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"""A flow graph representation for Python bytecode""" |
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import dis |
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import types |
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import sys |
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|
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from compiler import misc |
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from compiler.consts \ |
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import CO_OPTIMIZED, CO_NEWLOCALS, CO_VARARGS, CO_VARKEYWORDS |
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|
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class FlowGraph: |
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def __init__(self): |
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self.current = self.entry = Block() |
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self.exit = Block("exit") |
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self.blocks = misc.Set() |
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self.blocks.add(self.entry) |
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self.blocks.add(self.exit) |
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|
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def startBlock(self, block): |
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if self._debug: |
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if self.current: |
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print "end", repr(self.current) |
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print " next", self.current.next |
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print " prev", self.current.prev |
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print " ", self.current.get_children() |
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print repr(block) |
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self.current = block |
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|
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def nextBlock(self, block=None): |
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# XXX think we need to specify when there is implicit transfer |
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# from one block to the next. might be better to represent this |
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# with explicit JUMP_ABSOLUTE instructions that are optimized |
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# out when they are unnecessary. |
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# |
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# I think this strategy works: each block has a child |
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# designated as "next" which is returned as the last of the |
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# children. because the nodes in a graph are emitted in |
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# reverse post order, the "next" block will always be emitted |
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# immediately after its parent. |
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# Worry: maintaining this invariant could be tricky |
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if block is None: |
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block = self.newBlock() |
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|
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# Note: If the current block ends with an unconditional control |
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# transfer, then it is techically incorrect to add an implicit |
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# transfer to the block graph. Doing so results in code generation |
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# for unreachable blocks. That doesn't appear to be very common |
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# with Python code and since the built-in compiler doesn't optimize |
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# it out we don't either. |
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self.current.addNext(block) |
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self.startBlock(block) |
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|
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def newBlock(self): |
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b = Block() |
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self.blocks.add(b) |
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return b |
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def startExitBlock(self): |
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self.startBlock(self.exit) |
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_debug = 0 |
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|
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def _enable_debug(self): |
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self._debug = 1 |
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def _disable_debug(self): |
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self._debug = 0 |
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def emit(self, *inst): |
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if self._debug: |
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print "\t", inst |
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if len(inst) == 2 and isinstance(inst[1], Block): |
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self.current.addOutEdge(inst[1]) |
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self.current.emit(inst) |
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|
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def getBlocksInOrder(self): |
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"""Return the blocks in reverse postorder |
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|
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i.e. each node appears before all of its successors |
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""" |
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order = order_blocks(self.entry, self.exit) |
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return order |
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def getBlocks(self): |
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return self.blocks.elements() |
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|
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def getRoot(self): |
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"""Return nodes appropriate for use with dominator""" |
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return self.entry |
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|
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def getContainedGraphs(self): |
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l = [] |
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for b in self.getBlocks(): |
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l.extend(b.getContainedGraphs()) |
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return l |
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def order_blocks(start_block, exit_block): |
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"""Order blocks so that they are emitted in the right order""" |
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# Rules: |
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# - when a block has a next block, the next block must be emitted just after |
