Metadata-Version: 1.2
Name: ComputationalGraphPrimer
Version: 1.1.1
Summary: An educational module meant to serve as a prelude to talking about automatic differentiation in deep learning frameworks (for example, as provided by the Autograd module in PyTorch)
Home-page: https://engineering.purdue.edu/kak/distCGP/ComputationalGraphPrimer-1.1.1.html
Author: Avinash Kak
Author-email: kak@purdue.edu
Maintainer: Avinash Kak
Maintainer-email: kak@purdue.edu
License: Python Software Foundation License
Download-URL: https://engineering.purdue.edu/kak/distCGP/ComputationalGraphPrimer-1.1.1.tar.gz
Description: 
        
        Consult the module API page at
        
              https://engineering.purdue.edu/kak/distCGP/ComputationalGraphPrimer-1.1.1.html
        
        for all information related to this module, including information related
        to the latest changes to the code.  
        
        ::
        
                from ComputationalGraphPrimer import *
                
                cgp = ComputationalGraphPrimer(
                               expressions = ['xx=xa^2',
                                              'xy=ab*xx+ac*xa',
                                              'xz=bc*xx+xy',
                                              'xw=cd*xx+xz^3'],
                               output_vars = ['xw'],
                               dataset_size = 10000,
                               learning_rate = 1e-6,
                               grad_delta    = 1e-4,
                               display_vals_how_often = 1000,
                      )
                
                cgp.parse_expressions()
                cgp.display_network1()                                                                    
                cgp.gen_gt_dataset(vals_for_learnable_params = {'ab':1.0, 'bc':2.0, 'cd':3.0, 'ac':4.0})
                cgp.train_on_all_data()
                cgp.plot_loss()
        
                  
Keywords: computing in a graph
Platform: All platforms
Classifier: Topic :: Scientific/Engineering
Classifier: Programming Language :: Python :: 3.8
