resolver.py 1.5 KB
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import os
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import sys

SHARED_CAFFE_RESOLVER = None


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def import_caffepb():
    p = os.path.realpath(__file__)
    p = os.path.dirname(p)
    p = os.path.join(p, '../../proto')
    sys.path.insert(0, p)
    import caffepb
    return caffepb


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class CaffeResolver(object):
    def __init__(self):
        self.import_caffe()

    def import_caffe(self):
        self.caffe = None
        try:
            # Try to import PyCaffe first
            import caffe
            self.caffe = caffe
        except ImportError:
            # Fall back to the protobuf implementation
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            self.caffepb = import_caffepb()
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            show_fallback_warning()
        if self.caffe:
            # Use the protobuf code from the imported distribution.
            # This way, Caffe variants with custom layers will work.
            self.caffepb = self.caffe.proto.caffe_pb2
        self.NetParameter = self.caffepb.NetParameter

    def has_pycaffe(self):
        return self.caffe is not None


def get_caffe_resolver():
    global SHARED_CAFFE_RESOLVER
    if SHARED_CAFFE_RESOLVER is None:
        SHARED_CAFFE_RESOLVER = CaffeResolver()
    return SHARED_CAFFE_RESOLVER


def has_pycaffe():
    return get_caffe_resolver().has_pycaffe()


def show_fallback_warning():
    msg = '''
------------------------------------------------------------
    WARNING: PyCaffe not found!
    Falling back to a pure protocol buffer implementation.
    * Conversions will be drastically slower.
------------------------------------------------------------

'''
    sys.stderr.write(msg)