serializer.py
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'''
Created on Oct 20, 2013
@author: mlenart
'''
import logging
from state import State
class Serializer(object):
def __init__(self, fsa):
self.fsa = fsa
self.label2Count = {}
for state in self.fsa.initialState.dfs():
for label, _ in state.transitionsMap.iteritems():
self.label2Count[label] = self.label2Count.get(label, 0) + 1
def serialize2CppFile(self, fname):
res = []
# self.fsa.calculateOffsets(sizeCounter=lambda state: self.getStateSize(state))
res.append('const unsigned char DEFAULT_FSA[] = {')
for byte in self.fsa2bytearray():
res.append(hex(byte));
res.append(',');
# for idx, state in enumerate(sorted(self.fsa.initialState.dfs(set()), key=lambda state: state.offset)):
# res.append('// state '+str(idx))
# partRes = []
# for byte in self.state2bytearray(state):
# partRes.append(hex(byte))
# partRes.append(',')
# res.append(' '.join(partRes))
res.append('}')
with open(fname, 'w') as f:
f.write('\n'.join(res))
def serialize2BinaryFile(self, fname):
# res = bytearray()
# self.fsa.calculateOffsets(sizeCounter=lambda state: self.getStateSize(state))
# for state in sorted(self.fsa.initialState.dfs(set()), key=lambda state: state.offset):
# # res.append('// state '+str(idx))
# res.extend(self.state2bytearray(state))
with open(fname, 'wb') as f:
f.write(self.fsa2bytearray())
def getStateSize(self, state):
raise NotImplementedError('Not implemented')
def fsa2bytearray(self):
res = bytearray()
res.extend(self.serializePrologue())
self.fsa.calculateOffsets(sizeCounter=lambda state: self.getStateSize(state))
logging.debug('SERIALIZE')
for state in sorted(self.fsa.initialState.dfs(set()), key=lambda s: s.offset):
res.extend(self.state2bytearray(state))
return res
def state2bytearray(self, state):
raise NotImplementedError('Not implemented')
def serializePrologue(self):
raise NotImplementedError('Not implemented')
class SimpleSerializer(Serializer):
ACCEPTING_FLAG = 128
def getStateSize(self, state):
return 1 + 4 * len(state.transitionsMap.keys()) + self.getDataSize(state)
def getDataSize(self, state):
assert type(state.encodedData) == bytearray or not state.isAccepting()
return len(state.encodedData) if state.isAccepting() else 0
def state2bytearray(self, state):
res = bytearray()
res.extend(self._stateData2bytearray(state))
res.extend(self._transitionsData2bytearray(state))
return res
def _stateData2bytearray(self, state):
res = bytearray()
firstByte = 0
if state.isAccepting():
firstByte |= SimpleSerializer.ACCEPTING_FLAG
firstByte |= len(state.transitionsMap)
assert firstByte < 256 and firstByte > 0
res.append(firstByte)
if state.isAccepting():
res.extend(state.encodedData)
return res
def _transitionsData2bytearray(self, state):
res = bytearray()
# logging.debug('next')
for byte, nextState in sorted(state.transitionsMap.iteritems(), key=lambda (label, next): (-next.freq, -self.label2Count[label])):
# logging.debug(byte)
res.append(byte)
offset = nextState.offset
res.append(offset & 0x0000FF)
res.append((offset & 0x00FF00) >> 8)
res.append((offset & 0xFF0000) >> 16)
return res
def serializePrologue(self):
return bytearray()
class VLengthSerializer(Serializer):
MAGIC_NUMBER = 0x8fc2bc1b
VERSION = 1
LAST_FLAG = 128
def __init__(self, fsa):
super(VLengthSerializer, self).__init__(fsa)
self.statesTable = list(reversed(list(fsa.initialState.dfs(set()))))
self.state2Index = dict([(state, idx) for (idx, state) in enumerate(self.statesTable)])
