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examples/Examples/index.html

@@ -34,7 +34,7 @@
         <meta name="lang:search.tokenizer" content="[\s\-]+">
       
       <link rel="shortcut icon" href="../../assets/images/favicon.png">
-      <meta name="generator" content="mkdocs-1.0.4, mkdocs-material-4.4.0">
+      <meta name="generator" content="mkdocs-1.0.4, mkdocs-material-4.4.2">
     
     
       
@@ -42,7 +42,7 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/application.0284f74d.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/application.30686662.css">
       
       
     
@@ -171,7 +171,7 @@
         
       
       
-      <main class="md-main">
+      <main class="md-main" role="main">
         <div class="md-main__inner md-grid" data-md-component="container">
           
             
@@ -476,14 +476,14 @@
     <ul class="md-nav__list" data-md-scrollfix>
       
         <li class="md-nav__item">
-  <a href="#template-model-definition" title="Template model definition" class="md-nav__link">
+  <a href="#template-model-definition" class="md-nav__link">
     Template model definition
   </a>
   
 </li>
       
         <li class="md-nav__item">
-  <a href="#trainer-example" title="Trainer Example" class="md-nav__link">
+  <a href="#trainer-example" class="md-nav__link">
     Trainer Example
   </a>
   
@@ -491,21 +491,21 @@
       <ul class="md-nav__list">
         
           <li class="md-nav__item">
-  <a href="#cpu-hyperparameter-search" title="CPU hyperparameter search" class="md-nav__link">
+  <a href="#cpu-hyperparameter-search" class="md-nav__link">
     CPU hyperparameter search
   </a>
   
 </li>
         
           <li class="md-nav__item">
-  <a href="#hyperparameter-search-on-a-single-or-multiple-gpus" title="Hyperparameter search on a single or multiple GPUs" class="md-nav__link">
+  <a href="#hyperparameter-search-on-a-single-or-multiple-gpus" class="md-nav__link">
     Hyperparameter search on a single or multiple GPUs
   </a>
   
 </li>
         
           <li class="md-nav__item">
-  <a href="#hyperparameter-search-on-a-slurm-hpc-cluster" title="Hyperparameter search on a SLURM HPC cluster" class="md-nav__link">
+  <a href="#hyperparameter-search-on-a-slurm-hpc-cluster" class="md-nav__link">
     Hyperparameter search on a SLURM HPC cluster
   </a>
   
@@ -551,14 +551,14 @@
     <ul class="md-nav__list" data-md-scrollfix>
       
         <li class="md-nav__item">
-  <a href="#template-model-definition" title="Template model definition" class="md-nav__link">
+  <a href="#template-model-definition" class="md-nav__link">
     Template model definition
   </a>
   
 </li>
       
         <li class="md-nav__item">
-  <a href="#trainer-example" title="Trainer Example" class="md-nav__link">
+  <a href="#trainer-example" class="md-nav__link">
     Trainer Example
   </a>
   
@@ -566,21 +566,21 @@
       <ul class="md-nav__list">
         
           <li class="md-nav__item">
-  <a href="#cpu-hyperparameter-search" title="CPU hyperparameter search" class="md-nav__link">
+  <a href="#cpu-hyperparameter-search" class="md-nav__link">
     CPU hyperparameter search
   </a>
   
 </li>
         
           <li class="md-nav__item">
-  <a href="#hyperparameter-search-on-a-single-or-multiple-gpus" title="Hyperparameter search on a single or multiple GPUs" class="md-nav__link">
+  <a href="#hyperparameter-search-on-a-single-or-multiple-gpus" class="md-nav__link">
     Hyperparameter search on a single or multiple GPUs
   </a>
   
 </li>
         
           <li class="md-nav__item">
-  <a href="#hyperparameter-search-on-a-slurm-hpc-cluster" title="Hyperparameter search on a SLURM HPC cluster" class="md-nav__link">
+  <a href="#hyperparameter-search-on-a-slurm-hpc-cluster" class="md-nav__link">
     Hyperparameter search on a SLURM HPC cluster
   </a>
   
