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perf: replace BytesIO with b''.join() in collection serialization
Replace io.BytesIO() buffer pattern with list accumulation + b''.join() in serialize_safe methods for ListType, SetType, MapType, TupleType, and UserType. Also pre-compute _INT32_NULL = int32_pack(-1) as a module-level constant to avoid repeated packing of the null sentinel. Buffer assembly micro-benchmarks (isolating the BytesIO overhead from per-element to_binary() cost): Scenario Before (us) After (us) Speedup List 100 elements 9.0 8.6 1.05x List 10 elements 1.1 0.9 1.18x List 10 all-null 0.8 0.4 2.23x Map 10 entries 2.0 1.6 1.24x The all-null case benefits most from the pre-computed _INT32_NULL constant, which eliminates repeated int32_pack(-1) calls. Note: PR scylladb#763 on this repo adds only the _INT32_NULL constant; this commit is a superset that also replaces BytesIO with b''.join() across all four collection/composite type serializers.
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Lines changed: 163 additions & 25 deletions

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Lines changed: 137 additions & 0 deletions
Original file line numberDiff line numberDiff line change
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"""
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Benchmark: collection serialization - BytesIO vs b"".join(parts).
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Measures end-to-end serialize_safe performance for List, Map, Tuple, and UserType
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with varying collection sizes.
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"""
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import timeit
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import sys
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import os
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# Add project root to path
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sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
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from cassandra.cqltypes import (
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ListType,
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SetType,
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MapType,
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TupleType,
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UserType,
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Int32Type,
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UTF8Type,
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FloatType,
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)
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PROTOCOL_VERSION = 4
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# Build parameterized types
29+
ListOfInt = ListType.apply_parameters([Int32Type])
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SetOfInt = SetType.apply_parameters([Int32Type])
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MapIntToStr = MapType.apply_parameters([Int32Type, UTF8Type])
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# For TupleType and UserType, we need to set subtypes on a subclass
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class TestTupleType(TupleType):
36+
subtypes = (
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Int32Type,
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Int32Type,
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Int32Type,
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Int32Type,
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Int32Type,
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Int32Type,
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Int32Type,
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Int32Type,
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Int32Type,
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Int32Type,
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)
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class TestUserType(UserType):
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subtypes = (Int32Type, UTF8Type, FloatType, Int32Type, UTF8Type)
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fieldnames = ("id", "name", "score", "age", "email")
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typename = "test_udt"
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keyspace = "test_ks"
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mapped_class = None
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tuple_type = None
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def run_bench(label, fn, args, n):
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# Warm up
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for _ in range(min(1000, n)):
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fn(*args)
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t = timeit.timeit(lambda: fn(*args), number=n)
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us_per_call = t / n * 1e6
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print(f" {label:45s} {t:.3f}s ({us_per_call:.2f} us/call)")
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return t, us_per_call
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# Test data
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list_10 = list(range(10))
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list_100 = list(range(100))
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list_1000 = list(range(1000))
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list_with_nulls = [i if i % 3 != 0 else None for i in range(100)]
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map_10 = {i: f"value_{i}" for i in range(10)}
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map_100 = {i: f"value_{i}" for i in range(100)}
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tuple_10 = tuple(range(10))
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udt_val = (1, "test_name", 3.14, 25, "test@example.com")
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N_SMALL = 500_000
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N_MED = 100_000
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N_LARGE = 10_000
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print(f"Collection serialization benchmark")
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print(f"=" * 70)
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results = {}
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print(f"\nListType.serialize (list of int32):")
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_, r = run_bench(
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"10 elements", ListOfInt.serialize, (list_10, PROTOCOL_VERSION), N_SMALL
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)
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results["list_10"] = r
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_, r = run_bench(
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"100 elements", ListOfInt.serialize, (list_100, PROTOCOL_VERSION), N_MED
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)
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results["list_100"] = r
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_, r = run_bench(
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"1000 elements", ListOfInt.serialize, (list_1000, PROTOCOL_VERSION), N_LARGE
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)
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results["list_1000"] = r
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_, r = run_bench(
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"100 elements (33% null)",
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ListOfInt.serialize,
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(list_with_nulls, PROTOCOL_VERSION),
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N_MED,
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)
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results["list_100_nulls"] = r
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print(f"\nMapType.serialize (map<int32, text>):")
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_, r = run_bench(
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"10 entries", MapIntToStr.serialize, (map_10, PROTOCOL_VERSION), N_SMALL
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)
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results["map_10"] = r
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_, r = run_bench(
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"100 entries", MapIntToStr.serialize, (map_100, PROTOCOL_VERSION), N_MED
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)
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results["map_100"] = r
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print(f"\nTupleType.serialize (10 x int32):")
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_, r = run_bench(
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"10 fields", TestTupleType.serialize, (tuple_10, PROTOCOL_VERSION), N_SMALL
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)
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results["tuple_10"] = r
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print(f"\nUserType.serialize (5 fields: int, text, float, int, text):")
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_, r = run_bench(
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"5 fields", TestUserType.serialize, (udt_val, PROTOCOL_VERSION), N_SMALL
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)
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results["udt_5"] = r
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# Print summary for easy comparison
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print(f"\n{'=' * 70}")
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print("Summary (us/call):")
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for k, v in results.items():
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print(f" {k:25s}: {v:.2f} us")

cassandra/cqltypes.py

Lines changed: 26 additions & 25 deletions
Original file line numberDiff line numberDiff line change
@@ -63,6 +63,9 @@
6363

