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Edit File : pickle.py \| Size : 56.63 KB
"""Create portable serialized representations of Python objects. See module copyreg for a mechanism for registering custom picklers. See module pickletools source for extensive comments. Classes: Pickler Unpickler Functions: dump(object, file) dumps(object) -> string load(file) -> object loads(string) -> object Misc variables: __version__ format_version compatible_formats """ from types import FunctionType from copyreg import dispatch_table from copyreg import _extension_registry, _inverted_registry, _extension_cache from itertools import islice from functools import partial import sys from sys import maxsize from struct import pack, unpack import re import io import codecs import _compat_pickle __all__ = ["PickleError", "PicklingError", "UnpicklingError", "Pickler", "Unpickler", "dump", "dumps", "load", "loads"] # Shortcut for use in isinstance testing bytes_types = (bytes, bytearray) # These are purely informational; no code uses these. format_version = "4.0" # File format version we write compatible_formats = ["1.0", # Original protocol 0 "1.1", # Protocol 0 with INST added "1.2", # Original protocol 1 "1.3", # Protocol 1 with BINFLOAT added "2.0", # Protocol 2 "3.0", # Protocol 3 "4.0", # Protocol 4 ] # Old format versions we can read # This is the highest protocol number we know how to read. HIGHEST_PROTOCOL = 4 # The protocol we write by default. May be less than HIGHEST_PROTOCOL. # We intentionally write a protocol that Python 2.x cannot read; # there are too many issues with that. DEFAULT_PROTOCOL = 3 class PickleError(Exception): """A common base class for the other pickling exceptions.""" pass class PicklingError(PickleError): """This exception is raised when an unpicklable object is passed to the dump() method. """ pass class UnpicklingError(PickleError): """This exception is raised when there is a problem unpickling an object, such as a security violation. Note that other exceptions may also be raised during unpickling, including (but not necessarily limited to) AttributeError, EOFError, ImportError, and IndexError. """ pass # An instance of _Stop is raised by Unpickler.load_stop() in response to # the STOP opcode, passing the object that is the result of unpickling. class _Stop(Exception): def __init__(self, value): self.value = value # Jython has PyStringMap; it's a dict subclass with string keys try: from org.python.core import PyStringMap except ImportError: PyStringMap = None # Pickle opcodes. See pickletools.py for extensive docs. The listing # here is in kind-of alphabetical order of 1-character pickle code. # pickletools groups them by purpose. MARK = b'(' # push special markobject on stack STOP = b'.' # every pickle ends with STOP POP = b'0' # discard topmost stack item POP_MARK = b'1' # discard stack top through topmost markobject DUP = b'2' # duplicate top stack item FLOAT = b'F' # push float object; decimal string argument INT = b'I' # push integer or bool; decimal string argument BININT = b'J' # push four-byte signed int BININT1 = b'K' # push 1-byte unsigned int LONG = b'L' # push long; decimal string argument BININT2 = b'M' # push 2-byte unsigned int NONE = b'N' # push None PERSID = b'P' # push persistent object; id is taken from string arg BINPERSID = b'Q' # " " " ; " " " " stack REDUCE = b'R' # apply callable to argtuple, both on stack STRING = b'S' # push string; NL-terminated string argument BINSTRING = b'T' # push string; counted binary string argument SHORT_BINSTRING= b'U' # " " ; " " " " < 256 bytes UNICODE = b'V' # push Unicode string; raw-unicode-escaped'd argument BINUNICODE = b'X' # " " " ; counted UTF-8 string argument APPEND = b'a' # append stack top to list below it BUILD = b'b' # call __setstate__ or __dict__.update() GLOBAL = b'c' # push self.find_class(modname, name); 2 string args DICT = b'd' # build a dict from stack items EMPTY_DICT = b'}' # push empty dict APPENDS = b'e' # extend list on stack by topmost stack slice GET = b'g' # push item from memo on stack; index is string arg BINGET = b'h' # " " " " " " ; " " 1-byte arg INST = b'i' # build & push class instance LONG_BINGET = b'j' # push item from memo on stack; index is 4-byte arg LIST = b'l' # build list from topmost stack items EMPTY_LIST = b']' # push empty list OBJ = b'o' # build & push class instance PUT = b'p' # store stack top in memo; index is string arg BINPUT = b'q' # " " " " " ; " " 1-byte arg LONG_BINPUT = b'r' # " " " " " ; " " 4-byte arg SETITEM = b's' # add key+value pair to dict TUPLE = b't' # build tuple from topmost stack items EMPTY_TUPLE = b')' # push empty tuple SETITEMS = b'u' # modify dict by adding topmost key+value pairs BINFLOAT = b'G' # push float; arg is 8-byte float encoding TRUE = b'I01\n' # not an opcode; see INT docs in pickletools.py FALSE = b'I00\n' # not an opcode; see INT docs in pickletools.py # Protocol 2 PROTO = b'\x80' # identify pickle protocol NEWOBJ = b'\x81' # build object by applying cls.__new__ to argtuple EXT1 = b'\x82' # push object from extension registry; 1-byte index EXT2 = b'\x83' # ditto, but 2-byte index EXT4 = b'\x84' # ditto, but 4-byte index TUPLE1 = b'\x85' # build 1-tuple from stack top TUPLE2 = b'\x86' # build 2-tuple from two topmost stack items TUPLE3 = b'\x87' # build 3-tuple from three topmost stack items NEWTRUE = b'\x88' # push True NEWFALSE = b'\x89' # push False LONG1 = b'\x8a' # push long from < 256 bytes LONG4 = b'\x8b' # push really big long _tuplesize2code = [EMPTY_TUPLE, TUPLE1, TUPLE2, TUPLE3] # Protocol 3 (Python 3.x) BINBYTES = b'B' # push bytes; counted binary string argument SHORT_BINBYTES = b'C' # " " ; " " " " < 256 bytes # Protocol 4 SHORT_BINUNICODE = b'\x8c' # push short string; UTF-8 length < 256 bytes BINUNICODE8 = b'\x8d' # push very long string BINBYTES8 = b'\x8e' # push very long bytes string EMPTY_SET = b'\x8f' # push empty set on the stack ADDITEMS = b'\x90' # modify set by adding topmost stack items FROZENSET = b'\x91' # build frozenset from topmost stack items NEWOBJ_EX = b'\x92' # like NEWOBJ but work with keyword only arguments STACK_GLOBAL = b'\x93' # same as GLOBAL but using names on the stacks MEMOIZE = b'\x94' # store top of the stack in memo FRAME = b'\x95' # indicate the beginning of a new frame __all__.extend([x for x in dir() if re.match("[A-Z][A-Z0-9_]+$", x)]) class _Framer: _FRAME_SIZE_MIN = 4 _FRAME_SIZE_TARGET = 64 * 1024 def __init__(self, file_write): self.file_write = file_write self.current_frame = None def start_framing(self): self.current_frame = io.BytesIO() def end_framing(self): if self.current_frame and self.current_frame.tell() > 0: self.commit_frame(force=True) self.current_frame = None def commit_frame(self, force=False): if self.current_frame: f = self.current_frame if f.tell() >= self._FRAME_SIZE_TARGET or force: data = f.getbuffer() write = self.file_write if len(data) >= self._FRAME_SIZE_MIN: # Issue a single call to the write method of the underlying # file object for the frame opcode with the size of the # frame. The concatenation is expected to be less expensive # than issuing an additional call to write. write(FRAME + pack("<Q", len(data))) # Issue a separate call to write to append the frame # contents without concatenation to the above to avoid a # memory copy. write(data) # Start the new frame with a new io.BytesIO instance so that # the file object can have delayed access to the previous frame # contents via an unreleased memoryview of the previous # io.BytesIO instance. self.current_frame = io.BytesIO() def write(self, data): if self.current_frame: return self.current_frame.write(data) else: return self.file_write(data) def write_large_bytes(self, header, payload): write = self.file_write if self.current_frame: # Terminate the current frame and flush it to the file. self.commit_frame(force=True) # Perform direct write of the header and payload of the large binary # object. Be careful not to concatenate the header and the payload # prior to calling 'write' as we do not want to allocate a large # temporary bytes object. # We intentionally do not insert a protocol 4 frame opcode to make # it possible to optimize file.read calls in the loader. write(header) write(payload) class _Unframer: def __init__(self, file_read, file_readline, file_tell=None): self.file_read = file_read self.file_readline = file_readline self.current_frame = None def read(self, n): if self.current_frame: data = self.current_frame.read(n) if not data and n != 0: self.current_frame = None return self.file_read(n) if len(data) < n: raise UnpicklingError( "pickle exhausted before end of frame") return data else: return self.file_read(n) def readline(self): if self.current_frame: data = self.current_frame.readline() if not data: self.current_frame = None return self.file_readline() if data[-1] != b'\n'[0]: raise UnpicklingError( "pickle exhausted before end of frame") return data else: return self.file_readline() def load_frame(self, frame_size): if self.current_frame and self.current_frame.read() != b'': raise UnpicklingError( "beginning of a new frame before end of current frame") self.current_frame = io.BytesIO(self.file_read(frame_size)) # Tools used for pickling. def _getattribute(obj, name): for subpath in name.split('.'): if subpath == '<locals>': raise AttributeError("Can't get local attribute {!r} on {!r}" .format(name, obj)) try: parent = obj obj = getattr(obj, subpath) except AttributeError: raise AttributeError("Can't get attribute {!r} on {!r}" .format(name, obj)) from None return obj, parent def whichmodule(obj, name): """Find the module an object belong to.""" module_name = getattr(obj, '__module__', None) if module_name is not None: return module_name # Protect the iteration by using a list copy of sys.modules against dynamic # modules that trigger imports of other modules upon calls to getattr. for module_name, module in list(sys.modules.items()): if module_name == '__main__' or module is None: continue try: if _getattribute(module, name)[0] is obj: return module_name except AttributeError: pass return '__main__' def encode_long(x): r"""Encode a long to a two's complement little-endian binary string. Note that 0 is a special case, returning an empty string, to save a byte in the LONG1 pickling context. >>> encode_long(0) b'' >>> encode_long(255) b'\xff\x00' >>> encode_long(32767) b'\xff\x7f' >>> encode_long(-256) b'\x00\xff' >>> encode_long(-32768) b'\x00\x80' >>> encode_long(-128) b'\x80' >>> encode_long(127) b'\x7f' >>> """ if x == 0: return b'' nbytes = (x.bit_length() >> 3) + 1 result = x.to_bytes(nbytes, byteorder='little', signed=True) if x < 0 and nbytes > 1: if result[-1] == 0xff and (result[-2] & 0x80) != 0: result = result[:-1] return result def decode_long(data): r"""Decode a long from a two's complement little-endian binary string. >>> decode_long(b'') 0 >>> decode_long(b"\xff\x00") 255 >>> decode_long(b"\xff\x7f") 32767 >>> decode_long(b"\x00\xff") -256 >>> decode_long(b"\x00\x80") -32768 >>> decode_long(b"\x80") -128 >>> decode_long(b"\x7f") 127 """ return int.from_bytes(data, byteorder='little', signed=True) # Pickling machinery class _Pickler: def __init__(self, file, protocol=None, , fix_imports=True): """This takes a binary file for writing a pickle data stream. The optional protocol* argument tells the pickler to use the given protocol; supported protocols are 0, 1, 2, 3 and 4. The default protocol is 3; a backward-incompatible protocol designed for Python 3. Specifying a negative protocol version selects the highest protocol version supported. The higher the protocol used, the more recent the version of Python needed to read the pickle produced. The file argument must have a write() method that accepts a single bytes argument. It can thus be a file object opened for binary writing, an io.BytesIO instance, or any other custom object that meets this interface. If fix_imports is True and protocol is less than 3, pickle will try to map the new Python 3 names to the old module names used in Python 2, so that the pickle data stream is readable with Python 2. """ if protocol is None: protocol = DEFAULT_PROTOCOL if protocol < 0: protocol = HIGHEST_PROTOCOL elif not 0 <= protocol <= HIGHEST_PROTOCOL: raise ValueError("pickle protocol must be <= %d" % HIGHEST_PROTOCOL) try: self._file_write = file.write except AttributeError: raise TypeError("file must have a 'write' attribute") self.framer = _Framer(self._file_write) self.write = self.framer.write self._write_large_bytes = self.framer.write_large_bytes self.memo = {} self.proto = int(protocol) self.bin = protocol >= 1 self.fast = 0 self.fix_imports = fix_imports and protocol < 3 def clear_memo(self): """Clears the pickler's "memo". The memo is the data structure that remembers which objects the pickler has already seen, so that shared or recursive objects are pickled by reference and not by value. This method is useful when re-using picklers. """ self.memo.clear() def dump(self, obj): """Write a pickled representation of obj to the open file.""" # Check whether Pickler was initialized correctly. This is # only needed to mimic the behavior of _pickle.Pickler.dump(). if not hasattr(self, "_file_write"): raise PicklingError("Pickler.__init__() was not called by " "%s.__init__()" % (self.__class__.__name__,)) if self.proto >= 2: self.write(PROTO + pack("<B", self.proto)) if self.proto >= 4: self.framer.start_framing() self.save(obj) self.write(STOP) self.framer.end_framing() def memoize(self, obj): """Store an object in the memo.""" # The Pickler memo is a dictionary mapping object ids to 2-tuples # that contain the Unpickler memo key and the object being memoized. # The memo key is written to the pickle and will become # the key in the Unpickler's memo. The object is stored in the # Pickler memo so that transient objects are kept alive during # pickling. # The use of the Unpickler memo length as the memo key is just a # convention. The only requirement is that the memo values be unique. # But there appears no advantage to any other scheme, and this # scheme allows the Unpickler memo to be implemented as a plain (but # growable) array, indexed by memo key. if self.fast: return assert id(obj) not in self.memo idx = len(self.memo) self.write(self.put(idx)) self.memo[id(obj)] = idx, obj # Return a PUT (BINPUT, LONG_BINPUT) opcode string, with argument i. def put(self, idx): if self.proto >= 4: return MEMOIZE elif self.bin: if idx < 256: return BINPUT + pack("<B", idx) else: return LONG_BINPUT + pack("<I", idx) else: return PUT + repr(idx).encode("ascii") + b'\n' # Return a GET (BINGET, LONG_BINGET) opcode string, with argument i. def get(self, i): if self.bin: if i < 256: return BINGET + pack("<B", i) else: return LONG_BINGET + pack("<I", i) return GET + repr(i).encode("ascii") + b'\n' def save(self, obj, save_persistent_id=True): self.framer.commit_frame() # Check for persistent id (defined by a subclass) pid = self.persistent_id(obj) if pid is not None and save_persistent_id: self.save_pers(pid) return # Check the memo x = self.memo.get(id(obj)) if x is not None: self.write(self.get(x[0])) return # Check the type dispatch table t = type(obj) f = self.dispatch.get(t) if f is not None: f(self, obj) # Call unbound method with explicit self return # Check private dispatch table if any, or else copyreg.dispatch_table reduce = getattr(self, 'dispatch_table', dispatch_table).get(t) if reduce is not None: rv = reduce(obj) else: # Check for a class with a custom metaclass; treat as regular class try: issc = issubclass(t, type) except TypeError: # t is not a class (old Boost; see SF #502085) issc = False if issc: self.save_global(obj) return # Check for a __reduce_ex__ method, fall back to __reduce__ reduce = getattr(obj, "__reduce_ex__", None) if reduce is not None: rv = reduce(self.proto) else: reduce = getattr(obj, "__reduce__", None) if reduce is not None: rv = reduce() else: raise PicklingError("Can't pickle %r object: %r" % (t.