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All the stack entries following the topmost markobject are placed into a single Python tuple, which single tuple object replaces all of the stack from the topmost markobject onward. For example, Stack before: ... markobject 1 2 3 'abc' Stack after: ... (1, 2, 3, 'abc') ZTUPLE1� z�Build a one-tuple out of the topmost item on the stack. This code pops one value off the stack and pushes a tuple of length 1 whose one item is that value back onto it. In other words: stack[-1] = tuple(stack[-1:]) ZTUPLE2�aBuild a two-tuple out of the top two items on the stack. This code pops two values off the stack and pushes a tuple of length 2 whose items are those values back onto it. In other words: stack[-2:] = [tuple(stack[-2:])] ZTUPLE3�aBuild a three-tuple out of the top three items on the stack. This code pops three values off the stack and pushes a tuple of length 3 whose items are those values back onto it. 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Everything at and after the topmost markobject is popped, leaving the mutated dict at the top of the stack. Stack before: ... pydict markobject key_1 value_1 ... key_n value_n Stack after: ... pydict where pydict has been modified via pydict[key_i] = value_i for i in 1, 2, ..., n, and in that order. Z EMPTY_SET�zPush an empty set.ZADDITEMS�a$Add an arbitrary number of items to an existing set. The slice of the stack following the topmost markobject is taken as a sequence of items, added to the set immediately under the topmost markobject. Everything at and after the topmost markobject is popped, leaving the mutated set at the top of the stack. Stack before: ... pyset markobject item_1 ... item_n Stack after: ... pyset where pyset has been modified via pyset.add(item_i) = item_i for i in 1, 2, ..., n, and in that order. Z FROZENSET�azBuild a frozenset out of the topmost slice, after markobject. All the stack entries following the topmost markobject are placed into a single Python frozenset, which single frozenset object replaces all of the stack from the topmost markobject onward. For example, Stack before: ... markobject 1 2 3 Stack after: ... frozenset({1, 2, 3}) �POP�0z<Discard the top stack item, shrinking the stack by one item.ZDUP�2z=Push the top stack item onto the stack again, duplicating it.�MARK�(z�Push markobject onto the stack. markobject is a unique object, used by other opcodes to identify a region of the stack containing a variable number of objects for them to work on. See markobject.doc for more detail. ZPOP_MARK�1aPop all the stack objects at and above the topmost markobject. When an opcode using a variable number of stack objects is done, POP_MARK is used to remove those objects, and to remove the markobject that delimited their starting position on the stack. �GET�gz�Read an object from the memo and push it on the stack. The index of the memo object to push is given by the newline-terminated decimal string following. BINGET and LONG_BINGET are space-optimized versions. �BINGET�hz�Read an object from the memo and push it on the stack. The index of the memo object to push is given by the 1-byte unsigned integer following. �LONG_BINGET�jz�Read an object from the memo and push it on the stack. The index of the memo object to push is given by the 4-byte unsigned little-endian integer following. �PUT�pz�Store the stack top into the memo. The stack is not popped. The index of the memo location to write into is given by the newline- terminated decimal string following. BINPUT and LONG_BINPUT are space-optimized versions. �BINPUTr<z�Store the stack top into the memo. The stack is not popped. The index of the memo location to write into is given by the 1-byte unsigned integer following. �LONG_BINPUT�rz�Store the stack top into the memo. The stack is not popped. 