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# - when a block has followers (relative jumps), it must be emitted before |
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# them |
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# - all reachable blocks must be emitted |
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order = [] |
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|
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# Find all the blocks to be emitted. |
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remaining = set() |
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todo = [start_block] |
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while todo: |
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b = todo.pop() |
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if b in remaining: |
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continue |
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remaining.add(b) |
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for c in b.get_children(): |
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if c not in remaining: |
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todo.append(c) |
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# A block is dominated by another block if that block must be emitted |
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# before it. |
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dominators = {} |
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for b in remaining: |
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if __debug__ and b.next: |
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assert b is b.next[0].prev[0], (b, b.next) |
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# Make sure every block appears in dominators, even if no |
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# other block must precede it. |
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dominators.setdefault(b, set()) |
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# preceding blocks dominate following blocks |
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for c in b.get_followers(): |
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while 1: |
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dominators.setdefault(c, set()).add(b) |
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# Any block that has a next pointer leading to c is also |
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# dominated because the whole chain will be emitted at once. |
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# Walk backwards and add them all. |
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if c.prev and c.prev[0] is not b: |
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c = c.prev[0] |
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else: |
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break |
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|
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def find_next(): |
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# Find a block that can be emitted next. |
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for b in remaining: |
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for c in dominators[b]: |
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if c in remaining: |
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break # can't emit yet, dominated by a remaining block |
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else: |
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return b |
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assert 0, 'circular dependency, cannot find next block' |
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b = start_block |
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while 1: |
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order.append(b) |
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remaining.discard(b) |
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if b.next: |
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b = b.next[0] |
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continue |
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elif b is not exit_block and not b.has_unconditional_transfer(): |
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order.append(exit_block) |
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if not remaining: |
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break |
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b = find_next() |
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return order |
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class Block: |
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_count = 0 |
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def __init__(self, label=''): |
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self.insts = [] |
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self.outEdges = set() |
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self.label = label |
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self.bid = Block._count |
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self.next = [] |
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self.prev = [] |
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Block._count = Block._count + 1 |
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def __repr__(self): |
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if self.label: |
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return "<block %s id=%d>" % (self.label, self.bid) |
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else: |
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return "<block id=%d>" % (self.bid) |
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def __str__(self): |
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insts = map(str, self.insts) |
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return "<block %s %d:\n%s>" % (self.label, self.bid, |
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'\n'.join(insts)) |
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|
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def emit(self, inst): |
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op = inst[0] |
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self.insts.append(inst) |
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def getInstructions(self): |
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return self.insts |
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def addOutEdge(self, block): |
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self.outEdges.add(block) |
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def addNext(self, block): |
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self.next.append(block) |
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assert len(self.next) == 1, map(str, self.next) |
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block.prev.append(self) |
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assert len(block.prev) == 1, map(str, block.prev) |
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_uncond_transfer = ('RETURN_VALUE', 'RAISE_VARARGS', |
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'JUMP_ABSOLUTE', 'JUMP_FORWARD', 'CONTINUE_LOOP', |
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) |
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def has_unconditional_transfer(self): |
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"""Returns True if there is an unconditional transfer to an other block |