__name__, obj)) # Check for string returned by reduce(), meaning "save as global" if isinstance(rv, str): self.save_global(obj, rv) return # Assert that reduce() returned a tuple if not isinstance(rv, tuple): raise PicklingError("%s must return string or tuple" % reduce) # Assert that it returned an appropriately sized tuple l = len(rv) if not (2 <= l <= 5): raise PicklingError("Tuple returned by %s must have " "two to five elements" % reduce) # Save the reduce() output and finally memoize the object self.save_reduce(obj=obj, rv) def persistent_id(self, obj): # This exists so a subclass can override it return None def save_pers(self, pid): # Save a persistent id reference if self.bin: self.save(pid, save_persistent_id=False) self.write(BINPERSID) else: try: self.write(PERSID + str(pid).encode("ascii") + b'\n') except UnicodeEncodeError: raise PicklingError( "persistent IDs in protocol 0 must be ASCII strings") def save_reduce(self, func, args, state=None, listitems=None, dictitems=None, obj=None): # This API is called by some subclasses if not isinstance(args, tuple): raise PicklingError("args from save_reduce() must be a tuple") if not callable(func): raise PicklingError("func from save_reduce() must be callable") save = self.save write = self.write func_name = getattr(func, "__name__", "") if self.proto >= 2 and func_name == "__newobj_ex__": cls, args, kwargs = args if not hasattr(cls, "__new__"): raise PicklingError("args[0] from {} args has no __new__" .format(func_name)) if obj is not None and cls is not obj.__class__: raise PicklingError("args[0] from {} args has the wrong class" .format(func_name)) if self.proto >= 4: save(cls) save(args) save(kwargs) write(NEWOBJ_EX) else: func = partial(cls.__new__, cls, args, *kwargs) save(func) save(()) write(REDUCE) elif self.proto >= 2 and func_name == "__newobj__": # A __reduce__ implementation can direct protocol 2 or newer to # use the more efficient NEWOBJ opcode, while still # allowing protocol 0 and 1 to work normally. For this to # work, the function returned by __reduce__ should be # called __newobj__, and its first argument should be a # class. The implementation for __newobj__ # should be as follows, although pickle has no way to # verify this: # # def __newobj__(cls, args): # return cls.__new__(cls, args) # # Protocols 0 and 1 will pickle a reference to __newobj__, # while protocol 2 (and above) will pickle a reference to # cls, the remaining args tuple, and the NEWOBJ code, # which calls cls.__new__(cls, args) at unpickling time # (see load_newobj below). If __reduce__ returns a # three-tuple, the state from the third tuple item will be # pickled regardless of the protocol, calling __setstate__ # at unpickling time (see load_build below). # # Note that no standard __newobj__ implementation exists; # you have to provide your own. This is to enforce # compatibility with Python 2.2 (pickles written using # protocol 0 or 1 in Python 2.3 should be unpicklable by # Python 2.2). cls = args[0] if not hasattr(cls, "__new__"): raise PicklingError( "args[0] from __newobj__ args has no __new__") if obj is not None and cls is not obj.__class__: raise PicklingError( "args[0] from __newobj__ args has the wrong class") args = args[1:] save(cls) save(args) write(NEWOBJ) else: save(func) save(args) write(REDUCE) if obj is not None: # If the object is already in the memo, this means it is # recursive. In this case, throw away everything we put on the # stack, and fetch the object back from the memo. if id(obj) in self.memo: write(POP + self.get(self.memo[id(obj)][0])) else: self.memoize(obj) # More new special cases (that work with older protocols as # well): when __reduce__ returns a tuple with 4 or 5 items, # the 4th and 5th item should be iterators that provide list # items and dict items (as (key, value) tuples), or None. if listitems is not None: self._batch_appends(listitems) if dictitems is not None: self._batch_setitems(dictitems) if state is not None: save(state) write(BUILD) # Methods below this point are dispatched through the dispatch table dispatch = {} def save_none(self, obj): self.write(NONE) dispatch[type(None)] = save_none def save_bool(self, obj): if self.proto >= 2: self.write(NEWTRUE if obj else NEWFALSE) else: self.write(TRUE if obj else FALSE) dispatch[bool] = save_bool def save_long(self, obj): if self.bin: # If the int is small enough to fit in a signed 4-byte 2's-comp # format, we can store it more efficiently than the general # case. # First one- and two-byte unsigned ints: if obj >= 0: if obj <= 0xff: self.write(BININT1 + pack("<B", obj)) return if obj <= 0xffff: self.write(BININT2 + pack("<H", obj)) return # Next check for 4-byte signed ints: if -0x80000000 <= obj <= 0x7fffffff: self.write(BININT + pack("<i", obj)) return if self.proto >= 2: encoded = encode_long(obj) n = len(encoded) if n < 256: self.write(LONG1 + pack("<B", n) + encoded) else: self.write(LONG4 + pack("<i", n) + encoded) return if -0x80000000 <= obj <= 0x7fffffff: self.write(INT + repr(obj).encode("ascii") + b'\n') else: self.write(LONG + repr(obj).encode("ascii") + b'L\n') dispatch[int] = save_long def save_float(self, obj): if self.bin: self.write(BINFLOAT + pack('>d', obj)) else: self.write(FLOAT + repr(obj).encode("ascii") + b'\n') dispatch[float] = save_float def save_bytes(self, obj): if self.proto < 3: if not obj: # bytes object is empty self.save_reduce(bytes, (), obj=obj) else: self.save_reduce(codecs.encode, (str(obj, 'latin1'), 'latin1'), obj=obj) return n = len(obj) if n <= 0xff: self.write(SHORT_BINBYTES + pack("<B", n) + obj) elif n > 0xffffffff and self.proto >= 4: self._write_large_bytes(BINBYTES8 + pack("<Q", n), obj) elif n >= self.framer._FRAME_SIZE_TARGET: self._write_large_bytes(BINBYTES + pack("<I", n), obj) else: self.write(BINBYTES + pack("<I", n) + obj) self.memoize(obj) dispatch[bytes] = save_bytes def save_str(self, obj): if self.bin: encoded = obj.encode('utf-8', 'surrogatepass') n = len(encoded) if n <= 0xff and self.proto >= 4: self.write(SHORT_BINUNICODE + pack("<B", n) + encoded) elif n > 0xffffffff and self.proto >= 4: self._write_large_bytes(BINUNICODE8 + pack("<Q", n), encoded) elif n >= self.framer._FRAME_SIZE_TARGET: self._write_large_bytes(BINUNICODE + pack("<I", n), encoded) else: self.write(BINUNICODE + pack("<I", n) + encoded) else: obj = obj.replace("\\", "\\u005c") obj = obj.replace("\0", "\\u0000") obj = obj.replace("\n", "\\u000a") obj = obj.replace("\r", "\\u000d") obj = obj.replace("\x1a", "\\u001a") # EOF on DOS self.write(UNICODE + obj.encode('raw-unicode-escape') + b'\n') self.memoize(obj) dispatch[str] = save_str def save_tuple(self, obj): if not obj: # tuple is empty if self.bin: self.write(EMPTY_TUPLE) else: self.write(MARK + TUPLE) return n = len(obj) save = self.save memo = self.memo if n <= 3 and self.proto >= 2: for element in obj: save(element) # Subtle. Same as in the big comment below. if id(obj) in memo: get = self.get(memo[id(obj)][0]) self.write(POP * n + get) else: self.write(_tuplesize2code[n]) self.memoize(obj) return # proto 0 or proto 1 and tuple isn't empty, or proto > 1 and tuple # has more than 3 elements. write = self.write write(MARK) for element in obj: save(element) if id(obj) in memo: # Subtle. d was not in memo when we entered save_tuple(), so # the process of saving the tuple's elements must have saved # the tuple itself: the tuple is recursive. The proper action # now is to throw away everything we put on the stack, and # simply GET the tuple (it's already constructed). This check # could have been done in the "for element" loop instead, but # recursive tuples are a rare thing. get = self.get(memo[id(obj)][0]) if self.bin: write(POP_MARK + get) else: # proto 0 -- POP_MARK not available write(POP * (n+1) + get) return # No recursion. write(TUPLE) self.memoize(obj) dispatch[tuple] = save_tuple def save_list(self, obj): if self.bin: self.write(EMPTY_LIST) else: # proto 0 -- can't use EMPTY_LIST self.write(MARK + LIST) self.memoize(obj) self._batch_appends(obj) dispatch[list] = save_list _BATCHSIZE = 1000 def _batch_appends(self, items): # Helper to batch up APPENDS sequences save = self.save write = self.write if not self.bin: for x in items: save(x) write(APPEND) return it = iter(items) while True: tmp = list(islice(it, self._BATCHSIZE)) n = len(tmp) if n > 1: write(MARK) for x in tmp: save(x) write(APPENDS) elif n: save(tmp[0]) write(APPEND) # else tmp is empty, and we're done if n < self._BATCHSIZE: return def save_dict(self, obj): if self.bin: self.write(EMPTY_DICT) else: # proto 0 -- can't use EMPTY_DICT self.write(MARK + DICT) self.memoize(obj) self._batch_setitems(obj.items()) dispatch[dict] = save_dict if PyStringMap is not None: dispatch[PyStringMap] = save_dict def _batch_setitems(self, items): # Helper to batch up SETITEMS sequences; proto >= 1 only save = self.save write = self.write if not self.bin: for k, v in items: save(k) save(v) write(SETITEM) return it = iter(items) while True: tmp = list(islice(it, self._BATCHSIZE)) n = len(tmp) if n > 1: write(MARK) for k, v in tmp: save(k) save(v) write(SETITEMS) elif n: k, v = tmp[0] save(k) save(v) write(SETITEM) # else tmp is empty, and we're done if n < self._BATCHSIZE: return def save_set(self, obj): save = self.save write = self.write if self.proto < 4: self.save_reduce(set, (list(obj),), obj=obj) return write(EMPTY_SET) self.memoize(obj) it = iter(obj) while True: batch = list(islice(it, self._BATCHSIZE)) n = len(batch) if n > 0: write(MARK) for item in batch: save(item) write(ADDITEMS) if n < self._BATCHSIZE: return dispatch[set] = save_set def save_frozenset(self, obj): save = self.save write = self.write if self.proto < 4: self.save_reduce(frozenset, (list(obj),), obj=obj) return write(MARK) for item in obj: save(item) if id(obj) in self.memo: # If the object is already in the memo, this means it is # recursive. In this case, throw away everything we put on the # stack, and fetch the object back from the memo. write(POP_MARK + self.get(self.memo[id(obj)][0])) return write(FROZENSET) self.memoize(obj) dispatch[frozenset] = save_frozenset def save_global(self, obj, name=None): write = self.write memo = self.memo if name is None: name = getattr(obj, '__qualname__', None) if name is None: name = obj.__name__ module_name = whichmodule(obj, name) try: __import__(module_name, level=0) module = sys.modules[module_name] obj2, parent = _getattribute(module, name) except (ImportError, KeyError, AttributeError): raise PicklingError( "Can't pickle %r: it's not found as %s.%s" % (obj, module_name, name)) from None else: if obj2 is not obj: raise PicklingError( "Can't pickle %r: it's not the same object as %s.%s" % (obj, module_name, name)) if self.proto >= 2: code = _extension_registry.get((module_name, name)) if code: assert code > 0 if code <= 0xff: write(EXT1 + pack("<B", code)) elif code <= 0xffff: write(EXT2 + pack("<H", code)) else: write(EXT4 + pack("<i", code)) return lastname = name.rpartition('.')[2] if parent is module: name = lastname # Non-ASCII identifiers are supported only with protocols >= 3. if self.proto >= 4: self.save(module_name) self.save(name) write(STACK_GLOBAL) elif parent is not module: self.save_reduce(getattr, (parent, lastname)) elif self.proto >= 3: write(GLOBAL + bytes(module_name, "utf-8") + b'\n' + bytes(name, "utf-8") + b'\n') else: if self.fix_imports: r_name_mapping = _compat_pickle.REVERSE_NAME_MAPPING r_import_mapping = _compat_pickle.REVERSE_IMPORT_MAPPING if (module_name, name) in r_name_mapping: module_name, name = r_name_mapping[(module_name, name)] elif module_name in r_import_mapping: module_name = r_import_mapping[module_name] try: write(GLOBAL + bytes(module_name, "ascii") + b'\n' + bytes(name, "ascii") + b'\n') except UnicodeEncodeError: raise PicklingError( "can't pickle global identifier '%s.%s' using " "pickle protocol %i" % (module, name, self.proto)) from None self.memoize(obj) def save_type(self, obj): if obj is type(None): return self.save_reduce(type, (None,), obj=obj) elif obj is type(NotImplemented): return self.save_reduce(type, (NotImplemented,), obj=obj) elif obj is type(...): return self.save_reduce(type, (...,), obj=obj) return self.save_global(obj) dispatch[FunctionType] = save_global dispatch[type] = save_type # Unpickling machinery class _Unpickler: def __init__(self, file, , fix_imports=True, encoding="ASCII", errors="strict"): """This takes a binary file for reading a pickle data stream. The protocol version of the pickle is detected automatically, so no proto argument is needed. The argument file* must have two methods, a read() method that takes an integer argument, and a readline() method that requires no arguments. Both methods should return bytes. Thus file can be a binary file object opened for reading, an io.BytesIO object, or any other custom object that meets this interface. The file-like object must have two methods, a read() method that takes an integer argument, and a readline() method that requires no arguments. Both methods should return bytes. Thus file-like object can be a binary file object opened for reading, a BytesIO object, or any other custom object that meets this interface. Optional keyword arguments are fix_imports, encoding and errors, which are used to control compatibility support for pickle stream generated by Python 2. If fix_imports is True, pickle will try to map the old Python 2 names to the new names used in Python 3. The encoding and errors tell pickle how to decode 8-bit string instances pickled by Python 2; these default to 'ASCII' and 'strict', respectively. encoding can be 'bytes' to read theses 8-bit string instances as bytes objects. """ self._file_readline = file.readline self._file_read = file.read self.memo = {} self.encoding = encoding self.errors = errors self.proto = 0 self.fix_imports = fix_imports def load(self): """Read a pickled object representation from the open file. Return the reconstituted object hierarchy specified in the file. """ # Check whether Unpickler was initialized correctly. This is # only needed to mimic the behavior of _pickle.Unpickler.dump(). if not hasattr(self, "_file_read"): raise UnpicklingError("Unpickler.