# labels sorted by popularity
self.sortedLabels = [label for (label, freq) in sorted(self.fsa.label2Freq.iteritems(), key=lambda (label, freq): (-freq, label))]
remainingChars = [c for c in range(256) if not c in self.sortedLabels]
while len(self.sortedLabels) < 256:
self.sortedLabels.append(remainingChars.pop())
# popular labels table
self.label2Index = dict([(label, self.sortedLabels.index(label)) for label in self.sortedLabels][:31])
def serializePrologue(self):
res = bytearray()
# serialize magic number in big-endian order
res.append((VLengthSerializer.MAGIC_NUMBER & 0xFF000000) >> 24)
res.append((VLengthSerializer.MAGIC_NUMBER & 0x00FF0000) >> 16)
res.append((VLengthSerializer.MAGIC_NUMBER & 0x0000FF00) >> 8)
res.append(VLengthSerializer.MAGIC_NUMBER & 0x000000FF)
# serialize version number
res.append(VLengthSerializer.VERSION)
# serialize popular labels
logging.debug(self.sortedLabels)
for label in self.sortedLabels[:31]:
res.append(label)
return res
def getStateSize(self, state):
return len(self.state2bytearray(state))
def getDataSize(self, state):
assert type(state.encodedData) == bytearray or not state.isAccepting()
return len(state.encodedData) if state.isAccepting() else 0
def state2bytearray(self, state):
res = bytearray()
res.extend(self._stateData2bytearray(state))
res.extend(self._transitionsData2bytearray(state))
return res
def _stateData2bytearray(self, state):
res = bytearray()
if state.isAccepting():
res.extend(state.encodedData)
return res
def getKey(self, state, label):
res = (-state.label2Freq.get(label, 0), -self.fsa.label2Freq.get(label, 0))
# logging.info(chr(label))
# logging.info(res)
return res
def _transitionsData2bytearray(self, state):
res = bytearray()
# logging.info(self.fsa.label2Freq)
transitions = list(sorted(state.transitionsMap.iteritems(), key=lambda (label, nextState): self.getKey(state, label)))
# logging.info(str([chr(label) for label, _ in transitions]))
thisIdx = self.state2Index[state]
logging.debug('state '+str(state.offset))
if len(transitions) == 0:
assert state.isAccepting()
return bytearray()
else:
stateAfterThis = self.statesTable[thisIdx + 1]
for reversedN, (label, nextState) in enumerate(reversed(transitions)):
transitionBytes = bytearray()
assert nextState.reverseOffset is not None
assert stateAfterThis.reverseOffset is not None
logging.debug('next state reverse: '+str(nextState.reverseOffset))
logging.debug('after state reverse: '+str(stateAfterThis.reverseOffset))
n = len(transitions) - reversedN
popularLabel = label in self.label2Index
firstByte = self.label2Index[label] if popularLabel else 31
last = len(transitions) == n
next = last and stateAfterThis == nextState
if last:
firstByte |= VLengthSerializer.LAST_FLAG
offsetSize = 0
offset = 0
if not next:
offsetSize = 1
# nextState.offset - stateAfterThis.offset
offset = (stateAfterThis.reverseOffset - nextState.reverseOffset) + offsetSize + len(res) - 1
assert offset > 0
if offset >= 256:
# offset += 1
offsetSize += 1
if offset >= 256 * 256:
# offset += 1
offsetSize += 1
assert offset < 256 * 256 * 256 #TODO - przerobic na jakis porzadny wyjatek
firstByte |= (32 * offsetSize)
transitionBytes.append(firstByte)
if not popularLabel:
transitionBytes.append(label)
# serialize offset in big-endian order
if offsetSize == 3:
transitionBytes.append((offset & 0xFF0000) >> 16)
if offsetSize >= 2:
transitionBytes.append((offset & 0x00FF00) >> 8)
if offsetSize >= 1:
transitionBytes.append(offset & 0x0000FF)