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at the end of this block. This means there is no risk for the bytecode |
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executer to go past this block's bytecode.""" |
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try: |
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op, arg = self.insts[-1] |
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except (IndexError, ValueError): |
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return |
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return op in self._uncond_transfer |
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def get_children(self): |
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return list(self.outEdges) + self.next |
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def get_followers(self): |
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"""Get the whole list of followers, including the next block.""" |
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followers = set(self.next) |
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# Blocks that must be emitted *after* this one, because of |
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# bytecode offsets (e.g. relative jumps) pointing to them. |
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for inst in self.insts: |
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if inst[0] in PyFlowGraph.hasjrel: |
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followers.add(inst[1]) |
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return followers |
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def getContainedGraphs(self): |
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"""Return all graphs contained within this block. |
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For example, a MAKE_FUNCTION block will contain a reference to |
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the graph for the function body. |
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""" |
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contained = [] |
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for inst in self.insts: |
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if len(inst) == 1: |
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continue |
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op = inst[1] |
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if hasattr(op, 'graph'): |
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contained.append(op.graph) |
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return contained |
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# flags for code objects |
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# the FlowGraph is transformed in place; it exists in one of these states |
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RAW = "RAW" |
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FLAT = "FLAT" |
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CONV = "CONV" |
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DONE = "DONE" |
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class PyFlowGraph(FlowGraph): |
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super_init = FlowGraph.__init__ |
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def __init__(self, name, filename, args=(), optimized=0, klass=None): |
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self.super_init() |
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self.name = name |
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self.filename = filename |
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self.docstring = None |
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self.args = args # XXX |
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self.argcount = getArgCount(args) |
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self.klass = klass |
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if optimized: |
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self.flags = CO_OPTIMIZED | CO_NEWLOCALS |
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else: |
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self.flags = 0 |
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self.consts = [] |
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self.names = [] |
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# Free variables found by the symbol table scan, including |
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# variables used only in nested scopes, are included here. |
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self.freevars = [] |
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self.cellvars = [] |
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# The closure list is used to track the order of cell |
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# variables and free variables in the resulting code object. |
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# The offsets used by LOAD_CLOSURE/LOAD_DEREF refer to both |
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# kinds of variables. |
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self.closure = [] |
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self.varnames = list(args) or [] |
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for i in range(len(self.varnames)): |
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var = self.varnames[i] |
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if isinstance(var, TupleArg): |
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self.varnames[i] = var.getName() |
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self.stage = RAW |
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def setDocstring(self, doc): |
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self.docstring = doc |
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def setFlag(self, flag): |
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self.flags = self.flags | flag |
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if flag == CO_VARARGS: |
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self.argcount = self.argcount - 1 |
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def checkFlag(self, flag): |
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if self.flags & flag: |
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return 1 |
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def setFreeVars(self, names): |
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self.freevars = list(names) |
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def setCellVars(self, names): |
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self.cellvars = names |
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def getCode(self): |
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"""Get a Python code object""" |
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assert self.stage == RAW |
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self.computeStackDepth() |
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self.flattenGraph() |
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assert self.stage == FLAT |
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self.convertArgs() |
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assert self.stage == CONV |
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self.makeByteCode() |
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assert self.stage == DONE |
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return self.newCodeObject() |