__init__() was not called by " "%s.__init__()" % (self.__class__.__name__,)) self._unframer = _Unframer(self._file_read, self._file_readline) self.read = self._unframer.read self.readline = self._unframer.readline self.metastack = [] self.stack = [] self.append = self.stack.append self.proto = 0 read = self.read dispatch = self.dispatch try: while True: key = read(1) if not key: raise EOFError assert isinstance(key, bytes_types) dispatch[key[0]](self) except _Stop as stopinst: return stopinst.value # Return a list of items pushed in the stack after last MARK instruction. def pop_mark(self): items = self.stack self.stack = self.metastack.pop() self.append = self.stack.append return items def persistent_load(self, pid): raise UnpicklingError("unsupported persistent id encountered") dispatch = {} def load_proto(self): proto = self.read(1)[0] if not 0 <= proto <= HIGHEST_PROTOCOL: raise ValueError("unsupported pickle protocol: %d" % proto) self.proto = proto dispatch[PROTO[0]] = load_proto def load_frame(self): frame_size, = unpack('<Q', self.read(8)) if frame_size > sys.maxsize: raise ValueError("frame size > sys.maxsize: %d" % frame_size) self._unframer.load_frame(frame_size) dispatch[FRAME[0]] = load_frame def load_persid(self): try: pid = self.readline()[:-1].decode("ascii") except UnicodeDecodeError: raise UnpicklingError( "persistent IDs in protocol 0 must be ASCII strings") self.append(self.persistent_load(pid)) dispatch[PERSID[0]] = load_persid def load_binpersid(self): pid = self.stack.pop() self.append(self.persistent_load(pid)) dispatch[BINPERSID[0]] = load_binpersid def load_none(self): self.append(None) dispatch[NONE[0]] = load_none def load_false(self): self.append(False) dispatch[NEWFALSE[0]] = load_false def load_true(self): self.append(True) dispatch[NEWTRUE[0]] = load_true def load_int(self): data = self.readline() if data == FALSE[1:]: val = False elif data == TRUE[1:]: val = True else: val = int(data, 0) self.append(val) dispatch[INT[0]] = load_int def load_binint(self): self.append(unpack('<i', self.read(4))[0]) dispatch[BININT[0]] = load_binint def load_binint1(self): self.append(self.read(1)[0]) dispatch[BININT1[0]] = load_binint1 def load_binint2(self): self.append(unpack('<H', self.read(2))[0]) dispatch[BININT2[0]] = load_binint2 def load_long(self): val = self.readline()[:-1] if val and val[-1] == b'L'[0]: val = val[:-1] self.append(int(val, 0)) dispatch[LONG[0]] = load_long def load_long1(self): n = self.read(1)[0] data = self.read(n) self.append(decode_long(data)) dispatch[LONG1[0]] = load_long1 def load_long4(self): n, = unpack('<i', self.read(4)) if n < 0: # Corrupt or hostile pickle -- we never write one like this raise UnpicklingError("LONG pickle has negative byte count") data = self.read(n) self.append(decode_long(data)) dispatch[LONG4[0]] = load_long4 def load_float(self): self.append(float(self.readline()[:-1])) dispatch[FLOAT[0]] = load_float def load_binfloat(self): self.append(unpack('>d', self.read(8))[0]) dispatch[BINFLOAT[0]] = load_binfloat def _decode_string(self, value): # Used to allow strings from Python 2 to be decoded either as # bytes or Unicode strings. This should be used only with the # STRING, BINSTRING and SHORT_BINSTRING opcodes. if self.encoding == "bytes": return value else: return value.decode(self.encoding, self.errors) def load_string(self): data = self.readline()[:-1] # Strip outermost quotes if len(data) >= 2 and data[0] == data[-1] and data[0] in b'"\'': data = data[1:-1] else: raise UnpicklingError("the STRING opcode argument must be quoted") self.append(self._decode_string(codecs.escape_decode(data)[0])) dispatch[STRING[0]] = load_string def load_binstring(self): # Deprecated BINSTRING uses signed 32-bit length len, = unpack('<i', self.read(4)) if len < 0: raise UnpicklingError("BINSTRING pickle has negative byte count") data = self.read(len) self.append(self._decode_string(data)) dispatch[BINSTRING[0]] = load_binstring def load_binbytes(self): len, = unpack('<I', self.read(4)) if len > maxsize: raise UnpicklingError("BINBYTES exceeds system's maximum size " "of %d bytes" % maxsize) self.append(self.read(len)) dispatch[BINBYTES[0]] = load_binbytes def load_unicode(self): self.append(str(self.readline()[:-1], 'raw-unicode-escape')) dispatch[UNICODE[0]] = load_unicode def load_binunicode(self): len, = unpack('<I', self.read(4)) if len > maxsize: raise UnpicklingError("BINUNICODE exceeds system's maximum size " "of %d bytes" % maxsize) self.append(str(self.read(len), 'utf-8', 'surrogatepass')) dispatch[BINUNICODE[0]] = load_binunicode def load_binunicode8(self): len, = unpack('<Q', self.read(8)) if len > maxsize: raise UnpicklingError("BINUNICODE8 exceeds system's maximum size " "of %d bytes" % maxsize) self.append(str(self.read(len), 'utf-8', 'surrogatepass')) dispatch[BINUNICODE8[0]] = load_binunicode8 def load_binbytes8(self): len, = unpack('<Q', self.read(8)) if len > maxsize: raise UnpicklingError("BINBYTES8 exceeds system's maximum size " "of %d bytes" % maxsize) self.append(self.read(len)) dispatch[BINBYTES8[0]] = load_binbytes8 def load_short_binstring(self): len = self.read(1)[0] data = self.read(len) self.append(self._decode_string(data)) dispatch[SHORT_BINSTRING[0]] = load_short_binstring def load_short_binbytes(self): len = self.read(1)[0] self.append(self.read(len)) dispatch[SHORT_BINBYTES[0]] = load_short_binbytes def load_short_binunicode(self): len = self.read(1)[0] self.append(str(self.read(len), 'utf-8', 'surrogatepass')) dispatch[SHORT_BINUNICODE[0]] = load_short_binunicode def load_tuple(self): items = self.pop_mark() self.append(tuple(items)) dispatch[TUPLE[0]] = load_tuple def load_empty_tuple(self): self.append(()) dispatch[EMPTY_TUPLE[0]] = load_empty_tuple def load_tuple1(self): self.stack[-1] = (self.stack[-1],) dispatch[TUPLE1[0]] = load_tuple1 def load_tuple2(self): self.stack[-2:] = [(self.stack[-2], self.stack[-1])] dispatch[TUPLE2[0]] = load_tuple2 def load_tuple3(self): self.stack[-3:] = [(self.stack[-3], self.stack[-2], self.stack[-1])] dispatch[TUPLE3[0]] = load_tuple3 def load_empty_list(self): self.append([]) dispatch[EMPTY_LIST[0]] = load_empty_list def load_empty_dictionary(self): self.append({}) dispatch[EMPTY_DICT[0]] = load_empty_dictionary def load_empty_set(self): self.append(set()) dispatch[EMPTY_SET[0]] = load_empty_set def load_frozenset(self): items = self.pop_mark() self.append(frozenset(items)) dispatch[FROZENSET[0]] = load_frozenset def load_list(self): items = self.pop_mark() self.append(items) dispatch[LIST[0]] = load_list def load_dict(self): items = self.pop_mark() d = {items[i]: items[i+1] for i in range(0, len(items), 2)} self.append(d) dispatch[DICT[0]] = load_dict # INST and OBJ differ only in how they get a class object. It's not # only sensible to do the rest in a common routine, the two routines # previously diverged and grew different bugs. # klass is the class to instantiate, and k points to the topmost mark # object, following which are the arguments for klass.__init__. def _instantiate(self, klass, args): if (args or not isinstance(klass, type) or hasattr(klass, "__getinitargs__")): try: value = klass(args) except TypeError as err: raise TypeError("in constructor for %s: %s" % (klass.__name__, str(err)), sys.exc_info()[2]) else: value = klass.__new__(klass) self.append(value) def load_inst(self): module = self.readline()[:-1].decode("ascii") name = self.readline()[:-1].decode("ascii") klass = self.find_class(module, name) self._instantiate(klass, self.pop_mark()) dispatch[INST[0]] = load_inst def load_obj(self): # Stack is ... markobject classobject arg1 arg2 ... args = self.pop_mark() cls = args.pop(0) self._instantiate(cls, args) dispatch[OBJ[0]] = load_obj def load_newobj(self): args = self.stack.pop() cls = self.stack.pop() obj = cls.__new__(cls, args) self.append(obj) dispatch[NEWOBJ[0]] = load_newobj def load_newobj_ex(self): kwargs = self.stack.pop() args = self.stack.pop() cls = self.stack.pop() obj = cls.__new__(cls, args, kwargs) self.append(obj) dispatch[NEWOBJ_EX[0]] = load_newobj_ex def load_global(self): module = self.readline()[:-1].decode("utf-8") name = self.readline()[:-1].decode("utf-8") klass = self.find_class(module, name) self.append(klass) dispatch[GLOBAL[0]] = load_global def load_stack_global(self): name = self.stack.pop() module = self.stack.pop() if type(name) is not str or type(module) is not str: raise UnpicklingError("STACK_GLOBAL requires str") self.append(self.find_class(module, name)) dispatch[STACK_GLOBAL[0]] = load_stack_global def load_ext1(self): code = self.read(1)[0] self.get_extension(code) dispatch[EXT1[0]] = load_ext1 def load_ext2(self): code, = unpack('<H', self.read(2)) self.get_extension(code) dispatch[EXT2[0]] = load_ext2 def load_ext4(self): code, = unpack('<i', self.read(4)) self.get_extension(code) dispatch[EXT4[0]] = load_ext4 def get_extension(self, code): nil = [] obj = _extension_cache.get(code, nil) if obj is not nil: self.append(obj) return key = _inverted_registry.get(code) if not key: if code <= 0: # note that 0 is forbidden # Corrupt or hostile pickle. raise UnpicklingError("EXT specifies code <= 0") raise ValueError("unregistered extension code %d" % code) obj = self.find_class(key) _extension_cache[code] = obj self.append(obj) def find_class(self, module, name): # Subclasses may override this. if self.proto < 3 and self.fix_imports: if (module, name) in _compat_pickle.NAME_MAPPING: module, name = _compat_pickle.NAME_MAPPING[(module, name)] elif module in _compat_pickle.IMPORT_MAPPING: module = _compat_pickle.IMPORT_MAPPING[module] __import__(module, level=0) if self.proto >= 4: return _getattribute(sys.modules[module], name)[0] else: return getattr(sys.modules[module], name) def load_reduce(self): stack = self.stack args = stack.pop() func = stack[-1] stack[-1] = func(args) dispatch[REDUCE[0]] = load_reduce def load_pop(self): if self.stack: del self.stack[-1] else: self.pop_mark() dispatch[POP[0]] = load_pop def load_pop_mark(self): self.pop_mark() dispatch[POP_MARK[0]] = load_pop_mark def load_dup(self): self.append(self.stack[-1]) dispatch[DUP[0]] = load_dup def load_get(self): i = int(self.readline()[:-1]) self.append(self.memo[i]) dispatch[GET[0]] = load_get def load_binget(self): i = self.read(1)[0] self.append(self.memo[i]) dispatch[BINGET[0]] = load_binget def load_long_binget(self): i, = unpack('<I', self.read(4)) self.append(self.memo[i]) dispatch[LONG_BINGET[0]] = load_long_binget def load_put(self): i = int(self.readline()[:-1]) if i < 0: raise ValueError("negative PUT argument") self.memo[i] = self.stack[-1] dispatch[PUT[0]] = load_put def load_binput(self): i = self.read(1)[0] if i < 0: raise ValueError("negative BINPUT argument") self.memo[i] = self.stack[-1] dispatch[BINPUT[0]] = load_binput def load_long_binput(self): i, = unpack('<I', self.read(4)) if i > maxsize: raise ValueError("negative LONG_BINPUT argument") self.memo[i] = self.stack[-1] dispatch[LONG_BINPUT[0]] = load_long_binput def load_memoize(self): memo = self.memo memo[len(memo)] = self.stack[-1] dispatch[MEMOIZE[0]] = load_memoize def load_append(self): stack = self.stack value = stack.pop() list = stack[-1] list.append(value) dispatch[APPEND[0]] = load_append def load_appends(self): items = self.pop_mark() list_obj = self.stack[-1] try: extend = list_obj.extend except AttributeError: pass else: extend(items) return # Even if the PEP 307 requires extend() and append() methods, # fall back on append() if the object has no extend() method # for backward compatibility. append = list_obj.append for item in items: append(item) dispatch[APPENDS[0]] = load_appends def load_setitem(self): stack = self.stack value = stack.pop() key = stack.pop() dict = stack[-1] dict[key] = value dispatch[SETITEM[0]] = load_setitem def load_setitems(self): items = self.pop_mark() dict = self.stack[-1] for i in range(0, len(items), 2): dict[items[i]] = items[i + 1] dispatch[SETITEMS[0]] = load_setitems def load_additems(self): items = self.pop_mark() set_obj = self.stack[-1] if isinstance(set_obj, set): set_obj.update(items) else: add = set_obj.add for item in items: add(item) dispatch[ADDITEMS[0]] = load_additems def load_build(self): stack = self.stack state = stack.pop() inst = stack[-1] setstate = getattr(inst, "__setstate__", None) if setstate is not None: setstate(state) return slotstate = None if isinstance(state, tuple) and len(state) == 2: state, slotstate = state if state: inst_dict = inst.__dict__ intern = sys.intern for k, v in state.items(): if type(k) is str: inst_dict[intern(k)] = v else: inst_dict[k] = v if slotstate: for k, v in slotstate.items(): setattr(inst, k, v) dispatch[BUILD[0]] = load_build def load_mark(self): self.metastack.append(self.stack) self.stack = [] self.append = self.stack.append dispatch[MARK[0]] = load_mark def load_stop(self): value = self.stack.pop() raise _Stop(value) dispatch[STOP[0]] = load_stop # Shorthands def _dump(obj, file, protocol=None, , fix_imports=True): _Pickler(file, protocol, fix_imports=fix_imports).dump(obj) def _dumps(obj, protocol=None, , fix_imports=True): f = io.BytesIO() _Pickler(f, protocol, fix_imports=fix_imports).dump(obj) res = f.getvalue() assert isinstance(res, bytes_types) return res def _load(file, , fix_imports=True, encoding="ASCII", errors="strict"): return _Unpickler(file, fix_imports=fix_imports, encoding=encoding, errors=errors).load() def _loads(s, , fix_imports=True, encoding="ASCII", errors="strict"): if isinstance(s, str): raise TypeError("Can't load pickle from unicode string") file = io.BytesIO(s) return _Unpickler(file, fix_imports=fix_imports, encoding=encoding, errors=errors).load() # Use the faster _pickle if possible try: from _pickle import ( PickleError, PicklingError, UnpicklingError, Pickler, Unpickler, dump, dumps, load, loads ) except ImportError: Pickler, Unpickler = _Pickler, _Unpickler dump, dumps, load, loads = _dump, _dumps, _load, _loads # Doctest def _test(): import doctest return doctest.testmod() if __name__ == "__main__": import argparse parser = argparse.ArgumentParser( description='display contents of the pickle files') parser.add_argument( 'pickle_file', type=argparse.FileType('br'), nargs='', help='the pickle file') parser.add_argument( '-t', '--test', action='store_true', help='run self-test suite') parser.add_argument( '-v', action='store_true', help='run verbosely; only affects self-test run') args = parser.parse_args() if args.test: _test() else: if not args.pickle_file: parser.print_help() else: import pprint for f in args.pickle_file: obj = load(f) pprint.pprint(obj) Back