for b in reversed(transitionBytes):
res.insert(0, b)
logging.debug('inserted transition at beginning '+chr(label)+' -> '+str(offset))
return res
class VLengthSerializer2(Serializer):
MAGIC_NUMBER = 0x8fc2bc1b
VERSION = 3
ACCEPTING_FLAG = 0b10000000
NEXT_FLAG = 0b01000000
def __init__(self, fsa):
super(VLengthSerializer2, self).__init__(fsa)
self.statesTable = list(reversed(list(fsa.dfs())))
self.state2Index = dict([(state, idx) for (idx, state) in enumerate(self.statesTable)])
def serializePrologue(self):
res = bytearray()
# serialize magic number in big-endian order
res.append((VLengthSerializer2.MAGIC_NUMBER & 0xFF000000) >> 24)
res.append((VLengthSerializer2.MAGIC_NUMBER & 0x00FF0000) >> 16)
res.append((VLengthSerializer2.MAGIC_NUMBER & 0x0000FF00) >> 8)
res.append(VLengthSerializer2.MAGIC_NUMBER & 0x000000FF)
# serialize version number
res.append(VLengthSerializer2.VERSION)
return res
def getStateSize(self, state):
return len(self.state2bytearray(state))
def getDataSize(self, state):
assert type(state.encodedData) == bytearray or not state.isAccepting()
return len(state.encodedData) if state.isAccepting() else 0
def state2bytearray(self, state):
res = bytearray()
res.extend(self._stateData2bytearray(state))
res.extend(self._transitionsData2bytearray(state))
return res
def _stateData2bytearray(self, state):
assert len(state.transitionsMap) < 64
res = bytearray()
firstByte = 0
if state.isAccepting():
firstByte |= VLengthSerializer2.ACCEPTING_FLAG
transitions = list(sorted(state.transitionsMap.iteritems(), key=lambda (label, nextState): self.getKey(state, label)))
if transitions:
lastLabel, lastNextState = transitions[-1]
if self.state2Index[lastNextState] == self.state2Index[state] + 1:
firstByte |= VLengthSerializer2.NEXT_FLAG
firstByte |= len(state.transitionsMap)
assert firstByte < 256 and firstByte > 0
res.append(firstByte)
if state.isAccepting():
res.extend(state.encodedData)
return res
def getKey(self, state, label):
res = (-state.label2Freq.get(label, 0), -self.fsa.label2Freq.get(label, 0))
# logging.info(chr(label))
# logging.info(res)
return res
def _transitionsData2bytearray(self, state):
res = bytearray()
transitions = list(sorted(state.transitionsMap.iteritems(), key=lambda (label, nextState): self.getKey(state, label)))
thisIdx = self.state2Index[state]
logging.debug('state '+str(state.offset))
if len(transitions) == 0:
assert state.isAccepting()
return bytearray()
else:
stateAfterThis = self.statesTable[thisIdx + 1]
for reversedN, (label, nextState) in enumerate(reversed(transitions)):
transitionBytes = bytearray()
assert nextState.reverseOffset is not None
assert stateAfterThis.reverseOffset is not None
logging.debug('next state reverse: '+str(nextState.reverseOffset))
logging.debug('after state reverse: '+str(stateAfterThis.reverseOffset))
firstByte = label
n = len(transitions) - reversedN
last = len(transitions) == n
isNext = last and stateAfterThis == nextState
if not isNext:
offsetSize = 0
# offset = 0
offset = (stateAfterThis.reverseOffset - nextState.reverseOffset) + len(res)
assert offset > 0
if offset >= 64:
offsetSize += 1
if offset >= 256 * 64:
offsetSize += 1
if offset >= 256 * 256 * 64:
offsetSize += 1
assert offset < 256 * 256 * 256 * 64 #TODO - przerobic na jakis porzadny wyjatek
secondByte = offsetSize
secondByte |= (offset >> (offsetSize * 8)) << 2
transitionBytes.append(firstByte)
transitionBytes.append(secondByte)
# serialize offset in big-endian order
if offsetSize == 3:
transitionBytes.append((offset & 0x00FF0000) >> 16)
if offsetSize >= 2:
transitionBytes.append((offset & 0x0000FF00) >> 8)
if offsetSize >= 1:
transitionBytes.append(offset & 0x000000FF)
for b in reversed(transitionBytes):
res.insert(0, b)
logging.debug('inserted transition at beginning '+chr(label)+' -> '+str(offset))
else:
logging.debug('inserted transition at beginning '+chr(label)+' -> NEXT')
res.insert(0, firstByte)
return res
class VLengthSerializer3(Serializer):
MAGIC_NUMBER = 0x8fc2bc1b
VERSION = 4
ACCEPTING_FLAG = 0b10000000
ARRAY_FLAG = 0b01000000
def __init__(self, fsa, useArrays):
super(VLengthSerializer3, self).__init__(fsa)
self.statesTable = list(reversed(list(fsa.dfs())))
self.state2Index = dict([(state, idx) for (idx, state) in enumerate(self.statesTable)])
self._chooseArrayStates()
self.useArrays = useArrays
def serializePrologue(self):
res = bytearray()
# serialize magic number in big-endian order
res.append((VLengthSerializer3.MAGIC_NUMBER & 0xFF000000) >> 24)
res.append((VLengthSerializer3.MAGIC_NUMBER & 0x00FF0000) >> 16)
res.append((VLengthSerializer3.MAGIC_NUMBER & 0x0000FF00) >> 8)
res.append(VLengthSerializer3.MAGIC_NUMBER & 0x000000FF)
# serialize version number
res.append(VLengthSerializer3.VERSION)
# labels sorted by popularity
self.sortedLabels = [label for (label, freq) in sorted(self.fsa.label2Freq.iteritems(), key=lambda (label, freq): (-freq, label))]
remainingChars = [c for c in range(256) if not c in self.sortedLabels]
# while len(self.sortedLabels) < 256:
# self.sortedLabels.append(remainingChars.pop())
# popular labels table
self.label2ShortLabel = dict([(label, self.sortedLabels.index(label) + 1) for label in self.sortedLabels[:63]])
logging.debug(dict([(chr(label), shortLabel) for label, shortLabel in self.label2ShortLabel.items()]))
for label in range(256):
res.append(self.label2ShortLabel.get(label, 0))
res.append(ord('^'))
return res
def getStateSize(self, state):
return len(self.state2bytearray(state))
def getDataSize(self, state):
assert type(state.encodedData) == bytearray or not state.isAccepting()
return len(state.encodedData) if state.isAccepting() else 0
def state2bytearray(self, state):
res = bytearray()
res.extend(self._stateData2bytearray(state))
res.extend(self._transitionsData2bytearray(state))
return res
def stateShouldBeAnArray(self, state):
# return False
# return len(state.transitionsMap) >= 13
return self.useArrays and state.serializeAsArray
def _stateData2bytearray(self, state):
assert len(state.transitionsMap) < 64
res = bytearray()
firstByte = 0
if state.isAccepting():
firstByte |= VLengthSerializer3.ACCEPTING_FLAG
# transitions = list(sorted(state.transitionsMap.iteritems(), key=lambda (label, nextState): self.getKey(state, label)))
# if transitions:
# lastLabel, lastNextState = transitions[-1]
# if self.state2Index[lastNextState] == self.state2Index[state] + 1:
# firstByte |= VLengthSerializer3.NEXT_FLAG
if self.stateShouldBeAnArray(state):
firstByte |= VLengthSerializer3.ARRAY_FLAG
firstByte |= len(state.transitionsMap)
assert firstByte < 256 and firstByte > 0
res.append(firstByte)
if state.isAccepting():
res.extend(state.encodedData)
return res
def getKey(self, state, label):
res = (-state.label2Freq.get(label, 0))
# logging.info(chr(label))
# logging.info(res)
return res
def _transitions2ListBytes(self, state, originalState=None):
res = bytearray()
transitions = list(sorted(state.transitionsMap.iteritems(), key=lambda (label, nextState): self.getKey(state, label)))
