[pganssle]

Closes #158252.

This adds a shared C parser for common numeric formats used by datetime.datetime.strptime, datetime.date.strptime, datetime.time.strptime, and time.strptime. Each caller constructs its result directly from the parsed fields, avoiding the Python parser's regex cache, locale checks, and intermediate objects. It builds on @StanFromIreland's initial implementation.

The fast path handles ASCII numeric fields, including fractional seconds and a trailing %z with minute-resolution offsets or Z. Other inputs use the existing Python parser, preserving backtracking, warnings, and error messages. Subclasses also use the Python path so their constructor arguments don't change. Each caller retains its existing handling of discarded fields, leap seconds, and timezone information. The pure-Python implementations are unchanged.

Benchmarks compare the PR base, de0d9763682, with 207ae592412, using matching GCC 16.2.1 release builds (-O3, without PGO/LTO) and LC_TIME=C. All four methods parse the same 32 inputs for each format. These are warmed mean times per public call, including method lookup and loop overhead. The methods construct different results, so their timings aren't identical.

For datetime.datetime.strptime:

Format	Before	After	Speedup
%Y-%m-%d	2.04 µs	82.2 ns	24.89×
%Y-%m-%d %H:%M:%S	2.68 µs	96.1 ns	27.86×
%Y-%m-%d %H:%M:%S.%f	2.86 µs	92.3 ns	30.97×
%Y%m%d%H%M%S	3.31 µs	84.2 ns	39.32×
%Y-%m-%dT%H:%M:%S%z (UTC)	3.45 µs	92.5 ns	37.32×
%Y-%m-%dT%H:%M:%S.%f%z (+0530)	3.86 µs	123.9 ns	31.16×
%H:%M:%S	2.31 µs	72.7 ns	31.79×
%H:%M:%S.%f%z (+0530)	3.87 µs	105.7 ns	36.66×
%Y-%m-%d %H:%M:%S + rotating suffix	6.98 µs	87.2 ns	80.11×
%d %B %Y %H:%M:%S ‡	2.72 µs	2.72 µs	—
%Y-%m-%d %I:%M:%S %p ‡	3.18 µs	3.05 µs	—
%d %B %Y %H:%M:%S + rotating suffix ‡	7.00 µs	6.77 µs	—

The rotating cases append literal suffixes /0 through /31 to the input and format, exceeding the Python parser's five-entry regex cache. ‡ These formats use the Python fallback. A dash (—) in the speedup column means pyperf didn't find a statistically significant difference; it doesn't identify the parsing path.

datetime.date.strptime benchmarks

Format	Before	After	Speedup
%Y-%m-%d	2.37 µs	73.8 ns	32.17×
%Y-%m-%d %H:%M:%S	2.55 µs	94.1 ns	27.08×
%Y-%m-%d %H:%M:%S.%f	2.72 µs	91.7 ns	29.70×
%Y%m%d%H%M%S	2.49 µs	101.7 ns	24.43×
%Y-%m-%dT%H:%M:%S%z (UTC)	3.03 µs	83.5 ns	36.22×
%Y-%m-%dT%H:%M:%S.%f%z (+0530)	3.35 µs	98.3 ns	34.03×
%H:%M:%S	2.19 µs	68.3 ns	32.07×
%H:%M:%S.%f%z (+0530)	2.98 µs	88.0 ns	33.88×
%Y-%m-%d %H:%M:%S + rotating suffix	6.44 µs	110.0 ns	58.57×
%d %B %Y %H:%M:%S ‡	2.68 µs	2.71 µs	—
%Y-%m-%d %I:%M:%S %p ‡	2.80 µs	2.79 µs	—
%d %B %Y %H:%M:%S + rotating suffix ‡	6.29 µs	6.37 µs	0.99×

datetime.time.strptime benchmarks

Format	Before	After	Speedup
%Y-%m-%d	2.10 µs	70.4 ns	29.77×
%Y-%m-%d %H:%M:%S	2.67 µs	81.4 ns	32.75×
%Y-%m-%d %H:%M:%S.%f	2.90 µs	84.4 ns	34.41×
%Y%m%d%H%M%S	2.70 µs	79.2 ns	34.07×
%Y-%m-%dT%H:%M:%S%z (UTC)	3.42 µs	83.8 ns	40.82×
%Y-%m-%dT%H:%M:%S.%f%z (+0530)	4.10 µs	112.6 ns	36.42×
%H:%M:%S	2.23 µs	81.0 ns	27.47×
%H:%M:%S.%f%z (+0530)	3.46 µs	101.3 ns	34.18×
%Y-%m-%d %H:%M:%S + rotating suffix	6.21 µs	102.7 ns	60.52×
%d %B %Y %H:%M:%S ‡	2.64 µs	2.68 µs	—
%Y-%m-%d %I:%M:%S %p ‡	2.89 µs	2.86 µs	—
%d %B %Y %H:%M:%S + rotating suffix ‡	6.60 µs	6.41 µs	1.03×

