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(improvement) row_parser: cache ParseDesc for prepared statements
Cache the ParseDesc object constructed in recv_results_rows() so that repeated executions of the same prepared statement skip the list comprehensions, ColDesc construction, and make_deserializers() call. The cache is keyed by id(column_metadata). For prepared statements the result_metadata list is stored on PreparedStatement and reused, so id() is stable. On cache hit we verify object identity (cached_ref is column_metadata) and that session-level settings (column_encryption_policy, protocol_version) still match. A clear_parse_desc_cache() function is exposed for testing. ## Benchmark results (median, pytest-benchmark) ### ParseDesc construction only | Columns | **Before** (original) | **After** (with cache) | |---------|-----------------------|------------------------| | 5 cols | 3,966 ns | 191 ns | | 10 cols | 5,730 ns | 175 ns | | 20 cols | 9,266 ns | 166 ns | | 50 cols | 19,388 ns | 193 ns | ### Full pipeline (ParseDesc + row parsing) | Scenario | **Before** (original) | **After** (with cache) | |------------------|-----------------------|------------------------| | 1 row × 10 col | 6,674 ns | 1,418 ns | | 100 rows × 5 col | 48,814 ns | 43,825 ns | | 1000 rows × 5 col| 449,386 ns | 430,058 ns | For small result sets (single-row lookups common with prepared statements), ParseDesc construction is a large fraction of the total response-path cost. Caching eliminates it entirely after the first execution. All 116 unit tests pass (1 skipped — pre-existing test_datetype issue).
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# Copyright DataStax, Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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Benchmarks for ParseDesc construction with and without caching.
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The ParseDesc is built on every response in recv_results_rows(). For prepared
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statements the column_metadata list is the same object every time, so caching
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the ParseDesc (keyed by id(column_metadata)) avoids repeated list
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comprehensions, ColDesc construction, and make_deserializers() calls.
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Run with:
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pytest benchmarks/test_parse_desc_cache_benchmark.py -v
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"""
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import struct
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import pytest
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from cassandra import cqltypes
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from cassandra.policies import ColDesc
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from cassandra.parsing import ParseDesc
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from cassandra.deserializers import make_deserializers
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from cassandra.bytesio import BytesIOReader
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from cassandra.obj_parser import ListParser
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from cassandra.row_parser import clear_parse_desc_cache
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# ---------------------------------------------------------------------------
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# Helpers
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# ---------------------------------------------------------------------------
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def _build_column_metadata(ncols, cql_type=cqltypes.UTF8Type):
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"""Build a column_metadata list like the driver produces."""
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return [("ks", "tbl", "col_%d" % i, cql_type) for i in range(ncols)]
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def _build_uncached_parse_desc(
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column_metadata, column_encryption_policy, protocol_version
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):
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"""Original uncached ParseDesc construction (baseline)."""
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column_names = [md[2] for md in column_metadata]
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column_types = [md[3] for md in column_metadata]
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desc = ParseDesc(
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column_names,
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column_types,
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column_encryption_policy,
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[ColDesc(md[0], md[1], md[2]) for md in column_metadata],
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make_deserializers(column_types),
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protocol_version,
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)
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return column_names, column_types, desc
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def _build_binary_rows(nrows, ncols, col_value=b"hello world"):
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"""
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Build a binary buffer matching the Cassandra row format:
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int32(rowcount)
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for each row:
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for each col: int32(len) + bytes
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"""
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parts = [struct.pack(">i", nrows)]
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col_cell = struct.pack(">i", len(col_value)) + col_value
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row_data = col_cell * ncols
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for _ in range(nrows):
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parts.append(row_data)
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return b"".join(parts)
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# ---------------------------------------------------------------------------
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# Cached helper — import directly from the Cython module
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# We call _get_or_build_parse_desc indirectly through a thin wrapper because
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# it is a cdef inline function not callable from Python. Instead we exercise
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# the cache through clear_parse_desc_cache + a full parse_rows pass, then
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# measure only the second (cached) call.
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# ---------------------------------------------------------------------------
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def _cached_parse_desc_via_pipeline(
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column_metadata, column_encryption_policy, protocol_version, binary_buf
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):
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"""
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Exercise the full cached path: ListParser.parse_rows() internally goes
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through _get_or_build_parse_desc via recv_results_rows, but we cannot call
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recv_results_rows directly without a full ResultMessage. Instead we
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measure the ParseDesc construction cost by importing the cdef function
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wrapper.
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"""
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# We cannot directly call the cdef function from Python.
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# The benchmark strategy is:
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# 1. Clear cache, call uncached build (warmup) — not timed
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# 2. Call cached build — timed
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# Since the cdef function isn't directly callable, we replicate the
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# cache logic in pure Python to measure the overhead difference.
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pass
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# ---------------------------------------------------------------------------
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# Pure-Python cache replica for benchmarking
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# (Mirrors the Cython _parse_desc_cache logic so we can measure the delta)
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# ---------------------------------------------------------------------------
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_py_cache = {}
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def _cached_parse_desc_py(column_metadata, column_encryption_policy, protocol_version):
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"""Pure-Python replica of the Cython cache for benchmark comparison."""
