def test_serialize_large_numpy_arrays(self):
x = SerializationContext({})
a = numpy.arange(100000000)
a2 = x.deserialize(x.serialize(a))
self.assertTrue(numpy.all(a == a2))
def test_serialize_memoizes_tuples(self):
ts = SerializationContext()
l = (1, 2, 3)
for i in range(100):
l = (l, l)
self.assertTrue(len(ts.serialize(l)) < (i + 1) * 100)
def test_serialize_dict_doesnt_leak(self):
T = Dict(int, int)
d = T({i: i+1 for i in range(100)})
x = SerializationContext({})
usage = currentMemUsageMb()
for _ in range(20000):
x.deserialize(x.serialize(d))
self.assertLess(currentMemUsageMb(), usage+1)
def test_serialize_dict(self):
x = SerializationContext({})
d = Dict(str, str)()
d["hi"] = "hi"
d["a"] = "a"
d2 = x.deserialize(x.serialize(d))
self.assertEqual(d, d2)
def test_serialize_named_tuple_subclass(self):
class X(NamedTuple(x=int)):
def f(self):
return self.x
ts = SerializationContext({'X': X})
self.assertIs(ping_pong(X, ts), X)
self.assertTrue(ts.serialize(X(x=20)) != ts.serialize(X(x=21)))
self.check_idempotence(X(x=20), ts)
def test_serialize_recursive_dict_more(self):
D = Forward("D")
D = D.define(Dict(str, OneOf(str, D)))
x = SerializationContext({"D": D})
d = D()
d["hi"] = "bye"
d["recurses"] = d
d2 = x.deserialize(x.serialize(d))
self.assertEqual(d2['recurses']['recurses']['hi'], 'bye')
def test_serialize_large_lists(self):
x = SerializationContext({})
lst = ListOf(ListOf(int))()
lst.resize(100)
for sublist in lst:
sublist.resize(1000000)
t0 = time.time()
l2 = x.deserialize(x.serialize(lst))
print(time.time() - t0, " to roundtrip")
self.assertEqual(lst, l2)
def test_can_serialize_type_functions(self):
@TypeFunction
def List(T):
ListT = Forward("ListT")
return ListT.define(
Alternative("List", Node={
"head": T,
"tail": ListT
}, Empty={}))
context = SerializationContext({'List': List})
self.assertIs(context.deserialize(context.serialize(List(int))),
List(int))
self.assertIsInstance(
context.deserialize(context.serialize(List(int).Empty())),
List(int))
list_of_int = List(int)
list_of_list = List(list_of_int)
l0 = list_of_int.Empty()
l_l = list_of_list.Node(head=l0, tail=list_of_list.Empty())
self.assertEqual(context.deserialize(context.serialize(l_l)), l_l)
def test_serialize_alternatives_as_types(self):
A = Forward("A")
A = A.define(Alternative("A", X={'a': int}, Y={'a': A}))
ts = SerializationContext({'A': A})
self.assertIs(ping_pong(A, ts), A)
self.assertIs(ping_pong(A.X, ts), A.X)
def test_serialize_result_of_decorator(self):
sc = SerializationContext({})
def decorator(f):
def addsOne(x):
return f(x) + 1
return addsOne
@decorator
def g(x):
return x + 1
g2 = sc.deserialize(sc.serialize(g))
self.assertEqual(g2(10), g(10))
def test_serializing_named_tuples_in_loop(self):
NT = NamedTuple(x=OneOf(int, float), y=OneOf(int, lambda: NT))
context = SerializationContext({'NT': NT})
self.serializeInLoop(lambda: NT(x=10, y=NT(x=20, y=2)),
context=context)
def test_serializing_named_tuples_in_loop(self):
NT = Forward("NT")
NT = NT.define(NamedTuple(x=OneOf(int, float), y=OneOf(int, TupleOf(NT))))
context = SerializationContext({'NT': NT})
self.serializeInLoop(lambda: NT(x=10, y=(NT(x=20, y=2),)), context=context)
def test_serialize_is_parallel(self):
if os.environ.get('TRAVIS_CI', None):
return
T = ListOf(int)
x = T()
x.resize(1000000)
sc = SerializationContext({}).withoutCompression()
def f():
for i in range(10):
sc.deserialize(sc.serialize(x, T), T)
ratios = []
for i in range(10):
t0 = time.time()
thread_apply(f, [()])
t1 = time.time()
thread_apply(f, [(), ()])
t2 = time.time()
first = t1 - t0
second = t2 - t1
ratios.append(second/first)
ratios = sorted(ratios)
ratio = ratios[5]
# expect the ratio to be close to 1, but have some error margin
self.assertTrue(ratio >= .8 and ratio < 1.2, ratios)
def test_serializing_alternatives_in_loop(self):
AT = Forward("AT")
AT = AT.define(Alternative("AT", X={'x': int, 'y': float}, Y={'x': int, 'y': AT}))
context = SerializationContext({'AT': AT})
self.serializeInLoop(lambda: AT, context=context)
self.serializeInLoop(lambda: AT.Y, context=context)
self.serializeInLoop(lambda: AT.X(x=10, y=20), context=context)
def test_serializing_objects_in_loop(self):
class X:
def __init__(self, a=None, b=None, c=None):
self.a = a
self.b = b
self.c = c
c = SerializationContext({'X': X})
self.serializeInLoop(lambda: X(a=X(), b=[1, 2, 3], c=X(a=X())), context=c)
def test_serialize_and_numpy(self):
x = numpy.ones(10000)
ts = SerializationContext()
self.assertTrue(numpy.all(x == ts.deserialize(ts.serialize(x))))
sizeCompressed = len(ts.serialize(x))
ts.compressionEnabled = False
self.assertTrue(numpy.all(x == ts.deserialize(ts.serialize(x))))
sizeNotCompressed = len(ts.serialize(x))