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def dump(self, io=None): |
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if io: |
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save = sys.stdout |
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sys.stdout = io |
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pc = 0 |
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for t in self.insts: |
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opname = t[0] |
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if opname == "SET_LINENO": |
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print |
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if len(t) == 1: |
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print "\t", "%3d" % pc, opname |
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pc = pc + 1 |
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else: |
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print "\t", "%3d" % pc, opname, t[1] |
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pc = pc + 3 |
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if io: |
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sys.stdout = save |
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def computeStackDepth(self): |
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"""Compute the max stack depth. |
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Approach is to compute the stack effect of each basic block. |
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Then find the path through the code with the largest total |
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effect. |
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""" |
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depth = {} |
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exit = None |
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for b in self.getBlocks(): |
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depth[b] = findDepth(b.getInstructions()) |
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seen = {} |
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def max_depth(b, d): |
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if b in seen: |
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return d |
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seen[b] = 1 |
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d = d + depth[b] |
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children = b.get_children() |
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if children: |
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return max([max_depth(c, d) for c in children]) |
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else: |
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if not b.label == "exit": |
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return max_depth(self.exit, d) |
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else: |
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return d |
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self.stacksize = max_depth(self.entry, 0) |
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def flattenGraph(self): |
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"""Arrange the blocks in order and resolve jumps""" |
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assert self.stage == RAW |
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self.insts = insts = [] |
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pc = 0 |
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begin = {} |
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end = {} |
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for b in self.getBlocksInOrder(): |
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begin[b] = pc |
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for inst in b.getInstructions(): |
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insts.append(inst) |
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if len(inst) == 1: |
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pc = pc + 1 |
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elif inst[0] != "SET_LINENO": |
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# arg takes 2 bytes |
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pc = pc + 3 |
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end[b] = pc |
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pc = 0 |
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for i in range(len(insts)): |
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inst = insts[i] |
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if len(inst) == 1: |
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pc = pc + 1 |
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elif inst[0] != "SET_LINENO": |
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pc = pc + 3 |
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opname = inst[0] |
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if opname in self.hasjrel: |
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oparg = inst[1] |
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offset = begin[oparg] - pc |
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insts[i] = opname, offset |
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elif opname in self.hasjabs: |
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insts[i] = opname, begin[inst[1]] |
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self.stage = FLAT |
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hasjrel = set() |
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for i in dis.hasjrel: |
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hasjrel.add(dis.opname[i]) |
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hasjabs = set() |
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for i in dis.hasjabs: |
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hasjabs.add(dis.opname[i]) |
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|
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def convertArgs(self): |
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"""Convert arguments from symbolic to concrete form""" |
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assert self.stage == FLAT |
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self.consts.insert(0, self.docstring) |
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self.sort_cellvars() |
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for i in range(len(self.insts)): |
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t = self.insts[i] |
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if len(t) == 2: |
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opname, oparg = t |
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conv = self._converters.get(opname, None) |
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if conv: |
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self.insts[i] = opname, conv(self, oparg) |
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self.stage = CONV |
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def sort_cellvars(self): |
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"""Sort cellvars in the order of varnames and prune from freevars. |
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""" |
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cells = {} |
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for name in self.cellvars: |
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cells[name] = 1 |
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self.cellvars = [name for name in self.varnames |