Edit File : pickle.py | Size : 56.63 KB

"""Create portable serialized representations of Python objects.

See module copyreg for a mechanism for registering custom picklers.
See module pickletools source for extensive comments.

Classes:

Pickler
    Unpickler

Functions:

dump(object, file)
    dumps(object) -> string
    load(file) -> object
    loads(string) -> object

Misc variables:

__version__
    format_version
    compatible_formats

"""

from types import FunctionType
from copyreg import dispatch_table
from copyreg import _extension_registry, _inverted_registry, _extension_cache
from itertools import islice
from functools import partial
import sys
from sys import maxsize
from struct import pack, unpack
import re
import io
import codecs
import _compat_pickle

__all__ = ["PickleError", "PicklingError", "UnpicklingError", "Pickler",
           "Unpickler", "dump", "dumps", "load", "loads"]

# Shortcut for use in isinstance testing
bytes_types = (bytes, bytearray)

# These are purely informational; no code uses these.
format_version = "4.0"                  # File format version we write
compatible_formats = ["1.0",            # Original protocol 0
                      "1.1",            # Protocol 0 with INST added
                      "1.2",            # Original protocol 1
                      "1.3",            # Protocol 1 with BINFLOAT added
                      "2.0",            # Protocol 2
                      "3.0",            # Protocol 3
                      "4.0",            # Protocol 4
                      ]                 # Old format versions we can read

# This is the highest protocol number we know how to read.
HIGHEST_PROTOCOL = 4

# The protocol we write by default.  May be less than HIGHEST_PROTOCOL.
# We intentionally write a protocol that Python 2.x cannot read;
# there are too many issues with that.
DEFAULT_PROTOCOL = 3

class PickleError(Exception):
    """A common base class for the other pickling exceptions."""
    pass

class PicklingError(PickleError):
    """This exception is raised when an unpicklable object is passed to the
    dump() method.

"""
    pass

class UnpicklingError(PickleError):
    """This exception is raised when there is a problem unpickling an object,
    such as a security violation.

Note that other exceptions may also be raised during unpickling, including
    (but not necessarily limited to) AttributeError, EOFError, ImportError,
    and IndexError.

"""
    pass

# An instance of _Stop is raised by Unpickler.load_stop() in response to
# the STOP opcode, passing the object that is the result of unpickling.
class _Stop(Exception):
    def __init__(self, value):
        self.value = value

# Jython has PyStringMap; it's a dict subclass with string keys
try:
    from org.python.core import PyStringMap
except ImportError:
    PyStringMap = None

# Pickle opcodes.  See pickletools.py for extensive docs.  The listing
# here is in kind-of alphabetical order of 1-character pickle code.
# pickletools groups them by purpose.