time.strptime benchmarks

Format	Before	After	Speedup
%Y-%m-%d	2.12 µs	101.8 ns	20.83×
%Y-%m-%d %H:%M:%S	2.76 µs	129.2 ns	21.35×
%Y-%m-%d %H:%M:%S.%f	3.00 µs	117.8 ns	25.42×
%Y%m%d%H%M%S	2.82 µs	111.1 ns	25.39×
%Y-%m-%dT%H:%M:%S%z (UTC)	3.20 µs	109.0 ns	29.33×
%Y-%m-%dT%H:%M:%S.%f%z (+0530)	3.52 µs	127.2 ns	27.64×
%H:%M:%S	2.41 µs	97.9 ns	24.58×
%H:%M:%S.%f%z (+0530)	3.14 µs	110.9 ns	28.33×
%Y-%m-%d %H:%M:%S + rotating suffix	6.53 µs	116.7 ns	55.95×
%d %B %Y %H:%M:%S ‡	2.88 µs	2.81 µs	1.03×
%Y-%m-%d %I:%M:%S %p ‡	2.95 µs	3.07 µs	0.96×
%d %B %Y %H:%M:%S + rotating suffix ‡	6.64 µs	6.64 µs	—

The initial runs were noisy, so all fallback and UTC rows use longer, closely paired repeats. Eight of the twelve fallback comparisons weren't significant. The repeats measured time.strptime with AM/PM about 4% slower and date.strptime with rotating month-name formats about 1.3% slower; two other fallback comparisons were about 3% faster. Small fallback differences remain sensitive to measurement variability.

The three targeted test modules (test_datetime, test_strptime, and test_time) pass. Differential checks found no differences in 74,708 public API comparisons, 18,677 additional metadata/error/warning comparisons, and 119,988 calendar checks against the pure-Python implementation.

Benchmark method and reproducer

Workers were pinned to one CPU, with builds and correctness tests completed before timing. The full suite ran in base/PR/PR/base order, with two worker processes per run, four values per worker, two warmups, and a 50 ms minimum sample time. UTC and fallback cases were repeated individually in the same order, with six values, three warmups, and a 100 ms minimum. The tables use those repeats for UTC and fallback rows and the full-suite runs for the remaining rows. All 1,536 expected results, including struct_time timezone metadata, are checked before timing.

Build de0d9763682 and 207ae592412 in separate checkouts with GCC 16.2.1 and the same options:

./configure CFLAGS='-O3 -g -fno-omit-frame-pointer' --without-ensurepip
make -j4

Save the script below as bench_strptime.py. Set the interpreter paths and choose an available CPU for BENCH_CPU. The first group measures all 48 combinations; the remaining groups repeat UTC and fallback cases with closer pairing and longer samples.

set -euo pipefail
BASE_PYTHON=/path/to/base/python
PR_PYTHON=/path/to/pr/python
BENCH_CPU=2
BENCH_DEPS=$(mktemp -d)
BENCH_RESULTS=$(mktemp -d)
uv pip install --python "$PR_PYTHON" --target "$BENCH_DEPS" pyperf==2.9.0
export PYTHONPATH="$BENCH_DEPS"

measure() {
    bench_label=$1
    shift
    for sample in 1-base 2-pr 3-pr 4-base; do
        case "$sample" in
            *-base) bench_python=$BASE_PYTHON ;;
            *-pr) bench_python=$PR_PYTHON ;;
        esac
        "$bench_python" bench_strptime.py "$@" --affinity "$BENCH_CPU" \
            -o "$BENCH_RESULTS/$bench_label-$sample.json"
    done
    "$PR_PYTHON" -m pyperf convert "$BENCH_RESULTS/$bench_label-1-base.json" \
        --add "$BENCH_RESULTS/$bench_label-4-base.json" \
        -o "$BENCH_RESULTS/$bench_label-base.json"
    "$PR_PYTHON" -m pyperf convert "$BENCH_RESULTS/$bench_label-2-pr.json" \
        --add "$BENCH_RESULTS/$bench_label-3-pr.json" \
        -o "$BENCH_RESULTS/$bench_label-pr.json"
    "$PR_PYTHON" -m pyperf compare_to "$BENCH_RESULTS/$bench_label-base.json" \
        "$BENCH_RESULTS/$bench_label-pr.json" --table
}

measure all --processes 2 --values 4 --warmups 2 --min-time 0.05
for method in datetime date datetime_time time; do
    for case_name in month_name ampm rotating_fallback utc; do
        measure "$method-$case_name" --method "$method" --case "$case_name" \
            --processes 2 --values 6 --warmups 3 --min-time 0.1
    done
done

# /// script
# requires-python = ">=3.13"
# dependencies = ["pyperf==2.9.0"]
# ///
"""Identical strptime inputs and formats across all four public entry points."""

import argparse
import dataclasses
import datetime
import locale
import sys
import time
from collections.abc import Callable

import pyperf


@dataclasses.dataclass(frozen=True)
class Case:
    name: str
    inputs: tuple[tuple[str, str, datetime.datetime], ...]