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if name in cells] |
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for name in self.cellvars: |
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del cells[name] |
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self.cellvars = self.cellvars + cells.keys() |
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self.closure = self.cellvars + self.freevars |
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|
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def _lookupName(self, name, list): |
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"""Return index of name in list, appending if necessary |
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|
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This routine uses a list instead of a dictionary, because a |
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dictionary can't store two different keys if the keys have the |
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same value but different types, e.g. 2 and 2L. The compiler |
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must treat these two separately, so it does an explicit type |
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comparison before comparing the values. |
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""" |
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t = type(name) |
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for i in range(len(list)): |
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if t == type(list[i]) and list[i] == name: |
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return i |
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end = len(list) |
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list.append(name) |
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return end |
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_converters = {} |
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def _convert_LOAD_CONST(self, arg): |
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if hasattr(arg, 'getCode'): |
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arg = arg.getCode() |
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return self._lookupName(arg, self.consts) |
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|
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def _convert_LOAD_FAST(self, arg): |
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self._lookupName(arg, self.names) |
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return self._lookupName(arg, self.varnames) |
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_convert_STORE_FAST = _convert_LOAD_FAST |
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_convert_DELETE_FAST = _convert_LOAD_FAST |
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|
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def _convert_LOAD_NAME(self, arg): |
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if self.klass is None: |
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self._lookupName(arg, self.varnames) |
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return self._lookupName(arg, self.names) |
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|
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def _convert_NAME(self, arg): |
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if self.klass is None: |
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self._lookupName(arg, self.varnames) |
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return self._lookupName(arg, self.names) |
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_convert_STORE_NAME = _convert_NAME |
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_convert_DELETE_NAME = _convert_NAME |
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_convert_IMPORT_NAME = _convert_NAME |
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_convert_IMPORT_FROM = _convert_NAME |
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_convert_STORE_ATTR = _convert_NAME |
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_convert_LOAD_ATTR = _convert_NAME |
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_convert_DELETE_ATTR = _convert_NAME |
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_convert_LOAD_GLOBAL = _convert_NAME |
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_convert_STORE_GLOBAL = _convert_NAME |
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_convert_DELETE_GLOBAL = _convert_NAME |
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|
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def _convert_DEREF(self, arg): |
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self._lookupName(arg, self.names) |
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self._lookupName(arg, self.varnames) |
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return self._lookupName(arg, self.closure) |
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_convert_LOAD_DEREF = _convert_DEREF |
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_convert_STORE_DEREF = _convert_DEREF |
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|
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def _convert_LOAD_CLOSURE(self, arg): |
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self._lookupName(arg, self.varnames) |
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return self._lookupName(arg, self.closure) |
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|
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_cmp = list(dis.cmp_op) |
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def _convert_COMPARE_OP(self, arg): |
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return self._cmp.index(arg) |
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|
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# similarly for other opcodes... |
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|
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for name, obj in locals().items(): |
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if name[:9] == "_convert_": |
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opname = name[9:] |
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_converters[opname] = obj |
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del name, obj, opname |
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|
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def makeByteCode(self): |
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assert self.stage == CONV |
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self.lnotab = lnotab = LineAddrTable() |
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for t in self.insts: |
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opname = t[0] |
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if len(t) == 1: |
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lnotab.addCode(self.opnum[opname]) |
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else: |
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oparg = t[1] |
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if opname == "SET_LINENO": |
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lnotab.nextLine(oparg) |
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continue |
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hi, lo = twobyte(oparg) |
|
try: |
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lnotab.addCode(self.opnum[opname], lo, hi) |
|
except ValueError: |
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print opname, oparg |