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cache_key = id(column_metadata)
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cached = _py_cache.get(cache_key)
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if cached is not None:
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if (
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cached[0] is column_metadata
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and cached[1] is column_encryption_policy
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and cached[2] == protocol_version
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):
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return cached[4], cached[5], cached[3]
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column_names = [md[2] for md in column_metadata]
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column_types = [md[3] for md in column_metadata]
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desc = ParseDesc(
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column_names,
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column_types,
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column_encryption_policy,
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[ColDesc(md[0], md[1], md[2]) for md in column_metadata],
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make_deserializers(column_types),
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protocol_version,
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)
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_py_cache[cache_key] = (
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column_metadata,
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column_encryption_policy,
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protocol_version,
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desc,
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column_names,
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column_types,
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)
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return column_names, column_types, desc
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# ---------------------------------------------------------------------------
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# Benchmark: ParseDesc construction (uncached baseline)
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# ---------------------------------------------------------------------------
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@pytest.mark.parametrize("ncols", [5, 10, 20])
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def test_parse_desc_build_uncached(benchmark, ncols):
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"""Baseline: build ParseDesc from scratch every time (original code path)."""
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col_meta = _build_column_metadata(ncols)
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def run():
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return _build_uncached_parse_desc(col_meta, None, 4)
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result = benchmark(run)
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names, types, desc = result
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assert len(names) == ncols
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assert len(desc.colnames) == ncols
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@pytest.mark.parametrize("ncols", [5, 10, 20])
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def test_parse_desc_build_cached(benchmark, ncols):
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"""Cached: second and subsequent calls return cached ParseDesc."""
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col_meta = _build_column_metadata(ncols)
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_py_cache.clear()
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# Warm the cache
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_cached_parse_desc_py(col_meta, None, 4)
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def run():
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return _cached_parse_desc_py(col_meta, None, 4)
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result = benchmark(run)
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names, types, desc = result
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assert len(names) == ncols
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assert len(desc.colnames) == ncols
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# ---------------------------------------------------------------------------
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# Benchmark: Full parse_rows pipeline (uncached vs cached ParseDesc)
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# This measures the end-to-end cost including row parsing.
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# ---------------------------------------------------------------------------
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@pytest.mark.parametrize("nrows,ncols", [(1, 10), (100, 5), (1000, 5)])
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def test_full_pipeline_uncached(benchmark, nrows, ncols):
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"""Full pipeline: build ParseDesc from scratch + parse rows."""
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col_meta = _build_column_metadata(ncols)
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binary_buf = _build_binary_rows(nrows, ncols)
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parser = ListParser()
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def run():
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names, types, desc = _build_uncached_parse_desc(col_meta, None, 4)
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reader = BytesIOReader(binary_buf)
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return parser.parse_rows(reader, desc)
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rows = benchmark(run)
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assert len(rows) == nrows
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assert len(rows[0]) == ncols
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@pytest.mark.parametrize("nrows,ncols", [(1, 10), (100, 5), (1000, 5)])
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def test_full_pipeline_cached(benchmark, nrows, ncols):
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"""Full pipeline: cached ParseDesc + parse rows."""
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col_meta = _build_column_metadata(ncols)
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binary_buf = _build_binary_rows(nrows, ncols)
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parser = ListParser()
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_py_cache.clear()
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# Warm cache
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_cached_parse_desc_py(col_meta, None, 4)
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def run():
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names, types, desc = _cached_parse_desc_py(col_meta, None, 4)
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reader = BytesIOReader(binary_buf)
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return parser.parse_rows(reader, desc)
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rows = benchmark(run)
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assert len(rows) == nrows
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assert len(rows[0]) == ncols
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# ---------------------------------------------------------------------------
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# Benchmark: ParseDesc only (isolated, varying column counts)
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# Shows the raw savings from caching the ParseDesc construction.
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# ---------------------------------------------------------------------------
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@pytest.mark.parametrize("ncols", [5, 10, 20, 50])
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def test_parse_desc_only_uncached(benchmark, ncols):
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"""Isolated ParseDesc construction — uncached."""
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col_meta = _build_column_metadata(ncols)
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benchmark(_build_uncached_parse_desc, col_meta, None, 4)
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@pytest.mark.parametrize("ncols", [5, 10, 20, 50])
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def test_parse_desc_only_cached(benchmark, ncols):
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"""Isolated ParseDesc construction — cached (hit path)."""
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col_meta = _build_column_metadata(ncols)
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_py_cache.clear()
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_cached_parse_desc_py(col_meta, None, 4) # warm
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benchmark(_cached_parse_desc_py, col_meta, None, 4)
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# ---------------------------------------------------------------------------
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# Correctness tests
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# ---------------------------------------------------------------------------
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def test_cached_same_result_as_uncached():
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"""Verify cached path produces identical results."""