@dataclasses.dataclass(frozen=True)
class Method:
    name: str
    expression: str
    parse: Callable[[str, str], object]
    expected: Callable[[datetime.datetime], object]


def methods() -> tuple[Method, ...]:
    return (
        Method("datetime", "datetime.datetime", datetime.datetime.strptime,
               lambda value: value),
        Method("date", "datetime.date", datetime.date.strptime,
               lambda value: value.date()),
        Method("datetime_time", "datetime.time", datetime.time.strptime,
               lambda value: value.timetz()),
        Method("time", "time", time.strptime, lambda value: value.timetuple()),
    )


def cases() -> tuple[Case, ...]:
    formats = (
        ("numeric_date", "%Y-%m-%d"),
        ("timestamp", "%Y-%m-%d %H:%M:%S"),
        ("fraction", "%Y-%m-%d %H:%M:%S.%f"),
        ("compact", "%Y%m%d%H%M%S"),
        ("utc", "%Y-%m-%dT%H:%M:%S%z"),
        ("offset", "%Y-%m-%dT%H:%M:%S.%f%z"),
        ("time_only", "%H:%M:%S"),
        ("time_offset", "%H:%M:%S.%f%z"),
        ("month_name", "%d %B %Y %H:%M:%S"),
        ("ampm", "%Y-%m-%d %I:%M:%S %p"),
    )
    result = []
    for name, fmt in formats:
        inputs = []
        for i in range(32):
            value = datetime.datetime(2000 + i % 25, 1 + i % 12,
                                      1 + i % 28, i % 24, i * 7 % 60,
                                      i * 11 % 60)
            if name in {"time_only", "time_offset"}:
                value = value.replace(year=1900, month=1, day=1)
            if "%f" in fmt:
                value = value.replace(microsecond=i * 31249)
            if name == "numeric_date":
                value = value.replace(hour=0, minute=0, second=0)
            if "%z" in fmt:
                offset = datetime.timedelta(minutes=0 if name == "utc" else 330)
                value = value.replace(tzinfo=datetime.timezone(offset))
            inputs.append((value.strftime(fmt), fmt, value))
        result.append(Case(name, tuple(inputs)))
    for name, source in (("rotating_numeric", "timestamp"),
                         ("rotating_fallback", "month_name")):
        case = next(case for case in result if case.name == source)
        inputs = tuple((text + f"/{i}", fmt + f"/{i}", expected)
                       for i, (text, fmt, expected) in enumerate(case.inputs))
        result.append(Case(name, inputs))
    return tuple(result)


def check(method: Method, case: Case) -> None:
    for text, fmt, value in case.inputs:
        actual = method.parse(text, fmt)
        expected = method.expected(value)
        assert type(actual) is type(expected)
        assert actual == expected, (method.name, case.name, text, actual, expected)
        if isinstance(actual, time.struct_time):
            offset = value.utcoffset()
            assert actual.tm_zone is None
            assert actual.tm_gmtoff == (None if offset is None else offset.total_seconds())


def worker_args(command: list[str], args: argparse.Namespace) -> None:
    for option in ("method", "case"):
        if value := getattr(args, option):
            command.extend((f"--{option}", value))


def main() -> None:
    locale.setlocale(locale.LC_TIME, "C")
    suite = cases()
    entrypoints = methods()
    for method in entrypoints:
        for case in suite:
            check(method, case)
    if "--smoke" in sys.argv:
        print(f"Checked {len(entrypoints) * sum(len(case.inputs) for case in suite)} results")
        return
    runner = pyperf.Runner(add_cmdline_args=worker_args)
    runner.argparser.add_argument("--method", choices=tuple(method.name for method in entrypoints))
    runner.argparser.add_argument("--case", choices=tuple(case.name for case in suite))
    args = runner.parse_args()
    runner.metadata["description"] = "Same 32 inputs/formats for all four public strptime methods"
    runner.metadata["LC_TIME"] = "C"
    for method in entrypoints:
        if args.method and args.method != method.name:
            continue
        for case in suite:
            if args.case and args.case != case.name:
                continue
            runner.timeit(
                f"{method.name}.{case.name}",
                f"for text, fmt, _ in inputs:\n    {method.expression}.strptime(text, fmt)",
                setup="import datetime; import time; import _strptime",
                globals={"inputs": case.inputs},
                inner_loops=len(case.inputs),
            )


if __name__ == "__main__":
    main()

• Issue: C implementation for strptime #158252

[pganssle]

Few comments for the agent.

[StanFromIreland]

A few comments, but overall looking really good :-)

[StanFromIreland]

Please add this to Optimisations in the What's New.

[read-the-docs-community]

Documentation build overview

📚 cpython-previews | 🛠️ Build #35357148 | 📁 Comparing 4e91579 against main (4be1d35)

  🔍 Preview build  

8 files changed · ± 8 modified

± Modified

• library/dis.html
• library/fileinput.html
• library/shutil.html
• library/ssl.html
• using/configure.html
• using/windows.html
• whatsnew/3.16.html
• whatsnew/changelog.html

[StanFromIreland]

Sorry for the delay, let's get this in!