55 lines
2.4 KiB
Python
55 lines
2.4 KiB
Python
# Copyright (C) 2018-2021 Intel Corporation
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# SPDX-License-Identifier: Apache-2.0
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from extensions.load.loader import Loader
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from mo.front.caffe import custom_layers_mapping, loader
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from mo.front.caffe.extractor import caffe_type_extractors, caffe_extractor
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from mo.front.common.register_custom_ops import update_extractors_with_extensions, check_for_duplicates
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from mo.front.extractor import extract_node_attrs
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from mo.graph.graph import Graph
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from mo.utils.error import Error
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from mo.utils.telemetry_utils import send_op_names_info, send_shapes_info
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from mo.utils.utils import refer_to_faq_msg
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class CaffeLoader(Loader):
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enabled = True
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def load(self, graph: Graph):
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argv = graph.graph['cmd_params']
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caffe_pb2 = loader.import_caffe_pb2(argv.caffe_parser_path)
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proto, model = loader.load_caffe_proto_model(caffe_pb2, argv.input_proto, argv.input_model)
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update_extractors_with_extensions(
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caffe_type_extractors,
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argv.disable_omitting_optional if hasattr(argv, 'disable_omitting_optional') else False,
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argv.disable_flattening_optional_params if hasattr(argv, 'disable_flattening_optional_params') else False
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)
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try:
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original_shapes = loader.caffe_pb_to_nx(graph, proto, model)
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except ValueError as e:
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raise Error('Invalid prototxt file: value error {}. ' +
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refer_to_faq_msg(11), str(e)) from e
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graph.check_empty_graph('load_caffe_proto_model')
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graph.__setattr__('proto_path', argv.input_proto)
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graph.__setattr__('caffemodel_path', argv.input_model)
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graph.__setattr__('name', getattr(proto, 'name', None) or argv.model_name)
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graph.graph['layout'] = 'NCHW'
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graph.graph['fw'] = 'caffe'
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graph.graph['original_shapes'] = original_shapes
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graph.graph['caffe_pb2'] = caffe_pb2
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custom_layers_map = custom_layers_mapping.load_layers_xml(argv.k)
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custom_layers_mapping.update_extractors(
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caffe_type_extractors,
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custom_layers_map,
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argv.disable_omitting_optional if hasattr(argv, 'disable_omitting_optional') else False,
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argv.enable_flattening_nested_params if hasattr(argv, 'enable_flattening_nested_params') else False
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)
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extract_node_attrs(graph, lambda node: caffe_extractor(node, check_for_duplicates(caffe_type_extractors)))
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send_op_names_info('caffe', graph)
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send_shapes_info('caffe', graph)
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