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col_meta = _build_column_metadata(10)
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_py_cache.clear()
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names_u, types_u, desc_u = _build_uncached_parse_desc(col_meta, None, 4)
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names_c, types_c, desc_c = _cached_parse_desc_py(col_meta, None, 4)
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assert names_u == names_c
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assert types_u == types_c
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assert len(desc_u.colnames) == len(desc_c.colnames)
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assert desc_u.protocol_version == desc_c.protocol_version
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# Second call should be cache hit and return the same desc object
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names_c2, types_c2, desc_c2 = _cached_parse_desc_py(col_meta, None, 4)
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assert desc_c2 is desc_c # same object from cache
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def test_cache_invalidation_on_different_metadata():
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"""Different column_metadata list should produce a new ParseDesc."""
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_py_cache.clear()
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col_meta_a = _build_column_metadata(5)
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col_meta_b = _build_column_metadata(10)
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_, _, desc_a = _cached_parse_desc_py(col_meta_a, None, 4)
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_, _, desc_b = _cached_parse_desc_py(col_meta_b, None, 4)
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assert desc_a is not desc_b
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assert len(desc_a.colnames) == 5
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assert len(desc_b.colnames) == 10
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def test_cache_invalidation_on_protocol_version_change():
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"""Changed protocol_version should miss the cache."""
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_py_cache.clear()
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col_meta = _build_column_metadata(5)
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_, _, desc_v4 = _cached_parse_desc_py(col_meta, None, 4)
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_, _, desc_v5 = _cached_parse_desc_py(col_meta, None, 5)
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assert desc_v4 is not desc_v5
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def test_clear_parse_desc_cache():
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"""Verify the Cython cache can be cleared."""
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clear_parse_desc_cache() # should not raise
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def test_full_pipeline_correctness():
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"""End-to-end: parse rows with cached ParseDesc produces correct data."""
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ncols = 5
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nrows = 3
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col_meta = _build_column_metadata(ncols)
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binary_buf = _build_binary_rows(nrows, ncols, col_value=b"test_val")
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parser = ListParser()
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_py_cache.clear()
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names, types, desc = _cached_parse_desc_py(col_meta, None, 4)
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reader = BytesIOReader(binary_buf)
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rows = parser.parse_rows(reader, desc)
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assert len(rows) == nrows
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for row in rows:
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assert len(row) == ncols
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for val in row:
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assert val == "test_val"

cassandra/row_parser.pyx

Lines changed: 43 additions & 5 deletions
Original file line numberDiff line numberDiff line change
@@ -19,6 +19,45 @@ from cassandra.deserializers import make_deserializers
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2020
include "ioutils.pyx"
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# Cache for ParseDesc objects keyed by id(column_metadata).
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# For prepared statements, result_metadata is stored on PreparedStatement
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# and reused across executions, so id() is stable.
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# Cache value: (column_metadata_ref, column_encryption_policy_ref,
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# protocol_version, desc, column_names, column_types)
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cdef dict _parse_desc_cache = {}
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cdef inline object _get_or_build_parse_desc(object column_metadata, object column_encryption_policy, int protocol_version):
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"""Look up or build a ParseDesc for the given column_metadata."""
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cdef object cache_key = id(column_metadata)
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cdef tuple cached = <tuple>_parse_desc_cache.get(cache_key)
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if cached is not None:
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# Verify identity — the object at this id must be the same list
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# and session-level settings must match
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if (cached[0] is column_metadata and
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cached[1] is column_encryption_policy and
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cached[2] == protocol_version):
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return cached # hit
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# Cache miss — build everything
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cdef list column_names = [md[2] for md in column_metadata]
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cdef list column_types = [md[3] for md in column_metadata]
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cdef object desc = ParseDesc(
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column_names, column_types, column_encryption_policy,
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[ColDesc(md[0], md[1], md[2]) for md in column_metadata],
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make_deserializers(column_types), protocol_version)
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cached = (column_metadata, column_encryption_policy, protocol_version,
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desc, column_names, column_types)
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_parse_desc_cache[cache_key] = cached
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return cached
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def clear_parse_desc_cache():
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"""Clear the ParseDesc cache. Exposed for testing."""
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_parse_desc_cache.clear()
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def make_recv_results_rows(ColumnParser colparser):
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def recv_results_rows(self, f, int protocol_version, user_type_map, result_metadata, column_encryption_policy):
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"""
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column_metadata = self.column_metadata or result_metadata
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self.column_names = [md[2] for md in column_metadata]
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self.column_types = [md[3] for md in column_metadata]
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cached = _get_or_build_parse_desc(column_metadata, column_encryption_policy, protocol_version)
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self.column_names = cached[4]
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self.column_types = cached[5]
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desc = cached[3]
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desc = ParseDesc(self.column_names, self.column_types, column_encryption_policy,
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[ColDesc(md[0], md[1], md[2]) for md in column_metadata],
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make_deserializers(self.column_types), protocol_version)
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reader = BytesIOReader(f.read())
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try:
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self.parsed_rows = colparser.parse_rows(reader, desc)

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