</span><span class="o">/</span><span class="n">v1</span><span class="o">/</span><span class="n">compat</span><span class="o">/</span><span class="fm">__init__</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">37</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">3</span> <span class="sd">"""Compatibility functions.</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">4</span><span class="sd"> </span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">5</span><span class="sd"> The `tf.compat` module contains two sets of compatibility functions.</span>
|
||||
<span class="sd"> (...)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">32</span><span class="sd"> </span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">33</span><span class="sd"> """</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">35</span> <span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
|
||||
<span class="ne">---> </span><span class="mi">37</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">v1</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">38</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">v2</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">39</span> <span class="kn">from</span> <span class="nn">tensorflow.python.compat.compat</span> <span class="kn">import</span> <span class="n">forward_compatibility_horizon</span>
|
||||
|
||||
<span class="nn">~/miniforge3/envs/myenv/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py</span> in <span class="ni">_call</span><span class="nt">(self, *args, **kwds)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">945</span> <span class="c1"># In this case we have created variables on the first call, so we run the</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">946</span> <span class="c1"># defunned version which is guaranteed to never create variables.</span>
|
||||
<span class="ne">--> </span><span class="mi">947</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_stateless_fn</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwds</span><span class="p">)</span> <span class="c1"># pylint: disable=not-callable</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">948</span> <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_stateful_fn</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">949</span> <span class="c1"># Release the lock early so that multiple threads can perform the call</span>
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">_api</span><span class="o">/</span><span class="n">v2</span><span class="o">/</span><span class="n">compat</span><span class="o">/</span><span class="n">v1</span><span class="o">/</span><span class="n">compat</span><span class="o">/</span><span class="n">v1</span><span class="o">/</span><span class="fm">__init__</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">47</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">45</span> <span class="kn">from</span> <span class="nn">tensorflow._api.v2.compat.v1</span> <span class="kn">import</span> <span class="n">layers</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">46</span> <span class="kn">from</span> <span class="nn">tensorflow._api.v2.compat.v1</span> <span class="kn">import</span> <span class="n">linalg</span>
|
||||
<span class="ne">---> </span><span class="mi">47</span> <span class="kn">from</span> <span class="nn">tensorflow._api.v2.compat.v1</span> <span class="kn">import</span> <span class="n">lite</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">48</span> <span class="kn">from</span> <span class="nn">tensorflow._api.v2.compat.v1</span> <span class="kn">import</span> <span class="n">logging</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">49</span> <span class="kn">from</span> <span class="nn">tensorflow._api.v2.compat.v1</span> <span class="kn">import</span> <span class="n">lookup</span>
|
||||
|
||||
<span class="nn">~/miniforge3/envs/myenv/lib/python3.9/site-packages/tensorflow/python/eager/function.py</span> in <span class="ni">__call__</span><span class="nt">(self, *args, **kwargs)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">2954</span> <span class="p">(</span><span class="n">graph_function</span><span class="p">,</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">2955</span> <span class="n">filtered_flat_args</span><span class="p">)</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_maybe_define_function</span><span class="p">(</span><span class="n">args</span><span class="p">,</span> <span class="n">kwargs</span><span class="p">)</span>
|
||||
<span class="ne">-> </span><span class="mi">2956</span> <span class="k">return</span> <span class="n">graph_function</span><span class="o">.</span><span class="n">_call_flat</span><span class="p">(</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">2957</span> <span class="n">filtered_flat_args</span><span class="p">,</span> <span class="n">captured_inputs</span><span class="o">=</span><span class="n">graph_function</span><span class="o">.</span><span class="n">captured_inputs</span><span class="p">)</span> <span class="c1"># pylint: disable=protected-access</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">2958</span>
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">_api</span><span class="o">/</span><span class="n">v2</span><span class="o">/</span><span class="n">compat</span><span class="o">/</span><span class="n">v1</span><span class="o">/</span><span class="n">lite</span><span class="o">/</span><span class="fm">__init__</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">9</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">6</span> <span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">8</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">constants</span>