@@ -677,93 +677,17 @@ The main function should have 3 arguments: <br />
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-52</pre></div></td><td class="code"><div class="codehilite"><pre><span></span><span class="k">def</span> <span class="nf">main</span><span class="p">(</span><span class="n">hparams</span><span class="p">,</span> <span class="n">cluster</span><span class="p">,</span> <span class="n">results_dict</span><span class="p">):</span>
+14</pre></div></td><td class="code"><div class="codehilite"><pre><span></span><span class="k">def</span> <span class="nf">main</span><span class="p">(</span><span class="n">hparams</span><span class="p">,</span> <span class="n">cluster</span><span class="p">,</span> <span class="n">results_dict</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Main training routine specific for this project</span>
 <span class="sd">    :param hparams:</span>
 <span class="sd">    :return:</span>
 <span class="sd">    &quot;&quot;&quot;</span>
-    <span class="c1"># init experiment</span>
-    <span class="n">log_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">realpath</span><span class="p">(</span><span class="vm">__file__</span><span class="p">))</span>
-    <span class="n">exp</span> <span class="o">=</span> <span class="n">Experiment</span><span class="p">(</span>
-        <span class="n">name</span><span class="o">=</span><span class="s1">&#39;test_tube_exp&#39;</span><span class="p">,</span>
-        <span class="n">debug</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
-        <span class="n">save_dir</span><span class="o">=</span><span class="n">log_dir</span><span class="p">,</span>
-        <span class="n">version</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">autosave</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-        <span class="n">description</span><span class="o">=</span><span class="s1">&#39;test demo&#39;</span>
-    <span class="p">)</span>
-
-    <span class="c1"># set the hparams for the experiment</span>
-    <span class="n">exp</span><span class="o">.</span><span class="n">argparse</span><span class="p">(</span><span class="n">hparams</span><span class="p">)</span>
-    <span class="n">exp</span><span class="o">.</span><span class="n">save</span><span class="p">()</span>
-
     <span class="c1"># build model</span>
     <span class="n">model</span> <span class="o">=</span> <span class="n">MyLightningModule</span><span class="p">(</span><span class="n">hparams</span><span class="p">)</span>
 
-    <span class="c1"># callbacks</span>
-    <span class="n">early_stop</span> <span class="o">=</span> <span class="n">EarlyStopping</span><span class="p">(</span>
-        <span class="n">monitor</span><span class="o">=</span><span class="n">hparams</span><span class="o">.</span><span class="n">early_stop_metric</span><span class="p">,</span>
-        <span class="n">patience</span><span class="o">=</span><span class="n">hparams</span><span class="o">.</span><span class="n">early_stop_patience</span><span class="p">,</span>
-        <span class="n">verbose</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
-        <span class="n">mode</span><span class="o">=</span><span class="n">hparams</span><span class="o">.</span><span class="n">early_stop_mode</span>
-    <span class="p">)</span>
-
-    <span class="n">model_save_path</span> <span class="o">=</span> <span class="s1">&#39;{}/{}/{}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">hparams</span><span class="o">.</span><span class="n">model_save_path</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">version</span><span class="p">)</span>
-    <span class="n">checkpoint</span> <span class="o">=</span> <span class="n">ModelCheckpoint</span><span class="p">(</span>
-        <span class="n">filepath</span><span class="o">=</span><span class="n">model_save_path</span><span class="p">,</span>
-        <span class="n">save_function</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-        <span class="n">save_best_only</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
-        <span class="n">verbose</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
-        <span class="n">monitor</span><span class="o">=</span><span class="n">hparams</span><span class="o">.</span><span class="n">model_save_monitor_value</span><span class="p">,</span>
-        <span class="n">mode</span><span class="o">=</span><span class="n">hparams</span><span class="o">.</span><span class="n">model_save_monitor_mode</span>
-    <span class="p">)</span>
-
     <span class="c1"># configure trainer</span>
-    <span class="n">trainer</span> <span class="o">=</span> <span class="n">Trainer</span><span class="p">(</span>
-        <span class="n">experiment</span><span class="o">=</span><span class="n">exp</span><span class="p">,</span>
-        <span class="n">cluster</span><span class="o">=</span><span class="n">cluster</span><span class="p">,</span>
-        <span class="n">checkpoint_callback</span><span class="o">=</span><span class="n">checkpoint</span><span class="p">,</span>
-        <span class="n">early_stop_callback</span><span class="o">=</span><span class="n">early_stop</span><span class="p">,</span>
-    <span class="p">)</span>
+    <span class="n">trainer</span> <span class="o">=</span> <span class="n">Trainer</span><span class="p">()</span>
 
     <span class="c1"># train model</span>
     <span class="n">trainer</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">model</span><span class="p">)</span>
@@ -938,7 +862,7 @@ argument parser you get the default arguments in the argument parser.</p>
       
     </div>
     
-      <script src="../../assets/javascripts/application.245445c6.js"></script>
+      <script src="../../assets/javascripts/application.c648116f.js"></script>
       
       <script>app.initialize({version:"1.0.4",url:{base:"../.."}})</script>