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STOP highest protocol among opcodes = 0 Try again with a "binary" pickle. >>> pkl1 = pickle.dumps(x, 1) >>> dis(pkl1) 0: ] EMPTY_LIST 1: q BINPUT 0 3: ( MARK 4: K BININT1 1 6: K BININT1 2 8: ( MARK 9: K BININT1 3 11: K BININT1 4 13: t TUPLE (MARK at 8) 14: q BINPUT 1 16: } EMPTY_DICT 17: q BINPUT 2 19: c GLOBAL '_codecs encode' 35: q BINPUT 3 37: ( MARK 38: X BINUNICODE 'abc' 46: q BINPUT 4 48: X BINUNICODE 'latin1' 59: q BINPUT 5 61: t TUPLE (MARK at 37) 62: q BINPUT 6 64: R REDUCE 65: q BINPUT 7 67: X BINUNICODE 'def' 75: q BINPUT 8 77: s SETITEM 78: e APPENDS (MARK at 3) 79: . STOP highest protocol among opcodes = 1 Exercise the INST/OBJ/BUILD family. >>> import pickletools >>> dis(pickle.dumps(pickletools.dis, 0)) 0: c GLOBAL 'pickletools dis' 17: p PUT 0 20: . STOP highest protocol among opcodes = 0 >>> from pickletools import _Example >>> x = [_Example(42)] * 2 >>> dis(pickle.dumps(x, 0)) 0: ( MARK 1: l LIST (MARK at 0) 2: p PUT 0 5: c GLOBAL 'copy_reg _reconstructor' 30: p PUT 1 33: ( MARK 34: c GLOBAL 'pickletools _Example' 56: p PUT 2 59: c GLOBAL '__builtin__ object' 79: p PUT 3 82: N NONE 83: t TUPLE (MARK at 33) 84: p PUT 4 87: R REDUCE 88: p PUT 5 91: ( MARK 92: d DICT (MARK at 91) 93: p PUT 6 96: V UNICODE 'value' 103: p PUT 7 106: I INT 42 110: s SETITEM 111: b BUILD 112: a APPEND 113: g GET 5 116: a APPEND 117: . STOP highest protocol among opcodes = 0 >>> dis(pickle.dumps(x, 1)) 0: ] EMPTY_LIST 1: q BINPUT 0 3: ( MARK 4: c GLOBAL 'copy_reg _reconstructor' 29: q BINPUT 1 31: ( MARK 32: c GLOBAL 'pickletools _Example' 54: q BINPUT 2 56: c GLOBAL '__builtin__ object' 76: q BINPUT 3 78: N NONE 79: t TUPLE (MARK at 31) 80: q BINPUT 4 82: R REDUCE 83: q BINPUT 5 85: } EMPTY_DICT 86: q BINPUT 6 88: X BINUNICODE 'value' 98: q BINPUT 7 100: K BININT1 42 102: s SETITEM 103: b BUILD 104: h BINGET 5 106: e APPENDS (MARK at 3) 107: . STOP highest protocol among opcodes = 1 Try "the canonical" recursive-object test. >>> L = [] >>> T = L, >>> L.append(T) >>> L[0] is T True >>> T[0] is L True >>> L[0][0] is L True >>> T[0][0] is T True >>> dis(pickle.dumps(L, 0)) 0: ( MARK 1: l LIST (MARK at 0) 2: p PUT 0 5: ( MARK 6: g GET 0 9: t TUPLE (MARK at 5) 10: p PUT 1 13: a APPEND 14: . STOP highest protocol among opcodes = 0 >>> dis(pickle.dumps(L, 1)) 0: ] EMPTY_LIST 1: q BINPUT 0 3: ( MARK 4: h BINGET 0 6: t TUPLE (MARK at 3) 7: q BINPUT 1 9: a APPEND 10: . STOP highest protocol among opcodes = 1 Note that, in the protocol 0 pickle of the recursive tuple, the disassembler has to emulate the stack in order to realize that the POP opcode at 16 gets rid of the MARK at 0. >>> dis(pickle.dumps(T, 0)) 0: ( MARK 1: ( MARK 2: l LIST (MARK at 1) 3: p PUT 0 6: ( MARK 7: g GET 0 10: t TUPLE (MARK at 6) 11: p PUT 1 14: a APPEND 15: 0 POP 16: 0 POP (MARK at 0) 17: g GET 1 20: . STOP highest protocol among opcodes = 0 >>> dis(pickle.dumps(T, 1)) 0: ( MARK 1: ] EMPTY_LIST 2: q BINPUT 0 4: ( MARK 5: h BINGET 0 7: t TUPLE (MARK at 4) 8: q BINPUT 1 10: a APPEND 11: 1 POP_MARK (MARK at 0) 12: h BINGET 1 14: . STOP highest protocol among opcodes = 1 Try protocol 2. >>> dis(pickle.dumps(L, 2)) 0: \x80 PROTO 2 2: ] EMPTY_LIST 3: q BINPUT 0 5: h BINGET 0 7: \x85 TUPLE1 8: q BINPUT 1 10: a APPEND 11: . STOP highest protocol among opcodes = 2 >>> dis(pickle.dumps(T, 2)) 0: \x80 PROTO 2 2: ] EMPTY_LIST 3: q BINPUT 0 5: h BINGET 0 7: \x85 TUPLE1 8: q BINPUT 1 10: a APPEND 11: 0 POP 12: h BINGET 1 14: . STOP highest protocol among opcodes = 2 Try protocol 3 with annotations: >>> dis(pickle.dumps(T, 3), annotate=1) 0: \x80 PROTO 3 Protocol version indicator. 2: ] EMPTY_LIST Push an empty list. 3: q BINPUT 0 Store the stack top into the memo. The stack is not popped. 5: h BINGET 0 Read an object from the memo and push it on the stack. 7: \x85 TUPLE1 Build a one-tuple out of the topmost item on the stack. 8: q BINPUT 1 Store the stack top into the memo. The stack is not popped. 10: a APPEND Append an object to a list. 11: 0 POP Discard the top stack item, shrinking the stack by one item. 12: h BINGET 1 Read an object from the memo and push it on the stack. 14: . STOP Stop the unpickling machine. highest protocol among opcodes = 2 a= >>> import pickle >>> import io >>> f = io.BytesIO() >>> p = pickle.Pickler(f, 2) >>> x = [1, 2, 3] >>> p.dump(x) >>> p.dump(x) >>> f.seek(0) 0 >>> memo = {} >>> dis(f, memo=memo) 0: \x80 PROTO 2 2: ] EMPTY_LIST 3: q BINPUT 0 5: ( MARK 6: K BININT1 1 8: K BININT1 2 10: K BININT1 3 12: e APPENDS (MARK at 5) 13: . STOP highest protocol among opcodes = 2 >>> dis(f, memo=memo) 14: \x80 PROTO 2 16: h BINGET 0 18: . 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