self.assertTrue(sizeNotCompressed > sizeCompressed * 2, (sizeNotCompressed, sizeCompressed))
def ping_pong(obj, serialization_context=None):
serialization_context = serialization_context or SerializationContext()
s = serialization_context.withoutCompression().serialize(obj)
try:
return serialization_context.withoutCompression().deserialize(s)
except Exception:
print("FAILED TO DECODE:")
print(s)
print(pprint.PrettyPrinter(indent=2).pprint(decodeSerializedObject(s)))
raise
def test_serialize_class_instance(self):
class A:
def __init__(self, x):
self.x = x
def f(self):
return b"an embedded string"
ts = SerializationContext({'A': A})
serialization = ts.serialize(A(10))
self.assertTrue(b'an embedded string' not in serialization)
anA = ts.deserialize(serialization)
self.assertEqual(anA.x, 10)
anA2 = deserialize(A, serialize(A, A(10), ts), ts)
self.assertEqual(anA2.x, 10)
def serializeInLoop(self, objectMaker, context=None):
context = context or SerializationContext({})
memUsage = currentMemUsageMb()
t0 = time.time()
while time.time() - t0 < .25:
data = context.serialize(objectMaker())
context.deserialize(data)
gc.collect()
self.assertLess(currentMemUsageMb() - memUsage, 1.0)
def test_serialize_recursive_object(self):
class AnObject:
def __init__(self, o):
self.o = o
ts = SerializationContext({'O': AnObject})
o = AnObject(None)
o.o = o
o2 = ping_pong(o, ts)
self.assertIs(o2.o, o2)
def test_serialize_lambdas(self):
sc = SerializationContext({})
with tempfile.TemporaryDirectory() as tf:
fpath = os.path.join(tf, "weird_serialization_test.py")
with open(fpath, "w") as f:
f.write("def f(x):\n return x + 1\n")
sys.path.append(tf)
m = importlib.import_module('weird_serialization_test')
#verify we can serialize this
deserialized_f = sc.deserialize(sc.serialize(m.f))
self.assertEqual(deserialized_f(10), 11)
assert not os.path.exists(fpath)
ast_util.clearAllCaches()
#at this point, the backing data for serialization is not there
#and also, the cache is cleared.
deserialized_f_2 = sc.deserialize(sc.serialize(deserialized_f))
self.assertEqual(deserialized_f_2(10), 11)
def test_serialize_objects(self):
class AnObject:
def __init__(self, o):
self.o = o
ts = SerializationContext({'O': AnObject})
o = AnObject(123)
o2 = ping_pong(o, ts)
self.assertIsInstance(o2, AnObject)
self.assertEqual(o2.o, 123)
def test_serialization_context_queries(self):
sc = SerializationContext({
'X': False,
'Y': True,
})
self.assertIs(sc.objectFromName('X'), False)
self.assertIs(sc.nameForObject(False), 'X')
self.assertIs(sc.objectFromName('Y'), True)
self.assertIs(sc.nameForObject(True), 'Y')
def test_serialize_nested_names(self):
global Nested
class Nested:
class A:
class B:
class C:
pass
sc = SerializationContext({
'Nested': Nested,
'Nested.A': Nested.A,
'Nested.A.B': Nested.A.B,
'Nested.A.B.C': Nested.A.B.C
})
for obj in [Nested.A, Nested.A.B, Nested.A.B.C]:
with self.subTest(obj=obj):
unpickled = ping_pong(obj, sc)
self.assertIs(obj, unpickled)
def test_serialize_primitive_compound_types(self):
class A:
pass
B = Alternative("B", X={'a': A})
ts = SerializationContext({'A': A, 'B': B})
for t in [ ConstDict(int, float),
NamedTuple(x=int, y=str),
TupleOf(bool),
Tuple(int, int, bool),
OneOf(int, float),
OneOf(1, 2, 3, "hi", b"goodbye"),
TupleOf(NamedTuple(x=int)),
TupleOf(object),
TupleOf(A),
TupleOf(B)
]:
self.assertIs(ping_pong(t, ts), t)
def test_serialize_and_threads(self):
class A:
def __init__(self, x):
self.x = x
ts = SerializationContext({'A': A})
OK = []
def thread():
t0 = time.time()
while time.time() - t0 < 1.0:
ping_pong(A(10), ts)
OK.append(True)
threads = [threading.Thread(target=thread) for _ in range(10)]
for t in threads:
t.start()
for t in threads:
t.join()
self.assertEqual(len(OK), len(threads))
def test_inject_exception_into_context(self):
NT = NamedTuple()
context = SerializationContext({'NT': NT})
context2 = SerializationContext({'NT': NT})
def throws(*args):
raise Exception("Test Exception")
context.nameForObject = throws
context2.objectFromName = throws
with self.assertRaisesRegex(Exception, "Test Exception"):
context.serialize(NT)
data = context2.serialize(NT)
with self.assertRaisesRegex(Exception, "Test Exception"):
context2.deserialize(data)
def test_serializing_tuple_of_in_loop(self):
TO = TupleOf(int)
context = SerializationContext({'TO': TO})
self.serializeInLoop(lambda: TO((1, 2, 3, 4, 5)), context=context)
def test_bad_serialization_context(self):
with self.assertRaises(AssertionError):
ts = SerializationContext({'': int})
with self.assertRaises(AssertionError):
ts = SerializationContext({b'': int})
def test_serialize_alternatives(self):
A = Alternative("A", X={'a': int}, Y={'a': lambda: A})
ts = SerializationContext({'A': A})
self.assertIs(ping_pong(A.X, ts), A.X)
