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pickler.h
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#include <string>
#include <vector>
#include <ATen/core/ivalue.h>
#include <c10/util/ArrayRef.h>
#include <torch/csrc/utils/disallow_copy.h>
namespace torch {
namespace jit {
// See Python's pickletools.py for a detailed description of each of these codes
enum class OpCode : char {
MARK = '(',
STOP = '.',
POP = '0',
POP_MARK = '1',
DUP = '2',
FLOAT = 'F',
INT = 'I',
BININT = 'J',
BININT1 = 'K',
LONG = 'L',
BININT2 = 'M',
NONE = 'N',
PERSID = 'P',
BINPERSID = 'Q',
REDUCE = 'R',
STRING = 'S',
BINSTRING = 'T',
SHORT_BINSTRING = 'U',
UNICODE = 'V',
BINUNICODE = 'X',
APPEND = 'a',
BUILD = 'b',
GLOBAL = 'c',
DICT = 'd',
EMPTY_DICT = '}',
APPENDS = 'e',
GET = 'g',
BINGET = 'h',
INST = 'i',
LONG_BINGET = 'j',
LIST = 'l',
EMPTY_LIST = ']',
OBJ = 'o',
PUT = 'p',
BINPUT = 'q',
LONG_BINPUT = 'r',
SETITEM = 's',
TUPLE = 't',
EMPTY_TUPLE = ')',
SETITEMS = 'u',
BINFLOAT = 'G',
// Protocol 2
PROTO = '\x80',
NEWOBJ = '\x81',
EXT1 = '\x82',
EXT2 = '\x83',
EXT4 = '\x84',
TUPLE1 = '\x85',
TUPLE2 = '\x86',
TUPLE3 = '\x87',
NEWTRUE = '\x88',
NEWFALSE = '\x89',
LONG1 = '\x8a',
LONG4 = '\x8b',
// Protocol 3 (Python 3.x)
BINBYTES = 'B',
SHORT_BINBYTES = 'C',
// Protocol 4
SHORT_BINUNICODE = '\x8c',
BINUNICODE8 = '\x8d',
BINBYTES8 = '\x8e',
EMPTY_SET = '\x8f',
ADDITEMS = '\x90',
FROZENSET = '\x91',
NEWOBJ_EX = '\x92',
STACK_GLOBAL = '\x93',
MEMOIZE = '\x94',
FRAME = '\x95'
};
enum PicklerClass : uint8_t { TENSOR = 0, INTLIST = 1 };
using ::c10::IValue;
class Pickler {
TH_DISALLOW_COPY_AND_ASSIGN(Pickler);
public:
Pickler(std::vector<at::Tensor>* tensor_table)
: tensor_table_(tensor_table) {}
const std::vector<char>& stack();
void start();
void finish();
void addIValue(const IValue& ivalue);
private:
void pushBinGet(uint32_t memo_id);
void pushMemoizedString(const IValue& ivalue);
void pushString(const std::string& string);
void pushTensor(const IValue& ivalue);
void pushDouble(const IValue& ivalue);
void pushMemoization(const void* item);
void pushMemoization(const IValue& ivalue);
void pushList(const IValue& ivalue);
void pushIntList(const IValue& ivalue);
void pushTuple(const IValue& ivalue);
void pushDict(const IValue& ivalue);
void pushClass(PicklerClass cls);
void pushInt(const IValue& ivalue);
const void* getPointer(const IValue& ivalue);
// These convert values to bytes and add them to the stack (NB: since T is to
// the left of a '::', its type cannot be deduced by the compiler so one must
// explicitly instantiate the template, i.e. push<int>(int) works, push(int)
// does not)
template<typename T>
void push(typename std::common_type<T>::type value) {
const char* begin = reinterpret_cast<const char*>(&value);
stack_.insert(stack_.end(), begin, begin + sizeof(T));
}
// Stack of opcodes/data
std::vector<char> stack_;
// Memoization of IValues that have been written (index in table is used for
// BINPUT opcodes) to enable shared references
std::unordered_map<const void*, uint32_t> memo_;
// External table of tensors to serialize
std::vector<at::Tensor>* tensor_table_;
// TODO: only use this if necessary (add a pass to find all shared ivalues,
// and only memoize those)
uint32_t memo_id = 0;
};
class Unpickler {
TH_DISALLOW_COPY_AND_ASSIGN(Unpickler);
public:
Unpickler(
void* data,
size_t size,
const std::vector<at::Tensor>* tensor_table)
: bytes_(static_cast<const uint8_t*>(data)),
end_ptr_(bytes_ + size),
tensor_table_(tensor_table),
last_opcode_(OpCode::STOP) {}
std::vector<IValue> parse_ivalue_list();
private:
// No arguments ensures that a template arugment must be specified
// so that the number of bytes read / type read is explicit
template <typename T>
T read() {
AT_CHECK(
bytes_ + sizeof(T) <= end_ptr_,
"Unpickler overran buffer while reading a value");
T item;
std::memcpy(&item, bytes_, sizeof(T));
bytes_ += sizeof(T);
return item;
}
double readFloat();
void run();
OpCode readInstruction();
std::string readString();
OpCode readOpCode();
void readList();
std::vector<IValue> stack_;
std::vector<IValue> memo_;
std::vector<size_t> marks_;
const uint8_t* bytes_;
const uint8_t* end_ptr_;
const std::vector<at::Tensor>* tensor_table_;
OpCode last_opcode_;
};
} // namespace jit
} // namespace torch