MARK           = b'('   # push special markobject on stack
STOP           = b'.'   # every pickle ends with STOP
POP            = b'0'   # discard topmost stack item
POP_MARK       = b'1'   # discard stack top through topmost markobject
DUP            = b'2'   # duplicate top stack item
FLOAT          = b'F'   # push float object; decimal string argument
INT            = b'I'   # push integer or bool; decimal string argument
BININT         = b'J'   # push four-byte signed int
BININT1        = b'K'   # push 1-byte unsigned int
LONG           = b'L'   # push long; decimal string argument
BININT2        = b'M'   # push 2-byte unsigned int
NONE           = b'N'   # push None
PERSID         = b'P'   # push persistent object; id is taken from string arg
BINPERSID      = b'Q'   #  "       "         "  ;  "  "   "     "  stack
REDUCE         = b'R'   # apply callable to argtuple, both on stack
STRING         = b'S'   # push string; NL-terminated string argument
BINSTRING      = b'T'   # push string; counted binary string argument
SHORT_BINSTRING= b'U'   #  "     "   ;    "      "       "      " < 256 bytes
UNICODE        = b'V'   # push Unicode string; raw-unicode-escaped'd argument
BINUNICODE     = b'X'   #   "     "       "  ; counted UTF-8 string argument
APPEND         = b'a'   # append stack top to list below it
BUILD          = b'b'   # call __setstate__ or __dict__.update()
GLOBAL         = b'c'   # push self.find_class(modname, name); 2 string args
DICT           = b'd'   # build a dict from stack items
EMPTY_DICT     = b'}'   # push empty dict
APPENDS        = b'e'   # extend list on stack by topmost stack slice
GET            = b'g'   # push item from memo on stack; index is string arg
BINGET         = b'h'   #   "    "    "    "   "   "  ;   "    " 1-byte arg
INST           = b'i'   # build & push class instance
LONG_BINGET    = b'j'   # push item from memo on stack; index is 4-byte arg
LIST           = b'l'   # build list from topmost stack items
EMPTY_LIST     = b']'   # push empty list
OBJ            = b'o'   # build & push class instance
PUT            = b'p'   # store stack top in memo; index is string arg
BINPUT         = b'q'   #   "     "    "   "   " ;   "    " 1-byte arg
LONG_BINPUT    = b'r'   #   "     "    "   "   " ;   "    " 4-byte arg
SETITEM        = b's'   # add key+value pair to dict
TUPLE          = b't'   # build tuple from topmost stack items
EMPTY_TUPLE    = b')'   # push empty tuple
SETITEMS       = b'u'   # modify dict by adding topmost key+value pairs
BINFLOAT       = b'G'   # push float; arg is 8-byte float encoding

TRUE           = b'I01\n'  # not an opcode; see INT docs in pickletools.py
FALSE          = b'I00\n'  # not an opcode; see INT docs in pickletools.py

# Protocol 2

PROTO          = b'\x80'  # identify pickle protocol
NEWOBJ         = b'\x81'  # build object by applying cls.__new__ to argtuple
EXT1           = b'\x82'  # push object from extension registry; 1-byte index
EXT2           = b'\x83'  # ditto, but 2-byte index
EXT4           = b'\x84'  # ditto, but 4-byte index
TUPLE1         = b'\x85'  # build 1-tuple from stack top
TUPLE2         = b'\x86'  # build 2-tuple from two topmost stack items
TUPLE3         = b'\x87'  # build 3-tuple from three topmost stack items
NEWTRUE        = b'\x88'  # push True
NEWFALSE       = b'\x89'  # push False
LONG1          = b'\x8a'  # push long from < 256 bytes
LONG4          = b'\x8b'  # push really big long

_tuplesize2code = [EMPTY_TUPLE, TUPLE1, TUPLE2, TUPLE3]

# Protocol 3 (Python 3.x)

BINBYTES       = b'B'   # push bytes; counted binary string argument
SHORT_BINBYTES = b'C'   #  "     "   ;    "      "       "      " < 256 bytes

# Protocol 4
SHORT_BINUNICODE = b'\x8c'  # push short string; UTF-8 length < 256 bytes
BINUNICODE8      = b'\x8d'  # push very long string
BINBYTES8        = b'\x8e'  # push very long bytes string
EMPTY_SET        = b'\x8f'  # push empty set on the stack
ADDITEMS         = b'\x90'  # modify set by adding topmost stack items
FROZENSET        = b'\x91'  # build frozenset from topmost stack items
NEWOBJ_EX        = b'\x92'  # like NEWOBJ but work with keyword only arguments
STACK_GLOBAL     = b'\x93'  # same as GLOBAL but using names on the stacks
MEMOIZE          = b'\x94'  # store top of the stack in memo
FRAME            = b'\x95'  # indicate the beginning of a new frame

__all__.extend([x for x in dir() if re.match("[A-Z][A-Z0-9_]+$", x)])

class _Framer:

_FRAME_SIZE_MIN = 4
    _FRAME_SIZE_TARGET = 64 * 1024

def __init__(self, file_write):
        self.file_write = file_write
        self.current_frame = None

def start_framing(self):
        self.current_frame = io.BytesIO()

def end_framing(self):
        if self.current_frame and self.current_frame.tell() > 0:
            self.commit_frame(force=True)
            self.current_frame = None

def commit_frame(self, force=False):
        if self.current_frame:
            f = self.current_frame
            if f.tell() >= self._FRAME_SIZE_TARGET or force:
                data = f.getbuffer()
                write = self.file_write
                if len(data) >= self._FRAME_SIZE_MIN:
                    # Issue a single call to the write method of the underlying
                    # file object for the frame opcode with the size of the
                    # frame. The concatenation is expected to be less expensive
                    # than issuing an additional call to write.
                    write(FRAME + pack("<Q", len(data)))

# Issue a separate call to write to append the frame
                # contents without concatenation to the above to avoid a
                # memory copy.
                write(data)

# Start the new frame with a new io.BytesIO instance so that
                # the file object can have delayed access to the previous frame
                # contents via an unreleased memoryview of the previous
                # io.BytesIO instance.
                self.current_frame = io.BytesIO()

def write(self, data):
        if self.current_frame:
            return self.current_frame.write(data)
        else:
            return self.file_write(data)

def write_large_bytes(self, header, payload):
        write = self.file_write
        if self.current_frame:
            # Terminate the current frame and flush it to the file.
            self.commit_frame(force=True)

# Perform direct write of the header and payload of the large binary
        # object. Be careful not to concatenate the header and the payload
        # prior to calling 'write' as we do not want to allocate a large
        # temporary bytes object.
        # We intentionally do not insert a protocol 4 frame opcode to make
        # it possible to optimize file.read calls in the loader.
        write(header)
        write(payload)

class _Unframer:

def __init__(self, file_read, file_readline, file_tell=None):
        self.file_read = file_read
        self.file_readline = file_readline
        self.current_frame = None

def read(self, n):
        if self.current_frame:
            data = self.current_frame.read(n)
            if not data and n != 0:
                self.current_frame = None
                return self.file_read(n)
            if len(data) < n:
                raise UnpicklingError(
                    "pickle exhausted before end of frame")
            return data
        else:
            return self.file_read(n)

def readline(self):
        if self.current_frame:
            data = self.current_frame.readline()
            if not data:
                self.current_frame = None
                return self.file_readline()
            if data[-1] != b'\n'[0]:
                raise UnpicklingError(
                    "pickle exhausted before end of frame")
            return data
        else:
            return self.file_readline()

def load_frame(self, frame_size):
        if self.current_frame and self.current_frame.read() != b'':
            raise UnpicklingError(
                "beginning of a new frame before end of current frame")
        self.current_frame = io.BytesIO(self.file_read(frame_size))

# Tools used for pickling.

def _getattribute(obj, name):
    for subpath in name.split('.'):
        if subpath == '<locals>':
            raise AttributeError("Can't get local attribute {!r} on {!r}"
                                 .format(name, obj))
        try:
            parent = obj
            obj = getattr(obj, subpath)
        except AttributeError:
            raise AttributeError("Can't get attribute {!r} on {!r}"
                                 .format(name, obj)) from None
    return obj, parent

def whichmodule(obj, name):
    """Find the module an object belong to."""
    module_name = getattr(obj, '__module__', None)
    if module_name is not None:
        return module_name
    # Protect the iteration by using a list copy of sys.modules against dynamic
    # modules that trigger imports of other modules upon calls to getattr.
    for module_name, module in list(sys.modules.items()):
        if module_name == '__main__' or module is None:
            continue
        try:
            if _getattribute(module, name)[0] is obj:
                return module_name
        except AttributeError:
            pass
    return '__main__'

def encode_long(x):
    r"""Encode a long to a two's complement little-endian binary string.
    Note that 0 is a special case, returning an empty string, to save a
    byte in the LONG1 pickling context.

>>> encode_long(0)
    b''
    >>> encode_long(255)
    b'\xff\x00'
    >>> encode_long(32767)
    b'\xff\x7f'
    >>> encode_long(-256)
    b'\x00\xff'
    >>> encode_long(-32768)
    b'\x00\x80'
    >>> encode_long(-128)
    b'\x80'
    >>> encode_long(127)
    b'\x7f'
    >>>
    """
    if x == 0:
        return b''
    nbytes = (x.bit_length() >> 3) + 1
    result = x.to_bytes(nbytes, byteorder='little', signed=True)
    if x < 0 and nbytes > 1:
        if result[-1] == 0xff and (result[-2] & 0x80) != 0:
            result = result[:-1]
    return result

def decode_long(data):
    r"""Decode a long from a two's complement little-endian binary string.

>>> decode_long(b'')
    0
    >>> decode_long(b"\xff\x00")
    255
    >>> decode_long(b"\xff\x7f")
    32767
    >>> decode_long(b"\x00\xff")
    -256
    >>> decode_long(b"\x00\x80")
    -32768
    >>> decode_long(b"\x80")
    -128
    >>> decode_long(b"\x7f")
    127
    """
    return int.from_bytes(data, byteorder='little', signed=True)

# Pickling machinery

class _Pickler:

def __init__(self, file, protocol=None, *, fix_imports=True):
        """This takes a binary file for writing a pickle data stream.

The optional *protocol* argument tells the pickler to use the
        given protocol; supported protocols are 0, 1, 2, 3 and 4.  The
        default protocol is 3; a backward-incompatible protocol designed
        for Python 3.

Specifying a negative protocol version selects the highest
        protocol version supported.  The higher the protocol used, the
        more recent the version of Python needed to read the pickle
        produced.

The *file* argument must have a write() method that accepts a
        single bytes argument. It can thus be a file object opened for
        binary writing, an io.BytesIO instance, or any other custom
        object that meets this interface.

If *fix_imports* is True and *protocol* is less than 3, pickle
        will try to map the new Python 3 names to the old module names
        used in Python 2, so that the pickle data stream is readable
        with Python 2.
        """
        if protocol is None:
            protocol = DEFAULT_PROTOCOL
        if protocol < 0:
            protocol = HIGHEST_PROTOCOL
        elif not 0 <= protocol <= HIGHEST_PROTOCOL:
            raise ValueError("pickle protocol must be <= %d" % HIGHEST_PROTOCOL)
        try:
            self._file_write = file.write
        except AttributeError:
            raise TypeError("file must have a 'write' attribute")
        self.framer = _Framer(self._file_write)
        self.write = self.framer.write
        self._write_large_bytes = self.framer.write_large_bytes
        self.memo = {}
        self.proto = int(protocol)
        self.bin = protocol >= 1
        self.fast = 0
        self.fix_imports = fix_imports and protocol < 3

def clear_memo(self):
        """Clears the pickler's "memo".

The memo is the data structure that remembers which objects the
        pickler has already seen, so that shared or recursive objects
        are pickled by reference and not by value.  This method is
        useful when re-using picklers.
        """
        self.memo.clear()

def dump(self, obj):
        """Write a pickled representation of obj to the open file."""
        # Check whether Pickler was initialized correctly. This is
        # only needed to mimic the behavior of _pickle.Pickler.dump().
        if not hasattr(self, "_file_write"):
            raise PicklingError("Pickler.__init__() was not called by "
                                "%s.__init__()" % (self.__class__.__name__,))
        if self.proto >= 2:
            self.write(PROTO + pack("<B", self.proto))
        if self.proto >= 4:
            self.framer.start_framing()
        self.save(obj)
        self.write(STOP)
        self.framer.end_framing()

def memoize(self, obj):
        """Store an object in the memo."""

# The Pickler memo is a dictionary mapping object ids to 2-tuples
        # that contain the Unpickler memo key and the object being memoized.
        # The memo key is written to the pickle and will become
        # the key in the Unpickler's memo.  The object is stored in the
        # Pickler memo so that transient objects are kept alive during
        # pickling.

