mirror of
https://github.com/deepfakes/faceswap
synced 2025-06-08 20:13:52 -04:00
70ee125283
- Add new serializers (npy + compressed) - Remove Serializer option from cli - Revert get_aligned call in scripts/extract - Default alignments to compressed - Size masks to 128px and compress - Remove mask thresholding/blur from generation code - Add Mask class to lib/faces_detect - Revert debug landmarks to aligned face - Revert non-extraction code to staging version
349 lines
10 KiB
Python
349 lines
10 KiB
Python
#!/usr/bin/env python3
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"""
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Library for serializing python objects to and from various different serializer formats
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"""
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import json
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import logging
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import os
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import pickle
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import zlib
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from io import BytesIO
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import numpy as np
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from lib.utils import FaceswapError
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try:
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import yaml
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except ImportError:
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yaml = None
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logger = logging.getLogger(__name__) # pylint: disable=invalid-name
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class Serializer():
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""" A convenience class for various serializers.
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This class should not be called directly as it acts as the parent for various serializers.
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All serializers should be called from :func:`get_serializer` or
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:func:`get_serializer_from_filename`
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Example
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-------
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>>> from lib.serializer import get_serializer
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>>> serializer = get_serializer('json')
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>>> json_file = '/path/to/json/file.json'
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>>> data = serializer.load(json_file)
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>>> serializer.save(json_file, data)
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"""
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def __init__(self):
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self._file_extension = None
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self._write_option = "wb"
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self._read_option = "rb"
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@property
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def file_extension(self):
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""" str: The file extension of the serializer """
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return self._file_extension
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def save(self, filename, data):
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""" Serialize data and save to a file
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Parameters
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----------
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filename: str
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The path to where the serialized file should be saved
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data: varies
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The data that is to be serialized to file
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Example
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------
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>>> serializer = get_serializer('json')
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>>> data ['foo', 'bar']
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>>> json_file = '/path/to/json/file.json'
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>>> serializer.save(json_file, data)
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"""
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logger.debug("filename: %s, data type: %s", filename, type(data))
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filename = self._check_extension(filename)
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try:
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with open(filename, self._write_option) as s_file:
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s_file.write(self.marshal(data))
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except IOError as err:
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msg = "Error writing to '{}': {}".format(filename, err.strerror)
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raise FaceswapError(msg) from err
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def _check_extension(self, filename):
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""" Check the filename has an extension. If not add the correct one for the serializer """
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extension = os.path.splitext(filename)[1]
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retval = filename if extension else "{}.{}".format(filename, self.file_extension)
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logger.debug("Original filename: '%s', final filename: '%s'", filename, retval)
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return retval
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def load(self, filename):
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""" Load data from an existing serialized file
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Parameters
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----------
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filename: str
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The path to the serialized file
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Returns
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----------
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data: varies
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The data in a python object format
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Example
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------
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>>> serializer = get_serializer('json')
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>>> json_file = '/path/to/json/file.json'
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>>> data = serializer.load(json_file)
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"""
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logger.debug("filename: %s", filename)
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try:
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with open(filename, self._read_option) as s_file:
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data = s_file.read()
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logger.debug("stored data type: %s", type(data))
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retval = self.unmarshal(data)
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except IOError as err:
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msg = "Error reading from '{}': {}".format(filename, err.strerror)
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raise FaceswapError(msg) from err
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logger.debug("data type: %s", type(retval))
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return retval
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def marshal(self, data):
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""" Serialize an object
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Parameters
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----------
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data: varies
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The data that is to be serialized
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Returns
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-------
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data: varies
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The data in a the serialized data format
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Example
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------
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>>> serializer = get_serializer('json')
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>>> data ['foo', 'bar']
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>>> json_data = serializer.marshal(data)
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"""
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logger.debug("data type: %s", type(data))
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try:
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retval = self._marshal(data)
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except Exception as err:
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msg = "Error serializing data for type {}: {}".format(type(data), str(err))
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raise FaceswapError(msg) from err
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logger.debug("returned data type: %s", type(retval))
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return retval
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def unmarshal(self, serialized_data):
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""" Unserialize data to its original object type
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Parameters
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----------
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serialized_data: varies
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Data in serializer format that is to be unmarshalled to its original object
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Returns
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-------
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data: varies
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The data in a python object format
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Example
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------
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>>> serializer = get_serializer('json')
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>>> json_data = <json object>
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>>> data = serializer.unmarshal(json_data)
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"""
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logger.debug("data type: %s", type(serialized_data))
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try:
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retval = self._unmarshal(serialized_data)
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except Exception as err:
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msg = "Error unserializing data for type {}: {}".format(type(serialized_data),
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str(err))
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raise FaceswapError(msg) from err
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logger.debug("returned data type: %s", type(retval))