|
||||
<span class="ne">----> </span><span class="mi">9</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">experimental</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">10</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python.lite</span> <span class="kn">import</span> <span class="n">Interpreter</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">11</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python.lite</span> <span class="kn">import</span> <span class="n">OpHint</span>
|
||||
|
||||
<span class="nn">~/miniforge3/envs/myenv/lib/python3.9/site-packages/tensorflow/python/eager/function.py</span> in <span class="ni">_call_flat</span><span class="nt">(self, args, captured_inputs, cancellation_manager)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">1851</span> <span class="ow">and</span> <span class="n">executing_eagerly</span><span class="p">):</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">1852</span> <span class="c1"># No tape is watching; skip to running the function.</span>
|
||||
<span class="ne">-> </span><span class="mi">1853</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_call_outputs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_inference_function</span><span class="o">.</span><span class="n">call</span><span class="p">(</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">1854</span> <span class="n">ctx</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">cancellation_manager</span><span class="o">=</span><span class="n">cancellation_manager</span><span class="p">))</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">1855</span> <span class="n">forward_backward</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_select_forward_and_backward_functions</span><span class="p">(</span>
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">_api</span><span class="o">/</span><span class="n">v2</span><span class="o">/</span><span class="n">compat</span><span class="o">/</span><span class="n">v1</span><span class="o">/</span><span class="n">lite</span><span class="o">/</span><span class="n">experimental</span><span class="o">/</span><span class="fm">__init__</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">8</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">3</span> <span class="sd">"""Public API for tf.lite.experimental namespace.</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">4</span><span class="sd"> """</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">6</span> <span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
|
||||
<span class="ne">----> </span><span class="mi">8</span> <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">authoring</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">9</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python.analyzer</span> <span class="kn">import</span> <span class="n">ModelAnalyzer</span> <span class="k">as</span> <span class="n">Analyzer</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">10</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python.lite</span> <span class="kn">import</span> <span class="n">OpResolverType</span>
|
||||
|
||||
<span class="nn">~/miniforge3/envs/myenv/lib/python3.9/site-packages/tensorflow/python/eager/function.py</span> in <span class="ni">call</span><span class="nt">(self, ctx, args, cancellation_manager)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">497</span> <span class="k">with</span> <span class="n">_InterpolateFunctionError</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">498</span> <span class="k">if</span> <span class="n">cancellation_manager</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<span class="ne">--> </span><span class="mi">499</span> <span class="n">outputs</span> <span class="o">=</span> <span class="n">execute</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">500</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">signature</span><span class="o">.</span><span class="n">name</span><span class="p">),</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">501</span> <span class="n">num_outputs</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_num_outputs</span><span class="p">,</span>
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">_api</span><span class="o">/</span><span class="n">v2</span><span class="o">/</span><span class="n">compat</span><span class="o">/</span><span class="n">v1</span><span class="o">/</span><span class="n">lite</span><span class="o">/</span><span class="n">experimental</span><span class="o">/</span><span class="n">authoring</span><span class="o">/</span><span class="fm">__init__</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">8</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">3</span> <span class="sd">"""Public API for tf.lite.experimental.authoring namespace.</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">4</span><span class="sd"> """</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">6</span> <span class="kn">import</span> <span class="nn">sys</span> <span class="k">as</span> <span class="nn">_sys</span>
|
||||
<span class="ne">----> </span><span class="mi">8</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python.authoring.authoring</span> <span class="kn">import</span> <span class="n">compatible</span>