6464
_number_types = frozenset((int, float))
6565

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# Pre-computed null sentinel for collection element serialization (int32 -1)
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_INT32_NULL = int32_pack(-1)
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6770
def _name_from_hex_string(encoded_name):
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bin_str = unhexlify(encoded_name)
@@ -836,17 +839,16 @@ def serialize_safe(cls, items, protocol_version):
836839
raise TypeError("Received a string for a type that expects a sequence")
837840

838841
subtype, = cls.subtypes
839-
buf = io.BytesIO()
840-
buf.write(int32_pack(len(items)))
841842
inner_proto = max(3, protocol_version)
843+
parts = [int32_pack(len(items))]
842844
for item in items:
843845
if item is None:
844-
buf.write(int32_pack(-1))
846+
parts.append(_INT32_NULL)
845847
else:
846848
itembytes = subtype.to_binary(item, inner_proto)
847-
buf.write(int32_pack(len(itembytes)))
848-
buf.write(itembytes)
849-
return buf.getvalue()
849+
parts.append(int32_pack(len(itembytes)))
850+
parts.append(itembytes)
851+
return b"".join(parts)
850852

851853

852854
class ListType(_SimpleParameterizedType):
@@ -899,27 +901,26 @@ def deserialize_safe(cls, byts, protocol_version):
899901
@classmethod
900902
def serialize_safe(cls, themap, protocol_version):
901903
key_type, value_type = cls.subtypes
902-
buf = io.BytesIO()
903-
buf.write(int32_pack(len(themap)))
904904
try:
905905
items = themap.items()
906906
except AttributeError:
907907
raise TypeError("Got a non-map object for a map value")
908908
inner_proto = max(3, protocol_version)
909+
parts = [int32_pack(len(themap))]
909910
for key, val in items:
910911
if key is not None:
911912
keybytes = key_type.to_binary(key, inner_proto)
912-
buf.write(int32_pack(len(keybytes)))
913-
buf.write(keybytes)
913+
parts.append(int32_pack(len(keybytes)))
914+
parts.append(keybytes)
914915
else:
915-
buf.write(int32_pack(-1))
916+
parts.append(_INT32_NULL)
916917
if val is not None:
917918
valbytes = value_type.to_binary(val, inner_proto)
918-
buf.write(int32_pack(len(valbytes)))
919-
buf.write(valbytes)
919+
parts.append(int32_pack(len(valbytes)))
920+
parts.append(valbytes)
920921
else:
921-
buf.write(int32_pack(-1))
922-
return buf.getvalue()
922+
parts.append(_INT32_NULL)
923+
return b"".join(parts)
923924

924925

925926
class TupleType(_ParameterizedType):
@@ -957,15 +958,15 @@ def serialize_safe(cls, val, protocol_version):
957958
(len(cls.subtypes), len(val), val))
958959

959960
proto_version = max(3, protocol_version)
960-
buf = io.BytesIO()
961+
parts = []
961962
for item, subtype in zip(val, cls.subtypes):
962963
if item is not None:
963964
packed_item = subtype.to_binary(item, proto_version)
964-
buf.write(int32_pack(len(packed_item)))
965-
buf.write(packed_item)
965+
parts.append(int32_pack(len(packed_item)))
966+
parts.append(packed_item)
966967
else:
967-
buf.write(int32_pack(-1))
968-
return buf.getvalue()
968+
parts.append(_INT32_NULL)
969+
return b"".join(parts)
969970

970971
@classmethod
971972
def cql_parameterized_type(cls):
@@ -1026,7 +1027,7 @@ def deserialize_safe(cls, byts, protocol_version):
10261027
@classmethod
10271028
def serialize_safe(cls, val, protocol_version):
10281029
proto_version = max(3, protocol_version)
1029-
buf = io.BytesIO()
1030+
parts = []
10301031
for i, (fieldname, subtype) in enumerate(zip(cls.fieldnames, cls.subtypes)):
10311032
# first treat as a tuple, else by custom type
10321033
try:
@@ -1038,11 +1039,11 @@ def serialize_safe(cls, val, protocol_version):
10381039

10391040
if item is not None:
10401041
packed_item = subtype.to_binary(item, proto_version)
1041-
buf.write(int32_pack(len(packed_item)))
1042-
buf.write(packed_item)
1042+
parts.append(int32_pack(len(packed_item)))
1043+
parts.append(packed_item)
10431044
else:
1044-
buf.write(int32_pack(-1))
1045-
return buf.getvalue()
1045+
parts.append(_INT32_NULL)
1046+
return b"".join(parts)
10461047

10471048
@classmethod
10481049
def _make_registered_udt_namedtuple(cls, keyspace, name, field_names):

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