Source code for domainlab.compos.zoo_nn

from domainlab.compos.builder_nn_alex import mkNodeFeatExtractNNBuilderNameAlex
from domainlab.compos.builder_nn_conv_bn_relu_2 import (
    mkNodeFeatExtractNNBuilderNameConvBnRelu2,
)
from domainlab.compos.builder_nn_external_from_file import (
    mkNodeFeatExtractNNBuilderExternFromFile,
)




class FeatExtractNNBuilderChainNodeGetter(object):
    """
    1. Hardcoded chain
    3. Return selected node
    """

    def __init__(self, args, arg_name_of_net, arg_path_of_net):
        """__init__.
        :param args: command line arguments
        :param arg_name_of_net: args.npath to specify
        where to get the external architecture for example
        """
        self.request = args
        self.arg_name_of_net = arg_name_of_net
        self.arg_path_of_net = arg_path_of_net

    def __call__(self):
        """
        1. construct the chain, filter out responsible node,
        create heavy-weight business object
        2. hard code seems to be the best solution
        """
        chain = mkNodeFeatExtractNNBuilderNameConvBnRelu2(
            self.arg_name_of_net, arg_val="conv_bn_pool_2", conv_stride=1
        )(None)
        chain = mkNodeFeatExtractNNBuilderNameConvBnRelu2(
            arg_name4net="nname_dom", arg_val="conv_bn_pool_2", conv_stride=1
        )(chain)
        chain = mkNodeFeatExtractNNBuilderNameAlex(self.arg_name_of_net, "alexnet")(
            chain
        )
        chain = mkNodeFeatExtractNNBuilderExternFromFile(self.arg_path_of_net)(chain)
        node = chain.handle(self.request)
        return node