Merge branch 'analyze_cg_more'

This commit is contained in:
Nick Mathewson 2015-08-15 22:41:03 -04:00
commit 494dea7006
2 changed files with 132 additions and 13 deletions

View File

@ -42,18 +42,28 @@ class Parser:
def transitive_closure(g):
passno = 0
changed = True
g = copy.deepcopy(g)
import random
while changed:
passno += 1
changed = False
print "X"
for k in g.keys():
keys = g.keys()
idx = 0
for k in keys:
idx += 1
print "Pass %d/?: %d/%d\r" %(passno, idx, len(keys)),
sys.stdout.flush()
newset = g[k].copy()
for fn in g[k]:
newset.update(g.get(fn, set()))
if len(newset) != len(g[k]):
g[k].update( newset )
changed = True
print
return g
def strongly_connected_components(g):
@ -96,22 +106,114 @@ def strongly_connected_components(g):
return all_sccs
def biggest_component(sccs):
return max(len(c) for c in sccs)
def connection_bottlenecks(callgraph):
callers = {}
for fn in callgraph:
for fn2 in callgraph[fn]:
callers.setdefault(fn2, set()).add(fn)
components = strongly_connected_components(callgraph)
components.sort(key=len)
big_component_fns = components[-1]
size = len(big_component_fns)
function_bottlenecks = fn_results = []
total = len(big_component_fns)
idx = 0
for fn in big_component_fns:
idx += 1
print "Pass 1/3: %d/%d\r"%(idx, total),
sys.stdout.flush()
cg2 = copy.deepcopy(callgraph)
del cg2[fn]
fn_results.append( (size - biggest_component(strongly_connected_components(cg2)), fn) )
print
bcf_set = set(big_component_fns)
call_bottlenecks = fn_results = []
result_set = set()
total = len(big_component_fns)
idx = 0
for fn in big_component_fns:
fn_callers = callers[fn].intersection(bcf_set)
idx += 1
if len(fn_callers) != 1:
continue
print "Pass 2/3: %d/%d\r"%(idx, total),
sys.stdout.flush()
caller = fn_callers.pop()
assert len(fn_callers) == 0
cg2 = copy.deepcopy(callgraph)
cg2[caller].remove(fn)
fn_results.append( (size - biggest_component(strongly_connected_components(cg2)), fn, "called by", caller) )
result_set.add( (caller, fn) )
print
total = len(big_component_fns)
idx = 0
for fn in big_component_fns:
fn_calls = callgraph[fn].intersection(bcf_set)
idx += 1
if len(fn_calls) != 1:
continue
print "Pass 3/3: %d/%d\r"%(idx, total),
sys.stdout.flush()
callee = fn_calls.pop()
if (fn, callee) in result_set:
continue
assert len(fn_calls) == 0
cg2 = copy.deepcopy(callgraph)
cg2[fn].remove(callee)
fn_results.append( (size - biggest_component(strongly_connected_components(cg2)), callee, "called by", fn) )
print
return (function_bottlenecks, call_bottlenecks)
if __name__ == '__main__':
p = Parser()
for fname in sys.argv[1:]:
with open(fname, 'r') as f:
p.parse_callgraph_file(f)
sys.stdout.flush
print "Building callgraph"
callgraph = p.extract_callgraph()
print "Finding strongly connected components"
sccs = strongly_connected_components(callgraph)
print "Finding the transitive closure of the callgraph.."
closure = transitive_closure(callgraph)
print "Finding bottlenecks..."
bottlenecks = connection_bottlenecks(callgraph)
data = {
'callgraph' : callgraph,
'sccs' : sccs,
'closure' : closure,
'bottlenecks' : bottlenecks }
with open('callgraph.pkl', 'w') as f:
cPickle.dump(callgraph, f)
cPickle.dump(data, f)
with open('callgraph_closure.pkl', 'w') as f:
cPickle.dump(closure, f)
with open('callgraph_sccs.pkl', 'w') as f:
cPickle.dump(sccs, f)

View File

@ -2,9 +2,12 @@
import cPickle
callgraph = cPickle.load(open("callgraph.pkl"))
closure = cPickle.load(open("callgraph_closure.pkl"))
sccs = cPickle.load(open("callgraph_sccs.pkl"))
data = cPickle.load(open("callgraph.pkl"))
callgraph = data['callgraph']
closure = data['closure']
sccs = data['sccs']
fn_bottle, call_bottle = data['bottlenecks']
for n_reachable, fn in sorted(list((len(r), fn) for fn, r in closure.iteritems())):
print "%s can reach %s other functions." %(fn, n_reachable)
@ -13,10 +16,24 @@ for n_reachable, fn in sorted(list((len(r), fn) for fn, r in closure.iteritems()
c = [ (len(component), component) for component in sccs ]
c.sort()
print "\n================================"
for n, component in c:
if n < 2:
continue
print n, component
print "Strongly connected component of size %d:"%n
print component
print "\n================================"
print "====== Number of functions pulled into blob, by function in blob."
fn_bottle.sort()
for n, fn in fn_bottle[-30:]:
print "%3d: %s"%(n, fn)
print "====== Number of functions pulled into blob, by call in blob."
call_bottle.sort()
for n, fn1, _, fn2 in call_bottle[-30:]:
print "%3d: %s -> %s "%(n, fn2, fn1)