# The use of the Unpickler memo length as the memo key is just a
        # convention.  The only requirement is that the memo values be unique.
        # But there appears no advantage to any other scheme, and this
        # scheme allows the Unpickler memo to be implemented as a plain (but
        # growable) array, indexed by memo key.
        if self.fast:
            return
        assert id(obj) not in self.memo
        idx = len(self.memo)
        self.write(self.put(idx))
        self.memo[id(obj)] = idx, obj

# Return a PUT (BINPUT, LONG_BINPUT) opcode string, with argument i.
    def put(self, idx):
        if self.proto >= 4:
            return MEMOIZE
        elif self.bin:
            if idx < 256:
                return BINPUT + pack("<B", idx)
            else:
                return LONG_BINPUT + pack("<I", idx)
        else:
            return PUT + repr(idx).encode("ascii") + b'\n'

# Return a GET (BINGET, LONG_BINGET) opcode string, with argument i.
    def get(self, i):
        if self.bin:
            if i < 256:
                return BINGET + pack("<B", i)
            else:
                return LONG_BINGET + pack("<I", i)

return GET + repr(i).encode("ascii") + b'\n'

def save(self, obj, save_persistent_id=True):
        self.framer.commit_frame()

# Check for persistent id (defined by a subclass)
        pid = self.persistent_id(obj)
        if pid is not None and save_persistent_id:
            self.save_pers(pid)
            return

# Check the memo
        x = self.memo.get(id(obj))
        if x is not None:
            self.write(self.get(x[0]))
            return

# Check the type dispatch table
        t = type(obj)
        f = self.dispatch.get(t)
        if f is not None:
            f(self, obj) # Call unbound method with explicit self
            return

# Check private dispatch table if any, or else copyreg.dispatch_table
        reduce = getattr(self, 'dispatch_table', dispatch_table).get(t)
        if reduce is not None:
            rv = reduce(obj)
        else:
            # Check for a class with a custom metaclass; treat as regular class
            try:
                issc = issubclass(t, type)
            except TypeError: # t is not a class (old Boost; see SF #502085)
                issc = False
            if issc:
                self.save_global(obj)
                return

# Check for a __reduce_ex__ method, fall back to __reduce__
            reduce = getattr(obj, "__reduce_ex__", None)
            if reduce is not None:
                rv = reduce(self.proto)
            else:
                reduce = getattr(obj, "__reduce__", None)
                if reduce is not None:
                    rv = reduce()
                else:
                    raise PicklingError("Can't pickle %r object: %r" %
                                        (t.__name__, obj))

# Check for string returned by reduce(), meaning "save as global"
        if isinstance(rv, str):
            self.save_global(obj, rv)
            return

# Assert that reduce() returned a tuple
        if not isinstance(rv, tuple):
            raise PicklingError("%s must return string or tuple" % reduce)

# Assert that it returned an appropriately sized tuple
        l = len(rv)
        if not (2 <= l <= 5):
            raise PicklingError("Tuple returned by %s must have "
                                "two to five elements" % reduce)

# Save the reduce() output and finally memoize the object
        self.save_reduce(obj=obj, *rv)

def persistent_id(self, obj):
        # This exists so a subclass can override it
        return None

def save_pers(self, pid):
        # Save a persistent id reference
        if self.bin:
            self.save(pid, save_persistent_id=False)
            self.write(BINPERSID)
        else:
            try:
                self.write(PERSID + str(pid).encode("ascii") + b'\n')
            except UnicodeEncodeError:
                raise PicklingError(
                    "persistent IDs in protocol 0 must be ASCII strings")

def save_reduce(self, func, args, state=None, listitems=None,
                    dictitems=None, obj=None):
        # This API is called by some subclasses

if not isinstance(args, tuple):
            raise PicklingError("args from save_reduce() must be a tuple")
        if not callable(func):
            raise PicklingError("func from save_reduce() must be callable")

save = self.save
        write = self.write

func_name = getattr(func, "__name__", "")
        if self.proto >= 2 and func_name == "__newobj_ex__":
            cls, args, kwargs = args
            if not hasattr(cls, "__new__"):
                raise PicklingError("args[0] from {} args has no __new__"
                                    .format(func_name))
            if obj is not None and cls is not obj.__class__:
                raise PicklingError("args[0] from {} args has the wrong class"
                                    .format(func_name))
            if self.proto >= 4:
                save(cls)
                save(args)
                save(kwargs)
                write(NEWOBJ_EX)
            else:
                func = partial(cls.__new__, cls, *args, **kwargs)
                save(func)
                save(())
                write(REDUCE)
        elif self.proto >= 2 and func_name == "__newobj__":
            # A __reduce__ implementation can direct protocol 2 or newer to
            # use the more efficient NEWOBJ opcode, while still
            # allowing protocol 0 and 1 to work normally.  For this to
            # work, the function returned by __reduce__ should be
            # called __newobj__, and its first argument should be a
            # class.  The implementation for __newobj__
            # should be as follows, although pickle has no way to
            # verify this:
            #
            # def __newobj__(cls, *args):
            #     return cls.__new__(cls, *args)
            #
            # Protocols 0 and 1 will pickle a reference to __newobj__,
            # while protocol 2 (and above) will pickle a reference to
            # cls, the remaining args tuple, and the NEWOBJ code,
            # which calls cls.__new__(cls, *args) at unpickling time
            # (see load_newobj below).  If __reduce__ returns a
            # three-tuple, the state from the third tuple item will be
            # pickled regardless of the protocol, calling __setstate__
            # at unpickling time (see load_build below).
            #
            # Note that no standard __newobj__ implementation exists;
            # you have to provide your own.  This is to enforce
            # compatibility with Python 2.2 (pickles written using
            # protocol 0 or 1 in Python 2.3 should be unpicklable by
            # Python 2.2).
            cls = args[0]
            if not hasattr(cls, "__new__"):
                raise PicklingError(
                    "args[0] from __newobj__ args has no __new__")
            if obj is not None and cls is not obj.__class__:
                raise PicklingError(
                    "args[0] from __newobj__ args has the wrong class")
            args = args[1:]
            save(cls)
            save(args)
            write(NEWOBJ)
        else:
            save(func)
            save(args)
            write(REDUCE)

if obj is not None:
            # If the object is already in the memo, this means it is
            # recursive. In this case, throw away everything we put on the
            # stack, and fetch the object back from the memo.
            if id(obj) in self.memo:
                write(POP + self.get(self.memo[id(obj)][0]))
            else:
                self.memoize(obj)

# More new special cases (that work with older protocols as
        # well): when __reduce__ returns a tuple with 4 or 5 items,
        # the 4th and 5th item should be iterators that provide list
        # items and dict items (as (key, value) tuples), or None.

if listitems is not None:
            self._batch_appends(listitems)

if dictitems is not None:
            self._batch_setitems(dictitems)

if state is not None:
            save(state)
            write(BUILD)

# Methods below this point are dispatched through the dispatch table

dispatch = {}

def save_none(self, obj):
        self.write(NONE)
    dispatch[type(None)] = save_none

def save_bool(self, obj):
        if self.proto >= 2:
            self.write(NEWTRUE if obj else NEWFALSE)
        else:
            self.write(TRUE if obj else FALSE)
    dispatch[bool] = save_bool

def save_long(self, obj):
        if self.bin:
            # If the int is small enough to fit in a signed 4-byte 2's-comp
            # format, we can store it more efficiently than the general
            # case.
            # First one- and two-byte unsigned ints:
            if obj >= 0:
                if obj <= 0xff:
                    self.write(BININT1 + pack("<B", obj))
                    return
                if obj <= 0xffff:
                    self.write(BININT2 + pack("<H", obj))
                    return
            # Next check for 4-byte signed ints:
            if -0x80000000 <= obj <= 0x7fffffff:
                self.write(BININT + pack("<i", obj))
                return
        if self.proto >= 2:
            encoded = encode_long(obj)
            n = len(encoded)
            if n < 256:
                self.write(LONG1 + pack("<B", n) + encoded)
            else:
                self.write(LONG4 + pack("<i", n) + encoded)
            return
        if -0x80000000 <= obj <= 0x7fffffff:
            self.write(INT + repr(obj).encode("ascii") + b'\n')
        else:
            self.write(LONG + repr(obj).encode("ascii") + b'L\n')
    dispatch[int] = save_long

def save_float(self, obj):
        if self.bin:
            self.write(BINFLOAT + pack('>d', obj))
        else:
            self.write(FLOAT + repr(obj).encode("ascii") + b'\n')
    dispatch[float] = save_float

def save_bytes(self, obj):
        if self.proto < 3:
            if not obj: # bytes object is empty
                self.save_reduce(bytes, (), obj=obj)
            else:
                self.save_reduce(codecs.encode,
                                 (str(obj, 'latin1'), 'latin1'), obj=obj)
            return
        n = len(obj)
        if n <= 0xff:
            self.write(SHORT_BINBYTES + pack("<B", n) + obj)
        elif n > 0xffffffff and self.proto >= 4:
            self._write_large_bytes(BINBYTES8 + pack("<Q", n), obj)
        elif n >= self.framer._FRAME_SIZE_TARGET:
            self._write_large_bytes(BINBYTES + pack("<I", n), obj)
        else:
            self.write(BINBYTES + pack("<I", n) + obj)
        self.memoize(obj)
    dispatch[bytes] = save_bytes

def save_str(self, obj):
        if self.bin:
            encoded = obj.encode('utf-8', 'surrogatepass')
            n = len(encoded)
            if n <= 0xff and self.proto >= 4:
                self.write(SHORT_BINUNICODE + pack("<B", n) + encoded)
            elif n > 0xffffffff and self.proto >= 4:
                self._write_large_bytes(BINUNICODE8 + pack("<Q", n), encoded)
            elif n >= self.framer._FRAME_SIZE_TARGET:
                self._write_large_bytes(BINUNICODE + pack("<I", n), encoded)
            else:
                self.write(BINUNICODE + pack("<I", n) + encoded)
        else:
            obj = obj.replace("\\", "\\u005c")
            obj = obj.replace("\0", "\\u0000")
            obj = obj.replace("\n", "\\u000a")
            obj = obj.replace("\r", "\\u000d")
            obj = obj.replace("\x1a", "\\u001a")  # EOF on DOS
            self.write(UNICODE + obj.encode('raw-unicode-escape') +
                       b'\n')
        self.memoize(obj)
    dispatch[str] = save_str

def save_tuple(self, obj):
        if not obj: # tuple is empty
            if self.bin:
                self.write(EMPTY_TUPLE)
            else:
                self.write(MARK + TUPLE)
            return

n = len(obj)
        save = self.save
        memo = self.memo
        if n <= 3 and self.proto >= 2:
            for element in obj:
                save(element)
            # Subtle.  Same as in the big comment below.
            if id(obj) in memo:
                get = self.get(memo[id(obj)][0])
                self.write(POP * n + get)
            else:
                self.write(_tuplesize2code[n])
                self.memoize(obj)
            return

# proto 0 or proto 1 and tuple isn't empty, or proto > 1 and tuple
        # has more than 3 elements.
        write = self.write
        write(MARK)
        for element in obj:
            save(element)

if id(obj) in memo:
            # Subtle.  d was not in memo when we entered save_tuple(), so
            # the process of saving the tuple's elements must have saved
            # the tuple itself:  the tuple is recursive.  The proper action
            # now is to throw away everything we put on the stack, and
            # simply GET the tuple (it's already constructed).  This check
            # could have been done in the "for element" loop instead, but
            # recursive tuples are a rare thing.
            get = self.get(memo[id(obj)][0])
            if self.bin:
                write(POP_MARK + get)
            else:   # proto 0 -- POP_MARK not available
                write(POP * (n+1) + get)
            return