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return retval
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@classmethod
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def _marshal(cls, data):
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""" Override for serializer specific marshalling """
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raise NotImplementedError()
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@classmethod
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def _unmarshal(cls, data):
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""" Override for serializer specific unmarshalling """
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raise NotImplementedError()
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class _YAMLSerializer(Serializer):
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""" YAML Serializer """
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def __init__(self):
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super().__init__()
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self._file_extension = "yml"
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@classmethod
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def _marshal(cls, data):
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return yaml.dump(data, default_flow_style=False).encode("utf-8")
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@classmethod
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def _unmarshal(cls, data):
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return yaml.load(data.decode("utf-8"), Loader=yaml.FullLoader)
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class _JSONSerializer(Serializer):
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""" JSON Serializer """
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def __init__(self):
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super().__init__()
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self._file_extension = "json"
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@classmethod
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def _marshal(cls, data):
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return json.dumps(data, indent=2).encode("utf-8")
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@classmethod
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def _unmarshal(cls, data):
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return json.loads(data.decode("utf-8"))
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class _PickleSerializer(Serializer):
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""" Pickle Serializer """
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def __init__(self):
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super().__init__()
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self._file_extension = "pickle"
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@classmethod
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def _marshal(cls, data):
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return pickle.dumps(data)
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@classmethod
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def _unmarshal(cls, data):
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return pickle.loads(data)
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class _NPYSerializer(Serializer): # pylint:disable=abstract-method
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""" NPY Serializer """
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def __init__(self):
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super().__init__()
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self._file_extension = "npy"
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self._bytes = BytesIO()
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def _marshal(self, data):
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""" NPY Marshal to bytesIO so standard bytes writer can write out """
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b_handler = BytesIO()
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np.save(b_handler, data)
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b_handler.seek(0)
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return b_handler.read()
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def _unmarshal(self, data):
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""" NPY Unmarshal to bytesIO so we can use numpy loader """
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b_handler = BytesIO(data)
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retval = np.load(b_handler)
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del b_handler
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if retval.dtype == "object":
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retval = retval[()]
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return retval
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class _CompressedSerializer(Serializer):
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""" A compressed pickle serializer for Faceswap """
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def __init__(self):
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super().__init__()
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self._file_extension = "fsc"
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self._child = get_serializer("pickle")
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def _marshal(self, data):
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""" Pickle and compress data """
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data = self._child._marshal(data) # pylint: disable=protected-access
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return zlib.compress(data)
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def _unmarshal(self, data):
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""" Decompress and unpicke data """
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data = zlib.decompress(data)
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return self._child._unmarshal(data) # pylint: disable=protected-access
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def get_serializer(serializer):
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""" Obtain a serializer object
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Parameters
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----------
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serializer: {'json', 'pickle', yaml', 'npy', 'compressed'}
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The required serializer format
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Returns
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-------
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serializer: :class:`Serializer`
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A serializer object for handling the requested data format
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Example
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-------
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>>> serializer = get_serializer('json')
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"""
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if serializer.lower() == "npy":
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retval = _NPYSerializer()
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elif serializer.lower() == "compressed":
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retval = _CompressedSerializer()
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elif serializer.lower() == "json":
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retval = _JSONSerializer()
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elif serializer.lower() == "pickle":
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retval = _PickleSerializer()
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elif serializer.lower() == "yaml" and yaml is not None:
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retval = _YAMLSerializer()
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elif serializer.lower() == "yaml" and yaml is None:
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logger.warning("You must have PyYAML installed to use YAML as the serializer."
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"Switching to JSON as the serializer.")
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retval = _JSONSerializer
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else:
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logger.warning("Unrecognized serializer: '%s'. Returning json serializer", serializer)
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logger.debug(retval)
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return retval
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def get_serializer_from_filename(filename):
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""" Obtain a serializer object from a filename
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Parameters
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----------
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filename: str
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Filename to determine the serializer type from
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Returns
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-------
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serializer: :class:`Serializer`
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A serializer object for handling the requested data format
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Example
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-------
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>>> filename = '/path/to/json/file.json'
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>>> serializer = get_serializer_from_filename(filename)
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"""
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logger.debug("filename: '%s'", filename)
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extension = os.path.splitext(filename)[1].lower()
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logger.debug("extension: '%s'", extension)
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if extension == ".json":
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retval = _JSONSerializer()
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elif extension == ".p":
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retval = _PickleSerializer()
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elif extension == ".npy":
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retval = _NPYSerializer()
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elif extension == ".fsc":
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retval = _CompressedSerializer()
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elif extension in (".yaml", ".yml") and yaml is not None:
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retval = _YAMLSerializer()
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elif extension in (".yaml", ".yml") and yaml is None:
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logger.warning("You must have PyYAML installed to use YAML as the serializer.\n"
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"Switching to JSON as the serializer.")
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retval = _JSONSerializer()
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else:
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logger.warning("Unrecognized extension: '%s'. Returning json serializer", extension)
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retval = _JSONSerializer()
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logger.debug(retval)
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return retval
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