File size: 5,377 Bytes
71c5e40 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 |
# ==========================================================
# Modified from mmcv
# ==========================================================
import json
import pickle
from abc import ABCMeta, abstractmethod
from pathlib import Path
import yaml
try:
from yaml import CLoader as Loader, CDumper as Dumper
except ImportError:
from yaml import Loader, Dumper
# ===========================
# Rigister handler
# ===========================
class BaseFileHandler(metaclass=ABCMeta):
@abstractmethod
def load_from_fileobj(self, file, **kwargs):
pass
@abstractmethod
def dump_to_fileobj(self, obj, file, **kwargs):
pass
@abstractmethod
def dump_to_str(self, obj, **kwargs):
pass
def load_from_path(self, filepath, mode="r", **kwargs):
with open(filepath, mode) as f:
return self.load_from_fileobj(f, **kwargs)
def dump_to_path(self, obj, filepath, mode="w", **kwargs):
with open(filepath, mode) as f:
self.dump_to_fileobj(obj, f, **kwargs)
class JsonHandler(BaseFileHandler):
def load_from_fileobj(self, file):
return json.load(file)
def dump_to_fileobj(self, obj, file, **kwargs):
json.dump(obj, file, **kwargs)
def dump_to_str(self, obj, **kwargs):
return json.dumps(obj, **kwargs)
class PickleHandler(BaseFileHandler):
def load_from_fileobj(self, file, **kwargs):
return pickle.load(file, **kwargs)
def load_from_path(self, filepath, **kwargs):
return super(PickleHandler, self).load_from_path(filepath, mode="rb", **kwargs)
def dump_to_str(self, obj, **kwargs):
kwargs.setdefault("protocol", 2)
return pickle.dumps(obj, **kwargs)
def dump_to_fileobj(self, obj, file, **kwargs):
kwargs.setdefault("protocol", 2)
pickle.dump(obj, file, **kwargs)
def dump_to_path(self, obj, filepath, **kwargs):
super(PickleHandler, self).dump_to_path(obj, filepath, mode="wb", **kwargs)
class YamlHandler(BaseFileHandler):
def load_from_fileobj(self, file, **kwargs):
kwargs.setdefault("Loader", Loader)
return yaml.load(file, **kwargs)
def dump_to_fileobj(self, obj, file, **kwargs):
kwargs.setdefault("Dumper", Dumper)
yaml.dump(obj, file, **kwargs)
def dump_to_str(self, obj, **kwargs):
kwargs.setdefault("Dumper", Dumper)
return yaml.dump(obj, **kwargs)
file_handlers = {
"json": JsonHandler(),
"yaml": YamlHandler(),
"yml": YamlHandler(),
"pickle": PickleHandler(),
"pkl": PickleHandler(),
}
# ===========================
# load and dump
# ===========================
def is_str(x):
"""Whether the input is an string instance.
Note: This method is deprecated since python 2 is no longer supported.
"""
return isinstance(x, str)
def slload(file, file_format=None, **kwargs):
"""Load data from json/yaml/pickle files.
This method provides a unified api for loading data from serialized files.
Args:
file (str or :obj:`Path` or file-like object): Filename or a file-like
object.
file_format (str, optional): If not specified, the file format will be
inferred from the file extension, otherwise use the specified one.
Currently supported formats include "json", "yaml/yml" and
"pickle/pkl".
Returns:
The content from the file.
"""
if isinstance(file, Path):
file = str(file)
if file_format is None and is_str(file):
file_format = file.split(".")[-1]
if file_format not in file_handlers:
raise TypeError(f"Unsupported format: {file_format}")
handler = file_handlers[file_format]
if is_str(file):
obj = handler.load_from_path(file, **kwargs)
elif hasattr(file, "read"):
obj = handler.load_from_fileobj(file, **kwargs)
else:
raise TypeError('"file" must be a filepath str or a file-object')
return obj
def sldump(obj, file=None, file_format=None, **kwargs):
"""Dump data to json/yaml/pickle strings or files.
This method provides a unified api for dumping data as strings or to files,
and also supports custom arguments for each file format.
Args:
obj (any): The python object to be dumped.
file (str or :obj:`Path` or file-like object, optional): If not
specified, then the object is dump to a str, otherwise to a file
specified by the filename or file-like object.
file_format (str, optional): Same as :func:`load`.
Returns:
bool: True for success, False otherwise.
"""
if isinstance(file, Path):
file = str(file)
if file_format is None:
if is_str(file):
file_format = file.split(".")[-1]
elif file is None:
raise ValueError("file_format must be specified since file is None")
if file_format not in file_handlers:
raise TypeError(f"Unsupported format: {file_format}")
handler = file_handlers[file_format]
if file is None:
return handler.dump_to_str(obj, **kwargs)
elif is_str(file):
handler.dump_to_path(obj, file, **kwargs)
elif hasattr(file, "write"):
handler.dump_to_fileobj(obj, file, **kwargs)
else:
raise TypeError('"file" must be a filename str or a file-object')
|