# Copyright (C) 2020-2021 Arm Limited or its affiliates. All rights reserved. # # SPDX-License-Identifier: Apache-2.0 # # Licensed under the Apache License, Version 2.0 (the License); you may # not use this file except in compliance with the License. # You may obtain a copy of the License at # # www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an AS IS BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # Description: # Dispatcher for reading a neural network model. from . import tflite_model_semantic from . import tflite_reader from . import tosa_model_semantic from . import tosa_reader from .errors import InputFileError from .nn_graph import NetworkType class ModelReaderOptions: def __init__(self, batch_size=1): self.batch_size = batch_size def __str__(self): return type(self).__name__ + ": " + str(self.__dict__) __repr__ = __str__ def read_model(fname, options, feed_dict=None, output_node_names=None, initialisation_nodes=None): if fname.endswith(".tflite"): if feed_dict is None: feed_dict = {} if output_node_names is None: output_node_names = [] if initialisation_nodes is None: initialisation_nodes = [] nng = tflite_reader.read_tflite( fname, options.batch_size, feed_dict=feed_dict, output_node_names=output_node_names, initialisation_nodes=initialisation_nodes, ) nng = tflite_model_semantic.tflite_semantic_checker(nng) return (nng, NetworkType.TFLite) elif fname.endswith(".tosa"): if feed_dict is None: feed_dict = {} if output_node_names is None: output_node_names = [] if initialisation_nodes is None: initialisation_nodes = [] nng = tosa_reader.read_tosa( fname, options.batch_size, feed_dict=feed_dict, output_node_names=output_node_names, initialisation_nodes=initialisation_nodes, ) nng = tosa_model_semantic.tosa_semantic_checker(nng) return (nng, NetworkType.TOSA) else: raise InputFileError(fname, "Unsupported file extension. Only .tflite and .tosa files are supported")