# No recursion.
        write(TUPLE)
        self.memoize(obj)

dispatch[tuple] = save_tuple

def save_list(self, obj):
        if self.bin:
            self.write(EMPTY_LIST)
        else:   # proto 0 -- can't use EMPTY_LIST
            self.write(MARK + LIST)

self.memoize(obj)
        self._batch_appends(obj)

dispatch[list] = save_list

_BATCHSIZE = 1000

def _batch_appends(self, items):
        # Helper to batch up APPENDS sequences
        save = self.save
        write = self.write

if not self.bin:
            for x in items:
                save(x)
                write(APPEND)
            return

it = iter(items)
        while True:
            tmp = list(islice(it, self._BATCHSIZE))
            n = len(tmp)
            if n > 1:
                write(MARK)
                for x in tmp:
                    save(x)
                write(APPENDS)
            elif n:
                save(tmp[0])
                write(APPEND)
            # else tmp is empty, and we're done
            if n < self._BATCHSIZE:
                return

def save_dict(self, obj):
        if self.bin:
            self.write(EMPTY_DICT)
        else:   # proto 0 -- can't use EMPTY_DICT
            self.write(MARK + DICT)

self.memoize(obj)
        self._batch_setitems(obj.items())

dispatch[dict] = save_dict
    if PyStringMap is not None:
        dispatch[PyStringMap] = save_dict

def _batch_setitems(self, items):
        # Helper to batch up SETITEMS sequences; proto >= 1 only
        save = self.save
        write = self.write

if not self.bin:
            for k, v in items:
                save(k)
                save(v)
                write(SETITEM)
            return

it = iter(items)
        while True:
            tmp = list(islice(it, self._BATCHSIZE))
            n = len(tmp)
            if n > 1:
                write(MARK)
                for k, v in tmp:
                    save(k)
                    save(v)
                write(SETITEMS)
            elif n:
                k, v = tmp[0]
                save(k)
                save(v)
                write(SETITEM)
            # else tmp is empty, and we're done
            if n < self._BATCHSIZE:
                return

def save_set(self, obj):
        save = self.save
        write = self.write

if self.proto < 4:
            self.save_reduce(set, (list(obj),), obj=obj)
            return

write(EMPTY_SET)
        self.memoize(obj)

it = iter(obj)
        while True:
            batch = list(islice(it, self._BATCHSIZE))
            n = len(batch)
            if n > 0:
                write(MARK)
                for item in batch:
                    save(item)
                write(ADDITEMS)
            if n < self._BATCHSIZE:
                return
    dispatch[set] = save_set

def save_frozenset(self, obj):
        save = self.save
        write = self.write

if self.proto < 4:
            self.save_reduce(frozenset, (list(obj),), obj=obj)
            return

write(MARK)
        for item in obj:
            save(item)

if id(obj) in self.memo:
            # If the object is already in the memo, this means it is
            # recursive. In this case, throw away everything we put on the
            # stack, and fetch the object back from the memo.
            write(POP_MARK + self.get(self.memo[id(obj)][0]))
            return

write(FROZENSET)
        self.memoize(obj)
    dispatch[frozenset] = save_frozenset

def save_global(self, obj, name=None):
        write = self.write
        memo = self.memo

if name is None:
            name = getattr(obj, '__qualname__', None)
        if name is None:
            name = obj.__name__

module_name = whichmodule(obj, name)
        try:
            __import__(module_name, level=0)
            module = sys.modules[module_name]
            obj2, parent = _getattribute(module, name)
        except (ImportError, KeyError, AttributeError):
            raise PicklingError(
                "Can't pickle %r: it's not found as %s.%s" %
                (obj, module_name, name)) from None
        else:
            if obj2 is not obj:
                raise PicklingError(
                    "Can't pickle %r: it's not the same object as %s.%s" %
                    (obj, module_name, name))

if self.proto >= 2:
            code = _extension_registry.get((module_name, name))
            if code:
                assert code > 0
                if code <= 0xff:
                    write(EXT1 + pack("<B", code))
                elif code <= 0xffff:
                    write(EXT2 + pack("<H", code))
                else:
                    write(EXT4 + pack("<i", code))
                return
        lastname = name.rpartition('.')[2]
        if parent is module:
            name = lastname
        # Non-ASCII identifiers are supported only with protocols >= 3.
        if self.proto >= 4:
            self.save(module_name)
            self.save(name)
            write(STACK_GLOBAL)
        elif parent is not module:
            self.save_reduce(getattr, (parent, lastname))
        elif self.proto >= 3:
            write(GLOBAL + bytes(module_name, "utf-8") + b'\n' +
                  bytes(name, "utf-8") + b'\n')
        else:
            if self.fix_imports:
                r_name_mapping = _compat_pickle.REVERSE_NAME_MAPPING
                r_import_mapping = _compat_pickle.REVERSE_IMPORT_MAPPING
                if (module_name, name) in r_name_mapping:
                    module_name, name = r_name_mapping[(module_name, name)]
                elif module_name in r_import_mapping:
                    module_name = r_import_mapping[module_name]
            try:
                write(GLOBAL + bytes(module_name, "ascii") + b'\n' +
                      bytes(name, "ascii") + b'\n')
            except UnicodeEncodeError:
                raise PicklingError(
                    "can't pickle global identifier '%s.%s' using "
                    "pickle protocol %i" % (module, name, self.proto)) from None

self.memoize(obj)

def save_type(self, obj):
        if obj is type(None):
            return self.save_reduce(type, (None,), obj=obj)
        elif obj is type(NotImplemented):
            return self.save_reduce(type, (NotImplemented,), obj=obj)
        elif obj is type(...):
            return self.save_reduce(type, (...,), obj=obj)
        return self.save_global(obj)

dispatch[FunctionType] = save_global
    dispatch[type] = save_type

# Unpickling machinery

class _Unpickler:

def __init__(self, file, *, fix_imports=True,
                 encoding="ASCII", errors="strict"):
        """This takes a binary file for reading a pickle data stream.

The protocol version of the pickle is detected automatically, so
        no proto argument is needed.

The argument *file* must have two methods, a read() method that
        takes an integer argument, and a readline() method that requires
        no arguments.  Both methods should return bytes.  Thus *file*
        can be a binary file object opened for reading, an io.BytesIO
        object, or any other custom object that meets this interface.

The file-like object must have two methods, a read() method
        that takes an integer argument, and a readline() method that
        requires no arguments.  Both methods should return bytes.
        Thus file-like object can be a binary file object opened for
        reading, a BytesIO object, or any other custom object that
        meets this interface.

Optional keyword arguments are *fix_imports*, *encoding* and
        *errors*, which are used to control compatibility support for
        pickle stream generated by Python 2.  If *fix_imports* is True,
        pickle will try to map the old Python 2 names to the new names
        used in Python 3.  The *encoding* and *errors* tell pickle how
        to decode 8-bit string instances pickled by Python 2; these
        default to 'ASCII' and 'strict', respectively. *encoding* can be
        'bytes' to read theses 8-bit string instances as bytes objects.
        """
        self._file_readline = file.readline
        self._file_read = file.read
        self.memo = {}
        self.encoding = encoding
        self.errors = errors
        self.proto = 0
        self.fix_imports = fix_imports

def load(self):
        """Read a pickled object representation from the open file.

Return the reconstituted object hierarchy specified in the file.
        """
        # Check whether Unpickler was initialized correctly. This is
        # only needed to mimic the behavior of _pickle.Unpickler.dump().
        if not hasattr(self, "_file_read"):
            raise UnpicklingError("Unpickler.__init__() was not called by "
                                  "%s.__init__()" % (self.__class__.__name__,))
        self._unframer = _Unframer(self._file_read, self._file_readline)
        self.read = self._unframer.read
        self.readline = self._unframer.readline
        self.metastack = []
        self.stack = []
        self.append = self.stack.append
        self.proto = 0
        read = self.read
        dispatch = self.dispatch
        try:
            while True:
                key = read(1)
                if not key:
                    raise EOFError
                assert isinstance(key, bytes_types)
                dispatch[key[0]](self)
        except _Stop as stopinst:
            return stopinst.value

# Return a list of items pushed in the stack after last MARK instruction.
    def pop_mark(self):
        items = self.stack
        self.stack = self.metastack.pop()
        self.append = self.stack.append
        return items

def persistent_load(self, pid):
        raise UnpicklingError("unsupported persistent id encountered")

dispatch = {}

def load_proto(self):
        proto = self.read(1)[0]
        if not 0 <= proto <= HIGHEST_PROTOCOL:
            raise ValueError("unsupported pickle protocol: %d" % proto)
        self.proto = proto
    dispatch[PROTO[0]] = load_proto

def load_frame(self):
        frame_size, = unpack('<Q', self.read(8))
        if frame_size > sys.maxsize:
            raise ValueError("frame size > sys.maxsize: %d" % frame_size)
        self._unframer.load_frame(frame_size)
    dispatch[FRAME[0]] = load_frame

def load_persid(self):
        try:
            pid = self.readline()[:-1].decode("ascii")
        except UnicodeDecodeError:
            raise UnpicklingError(
                "persistent IDs in protocol 0 must be ASCII strings")
        self.append(self.persistent_load(pid))
    dispatch[PERSID[0]] = load_persid

def load_binpersid(self):
        pid = self.stack.pop()
        self.append(self.persistent_load(pid))
    dispatch[BINPERSID[0]] = load_binpersid

def load_none(self):
        self.append(None)
    dispatch[NONE[0]] = load_none

def load_false(self):
        self.append(False)
    dispatch[NEWFALSE[0]] = load_false

def load_true(self):
        self.append(True)
    dispatch[NEWTRUE[0]] = load_true

def load_int(self):
        data = self.readline()
        if data == FALSE[1:]:
            val = False
        elif data == TRUE[1:]:
            val = True
        else:
            val = int(data, 0)
        self.append(val)
    dispatch[INT[0]] = load_int

def load_binint(self):
        self.append(unpack('<i', self.read(4))[0])
    dispatch[BININT[0]] = load_binint

def load_binint1(self):
        self.append(self.read(1)[0])
    dispatch[BININT1[0]] = load_binint1

def load_binint2(self):
        self.append(unpack('<H', self.read(2))[0])
    dispatch[BININT2[0]] = load_binint2

def load_long(self):
        val = self.readline()[:-1]
        if val and val[-1] == b'L'[0]:
            val = val[:-1]
        self.append(int(val, 0))
    dispatch[LONG[0]] = load_long

def load_long1(self):
        n = self.read(1)[0]
        data = self.read(n)
        self.append(decode_long(data))
    dispatch[LONG1[0]] = load_long1

def load_long4(self):
        n, = unpack('<i', self.read(4))
        if n < 0:
            # Corrupt or hostile pickle -- we never write one like this
            raise UnpicklingError("LONG pickle has negative byte count")
        data = self.read(n)
        self.append(decode_long(data))
    dispatch[LONG4[0]] = load_long4

def load_float(self):
        self.append(float(self.readline()[:-1]))
    dispatch[FLOAT[0]] = load_float

def load_binfloat(self):
        self.append(unpack('>d', self.read(8))[0])
    dispatch[BINFLOAT[0]] = load_binfloat

def _decode_string(self, value):
        # Used to allow strings from Python 2 to be decoded either as
        # bytes or Unicode strings.  This should be used only with the
        # STRING, BINSTRING and SHORT_BINSTRING opcodes.
        if self.encoding == "bytes":
            return value
        else:
            return value.decode(self.encoding, self.errors)

def load_string(self):
        data = self.readline()[:-1]
        # Strip outermost quotes
        if len(data) >= 2 and data[0] == data[-1] and data[0] in b'"\'':
            data = data[1:-1]
        else:
            raise UnpicklingError("the STRING opcode argument must be quoted")
        self.append(self._decode_string(codecs.escape_decode(data)[0]))
    dispatch[STRING[0]] = load_string

def load_binstring(self):
        # Deprecated BINSTRING uses signed 32-bit length
        len, = unpack('<i', self.read(4))
        if len < 0:
            raise UnpicklingError("BINSTRING pickle has negative byte count")
        data = self.read(len)
        self.append(self._decode_string(data))
    dispatch[BINSTRING[0]] = load_binstring

def load_binbytes(self):
        len, = unpack('<I', self.read(4))
        if len > maxsize:
            raise UnpicklingError("BINBYTES exceeds system's maximum size "
                                  "of %d bytes" % maxsize)
        self.append(self.read(len))
    dispatch[BINBYTES[0]] = load_binbytes

def load_unicode(self):
        self.append(str(self.readline()[:-1], 'raw-unicode-escape'))
    dispatch[UNICODE[0]] = load_unicode

def load_binunicode(self):
        len, = unpack('<I', self.read(4))
        if len > maxsize:
            raise UnpicklingError("BINUNICODE exceeds system's maximum size "
                                  "of %d bytes" % maxsize)
        self.append(str(self.read(len), 'utf-8', 'surrogatepass'))
    dispatch[BINUNICODE[0]] = load_binunicode

