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Hierarchical Networks Package. This package makes it possible to construct graph-like Node structures, especially hierarchical networks. The most important building block is the new Layer node, which works as an horizontal version of flow. It encapsulates a list of Nodes, which are trained and executed in parallel. For example we can take two Nodes with 100 dimensional input to construct a layer with a 200 dimensional input. The first half of the input data is automatically fed into the first Node, the second half into the second Node. Since one might also want to use Flows (i.e. vertical stacks of Nodes) in a Layer, a wrapper class for Nodes is provided. The FlowNode class wraps any Flow into a Node, which can then be used like any other Node. Together with the Layer this allows you to combine Nodes both horizontally and vertically. Thereby one can in principle realize any feed-forward network topology. For a hierarchical networks one might want to route the different parts of the data to different Nodes in a Layer in complicated ways. This is done by a Switchboard that handles all the routing. Defining the routing manually can be quite tedious, so one can derive subclasses for special routing situations. One such subclass for 2d image data is provided. It maps the data according to rectangular overlapping 2d input areas. One can then feed the output into a Layer and each Node will get the correct input.
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ChannelSwitchboard Base class for Switchboards in which the data is bundled into channels. |
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CloneLayer Layer with a single node instance that is used multiple times. |
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DoubleRect2dSwitchboard Special 2d Switchboard where each inner point is covered twice. |
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DoubleRect2dSwitchboardException Exception for routing problems in the DoubleRect2dSwitchboard class. |
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DoubleRhomb2dSwitchboard Rectangular lattice switchboard covering a rhombic lattice. |
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DoubleRhomb2dSwitchboardException Exception for routing problems in the DoubleRhomb2dSwitchboard class. |
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FlowNode FlowNode wraps a Flow of Nodes into a single Node. |
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HiNetHTMLVisitor Class to convert a hinet flow to HTML. |
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HiNetXHTMLVisitor Modified converter to create valid XHTML. |
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Layer Layers are nodes which consist of multiple horizontally parallel nodes. |
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NewlineWriteFile Decorator for file-like object. |
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Rectangular2dSwitchboard Switchboard for a 2-dimensional topology. |
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Rectangular2dSwitchboardException Exception for routing problems in the Rectangular2dSwitchboard class. |
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SameInputLayer SameInputLayer is a layer were all nodes receive the full input. |
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Switchboard Does the routing associated with the connections between layers. |
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SwitchboardException Exception for routing problems in the Switchboard class. |
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Return a Rectangular2dSwitchboard representing an image. This can then be used as the prev_switchboard. |
Write a flow into a HTML file, open it in the browser and return the file name. flow -- The flow to be shown. filename -- Filename for the HTML file to be created. If None a temporary file is created. title -- Title for the HTML file. show_size -- Show the approximate memory footprint of all nodes. browser_open -- If True (default value) then the slideshow file is automatically opened in a webbrowser. |
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