|
||||
|
||||
<span class="nn">~/miniforge3/envs/myenv/lib/python3.9/site-packages/tensorflow/python/eager/execute.py</span> in <span class="ni">quick_execute</span><span class="nt">(op_name, num_outputs, inputs, attrs, ctx, name)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">52</span> <span class="k">try</span><span class="p">:</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">53</span> <span class="n">ctx</span><span class="o">.</span><span class="n">ensure_initialized</span><span class="p">()</span>
|
||||
<span class="ne">---> </span><span class="mi">54</span> <span class="n">tensors</span> <span class="o">=</span> <span class="n">pywrap_tfe</span><span class="o">.</span><span class="n">TFE_Py_Execute</span><span class="p">(</span><span class="n">ctx</span><span class="o">.</span><span class="n">_handle</span><span class="p">,</span> <span class="n">device_name</span><span class="p">,</span> <span class="n">op_name</span><span class="p">,</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">55</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">attrs</span><span class="p">,</span> <span class="n">num_outputs</span><span class="p">)</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">56</span> <span class="k">except</span> <span class="n">core</span><span class="o">.</span><span class="n">_NotOkStatusException</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">lite</span><span class="o">/</span><span class="n">python</span><span class="o">/</span><span class="n">authoring</span><span class="o">/</span><span class="n">authoring</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">43</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">39</span> <span class="kn">import</span> <span class="nn">functools</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">42</span> <span class="c1"># pylint: disable=g-import-not-at-top</span>
|
||||
<span class="ne">---> </span><span class="mi">43</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python</span> <span class="kn">import</span> <span class="n">convert</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">44</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python</span> <span class="kn">import</span> <span class="n">lite</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">45</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python.metrics</span> <span class="kn">import</span> <span class="n">converter_error_data_pb2</span>
|
||||
|
||||
<span class="ne">KeyboardInterrupt</span>:
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">lite</span><span class="o">/</span><span class="n">python</span><span class="o">/</span><span class="n">convert</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">29</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">26</span> <span class="kn">import</span> <span class="nn">six</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">28</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python</span> <span class="kn">import</span> <span class="n">lite_constants</span>
|
||||
<span class="ne">---> </span><span class="mi">29</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python</span> <span class="kn">import</span> <span class="n">util</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">30</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python</span> <span class="kn">import</span> <span class="n">wrap_toco</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">31</span> <span class="kn">from</span> <span class="nn">tensorflow.lite.python.convert_phase</span> <span class="kn">import</span> <span class="n">Component</span>
|
||||
|
||||
<span class="n">File</span> <span class="o">~/</span><span class="n">miniforge3</span><span class="o">/</span><span class="n">envs</span><span class="o">/</span><span class="n">myenv</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">/</span><span class="n">lite</span><span class="o">/</span><span class="n">python</span><span class="o">/</span><span class="n">util</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">26</span><span class="p">,</span> <span class="ow">in</span> <span class="o"><</span><span class="n">module</span><span class="o">></span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">23</span> <span class="kn">import</span> <span class="nn">six</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">24</span> <span class="kn">from</span> <span class="nn">six.moves</span> <span class="kn">import</span> <span class="nb">range</span>
|
||||
<span class="ne">---> </span><span class="mi">26</span> <span class="kn">import</span> <span class="nn">flatbuffers</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">27</span> <span class="kn">from</span> <span class="nn">tensorflow.core.protobuf</span> <span class="kn">import</span> <span class="n">config_pb2</span> <span class="k">as</span> <span class="n">_config_pb2</span>
|
||||
<span class="g g-Whitespace"> </span><span class="mi">28</span> <span class="kn">from</span> <span class="nn">tensorflow.core.protobuf</span> <span class="kn">import</span> <span class="n">graph_debug_info_pb2</span>
|
||||
|
||||
<span class="ne">ModuleNotFoundError</span>: No module named 'flatbuffers'
|
||||
</pre></div>
|
||||
</div>
|
||||
</div>
|
||||
@@ -2311,45 +1853,35 @@ latent space.</p>
|
||||
|
||||
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|
||||
|
||||
|
||||
|
||||
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||||
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