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Usage of the GCC backend_utils
Christoph edited this page Feb 6, 2020
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The GCC backend_utils provide a set of commonly needed functions for the GCC backend. Although those functionality was created for the use in the GCC backend, it can also be used in other backends using a similiar structure as the GCC backend.
The range of functions reaches from simple IO Tasks to specific information contained in the intermediate format.
The parameter input in the table below references always to a valid network model in the intermediate format.
Method name | Parameters | Functionality |
---|---|---|
replace_markers | file, markers | Replaces all given markes in the given file with their respective value. |
read_marker_file | filename | Reads the file with given filename. |
write_header_and_c_file | out_dir, h_file, h_file_name, c_file_source, c_file_name, exec_file | Writes header- (h_file and h_file) and c-file (c_file_source, c_file_name) into given output directory (out_dir). Optionally an executable file (exec_file) is copied into the given output directory. |
convert_array_to_string | array | Returns a string representation of the given array with surrounding curly brackets. |
get_number_of_layers | input | Returns the number of layers in the given network model. |
get_layer_types_string | input, layer_types | Returns a string containing an array of indices representing the layer type of each layer. Indices are taken from the given layer_types dictionary of the form {<layer_name>:<index>} . |
get_output_dimensions | input | Returns an array with height values, an array with width values and an array with depth values of the given network model. |
get_pool_size_strings | input | Returns an array with pool height values and an array with pool width values of the given network model. |
get_strides_strings | input | Returns an array with stride height values and an array with stride width values of the given network model. |
get_padding_string | input, padding_types | Returns an array with the padding values of the given network model. |
get_activation_function_string | input, activation_functions | Returns a string containing an array of indices representing the activation function for each layer. Indices are taken from the given dictionary of the form {<activation_function>:<index>} . |
get_bias_information | input | Returns a string containing an array of bools indicating the usage of biases, a string containing an array of indices indicating the start position of bias values for each layer, and a flattened array of weights values. |
get_weight_information | input, layerOutputHeight | Returns a string containing an array of indices indicating the start position of weight values for each layer, and a flattened array of weights values. |