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print self.opnum[opname], lo, hi |
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raise |
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self.stage = DONE |
|
|
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opnum = {} |
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for num in range(len(dis.opname)): |
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opnum[dis.opname[num]] = num |
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del num |
|
|
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def newCodeObject(self): |
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assert self.stage == DONE |
|
if (self.flags & CO_NEWLOCALS) == 0: |
|
nlocals = 0 |
|
else: |
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nlocals = len(self.varnames) |
|
argcount = self.argcount |
|
if self.flags & CO_VARKEYWORDS: |
|
argcount = argcount - 1 |
|
return types.CodeType(argcount, nlocals, self.stacksize, self.flags, |
|
self.lnotab.getCode(), self.getConsts(), |
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tuple(self.names), tuple(self.varnames), |
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self.filename, self.name, self.lnotab.firstline, |
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self.lnotab.getTable(), tuple(self.freevars), |
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tuple(self.cellvars)) |
|
|
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def getConsts(self): |
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"""Return a tuple for the const slot of the code object |
|
|
|
Must convert references to code (MAKE_FUNCTION) to code |
|
objects recursively. |
|
""" |
|
l = [] |
|
for elt in self.consts: |
|
if isinstance(elt, PyFlowGraph): |
|
elt = elt.getCode() |
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l.append(elt) |
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return tuple(l) |
|
|
|
def isJump(opname): |
|
if opname[:4] == 'JUMP': |
|
return 1 |
|
|
|
class TupleArg: |
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"""Helper for marking func defs with nested tuples in arglist""" |
|
def __init__(self, count, names): |
|
self.count = count |
|
self.names = names |
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def __repr__(self): |
|
return "TupleArg(%s, %s)" % (self.count, self.names) |
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def getName(self): |
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return ".%d" % self.count |
|
|
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def getArgCount(args): |
|
argcount = len(args) |
|
if args: |
|
for arg in args: |
|
if isinstance(arg, TupleArg): |
|
numNames = len(misc.flatten(arg.names)) |
|
argcount = argcount - numNames |
|
return argcount |
|
|
|
def twobyte(val): |
|
"""Convert an int argument into high and low bytes""" |
|
assert isinstance(val, int) |
|
return divmod(val, 256) |
|
|
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class LineAddrTable: |
|
"""lnotab |
|
|
|
This class builds the lnotab, which is documented in compile.c. |
|
Here's a brief recap: |
|
|
|
For each SET_LINENO instruction after the first one, two bytes are |
|
added to lnotab. (In some cases, multiple two-byte entries are |
|
added.) The first byte is the distance in bytes between the |
|
instruction for the last SET_LINENO and the current SET_LINENO. |
|
The second byte is offset in line numbers. If either offset is |
|
greater than 255, multiple two-byte entries are added -- see |
|
compile.c for the delicate details. |
|
""" |
|
|
|
def __init__(self): |
|
self.code = [] |
|
self.codeOffset = 0 |
|
self.firstline = 0 |
|
self.lastline = 0 |
|
self.lastoff = 0 |
|
self.lnotab = [] |
|
|
|
def addCode(self, *args): |
|
for arg in args: |
|
self.code.append(chr(arg)) |
|
self.codeOffset = self.codeOffset + len(args) |
|
|
|
def nextLine(self, lineno): |
|
if self.firstline == 0: |
|
self.firstline = lineno |
|
self.lastline = lineno |
|
else: |
|
# compute deltas |
|
addr = self.codeOffset - self.lastoff |
|
line = lineno - self.lastline |
|
# Python assumes that lineno always increases with |
|
# increasing bytecode address (lnotab is unsigned char). |
|
# Depending on when SET_LINENO instructions are emitted |
|
# this is not always true. Consider the code: |
|
# a = (1, |
|
# b) |
|
# In the bytecode stream, the assignment to "a" occurs |
|
# after the loading of "b". This works with the C Python |
|
# compiler because it only generates a SET_LINENO instruction |
|
# for the assignment. |
|
if line >= 0: |
|
push = self.lnotab.append |
|
while addr > 255: |
|
push(255); push(0) |
|
addr -= 255 |
|
while line > 255: |
|
push(addr); push(255) |
|
line -= 255 |
|
addr = 0 |
|
if addr > 0 or line > 0: |
|
push(addr); push(line) |
|
self.lastline = lineno |
|
self.lastoff = self.codeOffset |
|
|
|
def getCode(self): |
|
return ''.join(self.code) |
|
|
|
def getTable(self): |
|
return ''.join(map(chr, self.lnotab)) |
|
|
|
class StackDepthTracker: |
|
# XXX 1. need to keep track of stack depth on jumps |
|
# XXX 2. at least partly as a result, this code is broken |
|
|
|
def findDepth(self, insts, debug=0): |
|
depth = 0 |
|
maxDepth = 0 |
|
for i in insts: |
|
opname = i[0] |
|
if debug: |
|
print i, |
|
delta = self.effect.get(opname, None) |
|
if delta is not None: |
|
depth = depth + delta |
|
else: |
|
# now check patterns |
|
for pat, pat_delta in self.patterns: |
|
if opname[:len(pat)] == pat: |
|
delta = pat_delta |
|
depth = depth + delta |
|
break |
|
# if we still haven't found a match |
|
if delta is None: |
|
meth = getattr(self, opname, None) |
|
if meth is not None: |
|
depth = depth + meth(i[1]) |
|
if depth > maxDepth: |
|
maxDepth = depth |
|
if debug: |
|
print depth, maxDepth |
|
return maxDepth |
|
|
|
effect = { |
|
'POP_TOP': -1, |
|
'DUP_TOP': 1, |
|
'LIST_APPEND': -1, |
|
'SET_ADD': -1, |
|
'MAP_ADD': -2, |
|
'SLICE+1': -1, |
|
'SLICE+2': -1, |
|
'SLICE+3': -2, |
|
'STORE_SLICE+0': -1, |
|
'STORE_SLICE+1': -2, |
|
'STORE_SLICE+2': -2, |
|
'STORE_SLICE+3': -3, |
|
'DELETE_SLICE+0': -1, |
|
'DELETE_SLICE+1': -2, |
|
'DELETE_SLICE+2': -2, |
|
'DELETE_SLICE+3': -3, |
|
'STORE_SUBSCR': -3, |
|
'DELETE_SUBSCR': -2, |
|
# PRINT_EXPR? |
|
'PRINT_ITEM': -1, |
|
'RETURN_VALUE': -1, |
|
'YIELD_VALUE': -1, |
|
'EXEC_STMT': -3, |
|
'BUILD_CLASS': -2, |
|
'STORE_NAME': -1, |
|
'STORE_ATTR': -2, |
|
'DELETE_ATTR': -1, |
|
'STORE_GLOBAL': -1, |
|
'BUILD_MAP': 1, |
|
'COMPARE_OP': -1, |
|
'STORE_FAST': -1, |
|
'IMPORT_STAR': -1, |
|
'IMPORT_NAME': -1, |
|
'IMPORT_FROM': 1, |
|
'LOAD_ATTR': 0, # unlike other loads |
|
# close enough... |
|
'SETUP_EXCEPT': 3, |
|
'SETUP_FINALLY': 3, |
|
'FOR_ITER': 1, |
|
'WITH_CLEANUP': -1, |
|
} |
|
# use pattern match |
|
patterns = [ |
|
('BINARY_', -1), |
|
('LOAD_', 1), |
|
] |
|
|
|
def UNPACK_SEQUENCE(self, count): |
|
return count-1 |
|
def BUILD_TUPLE(self, count): |
|
return -count+1 |
|
def BUILD_LIST(self, count): |
|
return -count+1 |
|
def BUILD_SET(self, count): |
|
return -count+1 |
|
def CALL_FUNCTION(self, argc): |
|
hi, lo = divmod(argc, 256) |
|
return -(lo + hi * 2) |
|
def CALL_FUNCTION_VAR(self, argc): |
|
return self.CALL_FUNCTION(argc)-1 |
|
def CALL_FUNCTION_KW(self, argc): |
|
return self.CALL_FUNCTION(argc)-1 |
|
def CALL_FUNCTION_VAR_KW(self, argc): |
|
return self.CALL_FUNCTION(argc)-2 |
|
def MAKE_FUNCTION(self, argc): |
|
return -argc |
|
def MAKE_CLOSURE(self, argc): |
|
# XXX need to account for free variables too! |
|
return -argc |
|
def BUILD_SLICE(self, argc): |
|
if argc == 2: |
|
return -1 |
|
elif argc == 3: |
|
return -2 |
|
def DUP_TOPX(self, argc): |
|
return argc |
|
|
|
findDepth = StackDepthTracker().findDepth |