thisIdx = self.state2Index[originalState if originalState is not None else state]
logging.debug('state '+str(state.offset))
if len(transitions) == 0:
assert state.isAccepting()
return bytearray()
else:
stateAfterThis = self.statesTable[thisIdx + 1]
for reversedN, (label, nextState) in enumerate(reversed(transitions)):
transitionBytes = bytearray()
assert nextState.reverseOffset is not None
assert stateAfterThis.reverseOffset is not None
logging.debug('next state reverse: '+str(nextState.reverseOffset))
logging.debug('after state reverse: '+str(stateAfterThis.reverseOffset))
# firstByte = label
n = len(transitions) - reversedN
hasShortLabel = label in self.label2ShortLabel
firstByte = self.label2ShortLabel[label] if hasShortLabel else 0
firstByte <<= 2
last = len(transitions) == n
isNext = last and stateAfterThis == nextState
offsetSize = 0
# offset = 0
offset = (stateAfterThis.reverseOffset - nextState.reverseOffset) + len(res)
assert offset > 0 or isNext
if offset > 0:
offsetSize += 1
if offset >= 256:
offsetSize += 1
if offset >= 256 * 256:
offsetSize += 1
assert offset < 256 * 256 * 256 #TODO - przerobic na jakis porzadny wyjatek
assert offsetSize <= 3
assert offsetSize > 0 or isNext
firstByte |= offsetSize
# secondByte = offsetSize
# secondByte |= (offset >> (offsetSize * 8)) << 2
transitionBytes.append(firstByte)
if not hasShortLabel:
transitionBytes.append(label)
# serialize offset in big-endian order
if offsetSize == 3:
transitionBytes.append((offset & 0xFF0000) >> 16)
if offsetSize >= 2:
transitionBytes.append((offset & 0x00FF00) >> 8)
if offsetSize >= 1:
transitionBytes.append(offset & 0x0000FF)
for b in reversed(transitionBytes):
res.insert(0, b)
logging.debug('inserted transition at beginning '+chr(label)+' -> '+str(offset))
return res
def _trimState(self, state):
newState = State()
newState.encodedData = state.encodedData
newState.reverseOffset = state.reverseOffset
newState.offset = state.offset
newState.transitionsMap = dict([(label, nextState) for (label, nextState) in state.transitionsMap.iteritems()])
# newState.transitionsMap = dict([(label, nextState) for (label, nextState) in state.transitionsMap.iteritems() if not label in self.label2ShortLabel or not self.label2ShortLabel[label] in range(1,64)])
newState.serializeAsArray = False
return newState
def _transition2ArrayBytes(self, state):
res = bytearray()
array = [0] * 64
for label, nextState in state.transitionsMap.iteritems():
if label in self.label2ShortLabel:
shortLabel = self.label2ShortLabel[label]
array[shortLabel] = nextState.offset
logging.debug(array)
for offset in map(lambda x: x if x else 0, array):
res.append(0)
res.append((offset & 0xFF0000) >> 16)
res.append((offset & 0x00FF00) >> 8)
res.append(offset & 0x0000FF)
res.extend(self._stateData2bytearray(self._trimState(state)))
res.extend(self._transitions2ListBytes(self._trimState(state), originalState=state))
return res
def _transitionsData2bytearray(self, state):
if self.stateShouldBeAnArray(state):
return self._transition2ArrayBytes(state)
else:
return self._transitions2ListBytes(state)
def _chooseArrayStates(self):
for state1 in self.fsa.initialState.transitionsMap.values():
for state2 in state1.transitionsMap.values():
# for state3 in state2.transitionsMap.values():
# state3.serializeAsArray = True
state2.serializeAsArray = True
state1.serializeAsArray = True
self.fsa.initialState.serializeAsArray = True