def load_binunicode8(self):
        len, = unpack('<Q', self.read(8))
        if len > maxsize:
            raise UnpicklingError("BINUNICODE8 exceeds system's maximum size "
                                  "of %d bytes" % maxsize)
        self.append(str(self.read(len), 'utf-8', 'surrogatepass'))
    dispatch[BINUNICODE8[0]] = load_binunicode8

def load_binbytes8(self):
        len, = unpack('<Q', self.read(8))
        if len > maxsize:
            raise UnpicklingError("BINBYTES8 exceeds system's maximum size "
                                  "of %d bytes" % maxsize)
        self.append(self.read(len))
    dispatch[BINBYTES8[0]] = load_binbytes8

def load_short_binstring(self):
        len = self.read(1)[0]
        data = self.read(len)
        self.append(self._decode_string(data))
    dispatch[SHORT_BINSTRING[0]] = load_short_binstring

def load_short_binbytes(self):
        len = self.read(1)[0]
        self.append(self.read(len))
    dispatch[SHORT_BINBYTES[0]] = load_short_binbytes

def load_short_binunicode(self):
        len = self.read(1)[0]
        self.append(str(self.read(len), 'utf-8', 'surrogatepass'))
    dispatch[SHORT_BINUNICODE[0]] = load_short_binunicode

def load_tuple(self):
        items = self.pop_mark()
        self.append(tuple(items))
    dispatch[TUPLE[0]] = load_tuple

def load_empty_tuple(self):
        self.append(())
    dispatch[EMPTY_TUPLE[0]] = load_empty_tuple

def load_tuple1(self):
        self.stack[-1] = (self.stack[-1],)
    dispatch[TUPLE1[0]] = load_tuple1

def load_tuple2(self):
        self.stack[-2:] = [(self.stack[-2], self.stack[-1])]
    dispatch[TUPLE2[0]] = load_tuple2

def load_tuple3(self):
        self.stack[-3:] = [(self.stack[-3], self.stack[-2], self.stack[-1])]
    dispatch[TUPLE3[0]] = load_tuple3

def load_empty_list(self):
        self.append([])
    dispatch[EMPTY_LIST[0]] = load_empty_list

def load_empty_dictionary(self):
        self.append({})
    dispatch[EMPTY_DICT[0]] = load_empty_dictionary

def load_empty_set(self):
        self.append(set())
    dispatch[EMPTY_SET[0]] = load_empty_set

def load_frozenset(self):
        items = self.pop_mark()
        self.append(frozenset(items))
    dispatch[FROZENSET[0]] = load_frozenset

def load_list(self):
        items = self.pop_mark()
        self.append(items)
    dispatch[LIST[0]] = load_list

def load_dict(self):
        items = self.pop_mark()
        d = {items[i]: items[i+1]
             for i in range(0, len(items), 2)}
        self.append(d)
    dispatch[DICT[0]] = load_dict

# INST and OBJ differ only in how they get a class object.  It's not
    # only sensible to do the rest in a common routine, the two routines
    # previously diverged and grew different bugs.
    # klass is the class to instantiate, and k points to the topmost mark
    # object, following which are the arguments for klass.__init__.
    def _instantiate(self, klass, args):
        if (args or not isinstance(klass, type) or
            hasattr(klass, "__getinitargs__")):
            try:
                value = klass(*args)
            except TypeError as err:
                raise TypeError("in constructor for %s: %s" %
                                (klass.__name__, str(err)), sys.exc_info()[2])
        else:
            value = klass.__new__(klass)
        self.append(value)

def load_inst(self):
        module = self.readline()[:-1].decode("ascii")
        name = self.readline()[:-1].decode("ascii")
        klass = self.find_class(module, name)
        self._instantiate(klass, self.pop_mark())
    dispatch[INST[0]] = load_inst

def load_obj(self):
        # Stack is ... markobject classobject arg1 arg2 ...
        args = self.pop_mark()
        cls = args.pop(0)
        self._instantiate(cls, args)
    dispatch[OBJ[0]] = load_obj

def load_newobj(self):
        args = self.stack.pop()
        cls = self.stack.pop()
        obj = cls.__new__(cls, *args)
        self.append(obj)
    dispatch[NEWOBJ[0]] = load_newobj

def load_newobj_ex(self):
        kwargs = self.stack.pop()
        args = self.stack.pop()
        cls = self.stack.pop()
        obj = cls.__new__(cls, *args, **kwargs)
        self.append(obj)
    dispatch[NEWOBJ_EX[0]] = load_newobj_ex

def load_global(self):
        module = self.readline()[:-1].decode("utf-8")
        name = self.readline()[:-1].decode("utf-8")
        klass = self.find_class(module, name)
        self.append(klass)
    dispatch[GLOBAL[0]] = load_global

def load_stack_global(self):
        name = self.stack.pop()
        module = self.stack.pop()
        if type(name) is not str or type(module) is not str:
            raise UnpicklingError("STACK_GLOBAL requires str")
        self.append(self.find_class(module, name))
    dispatch[STACK_GLOBAL[0]] = load_stack_global

def load_ext1(self):
        code = self.read(1)[0]
        self.get_extension(code)
    dispatch[EXT1[0]] = load_ext1

def load_ext2(self):
        code, = unpack('<H', self.read(2))
        self.get_extension(code)
    dispatch[EXT2[0]] = load_ext2

def load_ext4(self):
        code, = unpack('<i', self.read(4))
        self.get_extension(code)
    dispatch[EXT4[0]] = load_ext4

def get_extension(self, code):
        nil = []
        obj = _extension_cache.get(code, nil)
        if obj is not nil:
            self.append(obj)
            return
        key = _inverted_registry.get(code)
        if not key:
            if code <= 0: # note that 0 is forbidden
                # Corrupt or hostile pickle.
                raise UnpicklingError("EXT specifies code <= 0")
            raise ValueError("unregistered extension code %d" % code)
        obj = self.find_class(*key)
        _extension_cache[code] = obj
        self.append(obj)

def find_class(self, module, name):
        # Subclasses may override this.
        if self.proto < 3 and self.fix_imports:
            if (module, name) in _compat_pickle.NAME_MAPPING:
                module, name = _compat_pickle.NAME_MAPPING[(module, name)]
            elif module in _compat_pickle.IMPORT_MAPPING:
                module = _compat_pickle.IMPORT_MAPPING[module]
        __import__(module, level=0)
        if self.proto >= 4:
            return _getattribute(sys.modules[module], name)[0]
        else:
            return getattr(sys.modules[module], name)

def load_reduce(self):
        stack = self.stack
        args = stack.pop()
        func = stack[-1]
        stack[-1] = func(*args)
    dispatch[REDUCE[0]] = load_reduce

def load_pop(self):
        if self.stack:
            del self.stack[-1]
        else:
            self.pop_mark()
    dispatch[POP[0]] = load_pop

def load_pop_mark(self):
        self.pop_mark()
    dispatch[POP_MARK[0]] = load_pop_mark

def load_dup(self):
        self.append(self.stack[-1])
    dispatch[DUP[0]] = load_dup

def load_get(self):
        i = int(self.readline()[:-1])
        self.append(self.memo[i])
    dispatch[GET[0]] = load_get

def load_binget(self):
        i = self.read(1)[0]
        self.append(self.memo[i])
    dispatch[BINGET[0]] = load_binget

def load_long_binget(self):
        i, = unpack('<I', self.read(4))
        self.append(self.memo[i])
    dispatch[LONG_BINGET[0]] = load_long_binget

def load_put(self):
        i = int(self.readline()[:-1])
        if i < 0:
            raise ValueError("negative PUT argument")
        self.memo[i] = self.stack[-1]
    dispatch[PUT[0]] = load_put

def load_binput(self):
        i = self.read(1)[0]
        if i < 0:
            raise ValueError("negative BINPUT argument")
        self.memo[i] = self.stack[-1]
    dispatch[BINPUT[0]] = load_binput

def load_long_binput(self):
        i, = unpack('<I', self.read(4))
        if i > maxsize:
            raise ValueError("negative LONG_BINPUT argument")
        self.memo[i] = self.stack[-1]
    dispatch[LONG_BINPUT[0]] = load_long_binput

def load_memoize(self):
        memo = self.memo
        memo[len(memo)] = self.stack[-1]
    dispatch[MEMOIZE[0]] = load_memoize

def load_append(self):
        stack = self.stack
        value = stack.pop()
        list = stack[-1]
        list.append(value)
    dispatch[APPEND[0]] = load_append

def load_appends(self):
        items = self.pop_mark()
        list_obj = self.stack[-1]
        try:
            extend = list_obj.extend
        except AttributeError:
            pass
        else:
            extend(items)
            return
        # Even if the PEP 307 requires extend() and append() methods,
        # fall back on append() if the object has no extend() method
        # for backward compatibility.
        append = list_obj.append
        for item in items:
            append(item)
    dispatch[APPENDS[0]] = load_appends

def load_setitem(self):
        stack = self.stack
        value = stack.pop()
        key = stack.pop()
        dict = stack[-1]
        dict[key] = value
    dispatch[SETITEM[0]] = load_setitem

def load_setitems(self):
        items = self.pop_mark()
        dict = self.stack[-1]
        for i in range(0, len(items), 2):
            dict[items[i]] = items[i + 1]
    dispatch[SETITEMS[0]] = load_setitems

def load_additems(self):
        items = self.pop_mark()
        set_obj = self.stack[-1]
        if isinstance(set_obj, set):
            set_obj.update(items)
        else:
            add = set_obj.add
            for item in items:
                add(item)
    dispatch[ADDITEMS[0]] = load_additems

def load_build(self):
        stack = self.stack
        state = stack.pop()
        inst = stack[-1]
        setstate = getattr(inst, "__setstate__", None)
        if setstate is not None:
            setstate(state)
            return
        slotstate = None
        if isinstance(state, tuple) and len(state) == 2:
            state, slotstate = state
        if state:
            inst_dict = inst.__dict__
            intern = sys.intern
            for k, v in state.items():
                if type(k) is str:
                    inst_dict[intern(k)] = v
                else:
                    inst_dict[k] = v
        if slotstate:
            for k, v in slotstate.items():
                setattr(inst, k, v)
    dispatch[BUILD[0]] = load_build

def load_mark(self):
        self.metastack.append(self.stack)
        self.stack = []
        self.append = self.stack.append
    dispatch[MARK[0]] = load_mark

def load_stop(self):
        value = self.stack.pop()
        raise _Stop(value)
    dispatch[STOP[0]] = load_stop

# Shorthands

def _dump(obj, file, protocol=None, *, fix_imports=True):
    _Pickler(file, protocol, fix_imports=fix_imports).dump(obj)

def _dumps(obj, protocol=None, *, fix_imports=True):
    f = io.BytesIO()
    _Pickler(f, protocol, fix_imports=fix_imports).dump(obj)
    res = f.getvalue()
    assert isinstance(res, bytes_types)
    return res

def _load(file, *, fix_imports=True, encoding="ASCII", errors="strict"):
    return _Unpickler(file, fix_imports=fix_imports,
                     encoding=encoding, errors=errors).load()

def _loads(s, *, fix_imports=True, encoding="ASCII", errors="strict"):
    if isinstance(s, str):
        raise TypeError("Can't load pickle from unicode string")
    file = io.BytesIO(s)
    return _Unpickler(file, fix_imports=fix_imports,
                      encoding=encoding, errors=errors).load()

# Use the faster _pickle if possible
try:
    from _pickle import (
        PickleError,
        PicklingError,
        UnpicklingError,
        Pickler,
        Unpickler,
        dump,
        dumps,
        load,
        loads
    )
except ImportError:
    Pickler, Unpickler = _Pickler, _Unpickler
    dump, dumps, load, loads = _dump, _dumps, _load, _loads

# Doctest
def _test():
    import doctest
    return doctest.testmod()

if __name__ == "__main__":
    import argparse
    parser = argparse.ArgumentParser(
        description='display contents of the pickle files')
    parser.add_argument(
        'pickle_file', type=argparse.FileType('br'),
        nargs='*', help='the pickle file')
    parser.add_argument(
        '-t', '--test', action='store_true',
        help='run self-test suite')
    parser.add_argument(
        '-v', action='store_true',
        help='run verbosely; only affects self-test run')
    args = parser.parse_args()
    if args.test:
        _test()
    else:
        if not args.pickle_file:
            parser.print_help()
        else:
            import pprint
            for f in args.pickle_file:
                obj = load(f)
                pprint.pprint(obj)

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