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This release is a pre-release and may not be stable for production use.

rsTimes

rsTimes 0.2.0b3 is a beta Python date and time library with a shared Rust core. It combines scalar calendars, pandas indexes and native Polars columns/expressions.

  • Delta: exact nanosecond relative changes, absolute fields and scalar/bulk arithmetic.
  • parse_str, parse, parse_to_epoch: shared configurable parsing returning date objects or integer epoch ticks.
  • Configs: vocabularies, ordering, fixed offsets and explicitly configured regional zones.
  • Pydt: a real datetime.datetime subclass with calendar, boundary, zone and formatting operations.
  • Pddt: a real pandas.DatetimeIndex subclass with explicit units, nanoseconds and column operations.
  • Pldt: a real polars.Series subclass, with Series/Expr .pldt namespaces and shared Rust date kernels.

The distribution name is rsTimes; import rstimes. The four core class names are Delta, Pydt, Pddt and Pldt. Date-field replacement uses x.pddt.replace(...) or x.pldt.replace(...); native host replacement methods retain their own meaning. See the b3 release notes for upgrade details and explicitly deferred custom-protocol cases.

Installation and dependencies

This is a beta release. Select the version explicitly:

python -m pip install "rsTimes==0.2.0b3"
python -m pip install "rsTimes[dateutil,pandas,polars]==0.2.0b3"
Dependency Required version Purpose
NumPy >=2.5.3 Required native scalar/array support
tzdata >=2026.5, Windows only Required IANA data for standard ZoneInfo
python-dateutil >=2.9, optional dateutil extra Import parserinfo and relativedelta rules; actual relativedelta interoperability
pandas >=2.3.3 on CPython 3.12–3.14 except Windows ARM64; >=3.0.6 on CPython 3.15 or Windows ARM64 Optional pandas extra, required for Pddt
Polars >=2.0.0 ordinary profile Optional polars extra, required for Pldt; t requires a compatible upstream runtime

Core Delta, Configs, parsing and Pydt work without dateutil, pandas or Polars. Without python-dateutil, Configs.from_parserinfo() and Delta.from_relativedelta() raise ImportError with an installation hint; ordinary parsing does not fall back to dateutil. Install integrations before starting Python. Adding a dependency to an already running interpreter requires a restart. Broken installed dependencies propagate their actual import errors. Installing pandas also installs its own dependencies, which can include dateutil. The runtime does not require Babel, cytimes or Cython.

Usage

from datetime import datetime
from rstimes import Configs, Delta, Pydt, parse, parse_str, parse_to_epoch

assert datetime(2024, 1, 31) + Delta(months=1) == datetime(2024, 2, 29)
assert Pydt(2024, 1, 31).add(months=1) == datetime(2024, 2, 29)
assert parse(datetime(2024, 5, 7)) == datetime(2024, 5, 7)
assert parse_str("2024-01-02T12:34+08:00", ignoretz=False).isoformat() == "2024-01-02T12:34:00+08:00"
assert parse_to_epoch(1e-9, unit="ns") == 1

cfg = Configs()
cfg.add_month("custommonth", 2)
assert parse_str("29 custommonth 2024", cfg=cfg) == datetime(2024, 2, 29)

Pddt accepts collections. Choose a unit during construction and use as_unit() explicitly to convert an existing object:

from rstimes import Delta, Pddt, parse_to_epoch

x = Pddt(["2024-01-31T12:30:00.123456789", None], unit="ns", name="events")
y = x + Delta(months=1)
assert y[0].isoformat() == "2024-02-29T12:30:00.123456789"
assert y.isna().tolist() == [False, True]

# Bare Pddt numbers are ticks in the chosen unit; parser numbers are seconds.
assert Pddt([1], unit="ms").asi8.tolist() == [1]
assert parse_to_epoch(1, unit="ms") == 1000

The default ordering is yearfirst=True, dayfirst=False, overridable by Configs and explicit options. strict=False; isoformat=True tries ISO first and may fall back to general parsing. The default ignoretz=True discards textual time zones; pass False to retain them. Parser interprets fields; the chosen result class controls capacity and the existence of regional local times.

Pydt retains microsecond precision and years1–9999. Pddt supports s/ms/us/ns and zero, negative and wide years within the selected unit's capacity. Operations on an existing Pddt preserve its unit: insufficient precision or capacity raises an error and requires explicit as_unit(). It never silently changes unit or turns an ordinary failure into NaT. None preserves optional fields; zero is a real numeric value.

to_unix_ms and from_unix_ms convert aware dates and Unix milliseconds. The former floors submillisecond values; the latter returns a UTC-aware datetime. Type errors are TypeError, naive inputs are ValueError, and capacity failures are OverflowError.

Native support and verification

One source tree supports ordinary CPython 3.12–3.15 and free-threaded CPython 3.14t/3.15t. The native release matrix is:

Platform CPU Wheel/libc policy Ordinary Python Free-threaded Python
macOS ARM64 macOS 11.0 wheel tag; dependency OS floor also applies 3.12–3.15 3.14t, 3.15t
macOS Intel x86_64 macOS 11.0 ordinary tag; t requires 14.0+ 3.12–3.15 3.14t, 3.15t
Windows x86_64 win_amd64 3.12–3.15 3.14t, 3.15t
Windows ARM64 win_arm64 3.12–3.15 3.14t, 3.15t
Linux glibc x86_64 manylinux_2_28 3.12–3.15 3.14t, 3.15t
Linux glibc ARM64 manylinux_2_28 3.12–3.15 3.14t, 3.15t
Linux musl x86_64 musllinux_1_2 3.12–3.15 3.14t, 3.15t
Linux musl ARM64 musllinux_1_2 3.12–3.15 3.14t, 3.15t

This is 32 ordinary plus16 t wheels and one canonical sdist. 32-bit, PyPy, universal2 and 3.13t are outside the matrix. Linux installation tests use the matching libc container. Wheel tags and hosted-runner tests do not prove physical execution on every historical OS release allowed by a tag.

The complete dependency set determines the usable OS floor. In particular, NumPy 2.5.3 requires macOS 14.0+ on ARM64 Python 3.14/3.15, including t builds; Intel t integration also requires macOS 14.0+. Use the free-threaded guide for exact conditions.

NoGIL support requires matching upstream dependencies. The t qualification uses pandas 3 and fixed, unmodified official Polars 2.1.0 sources when a suitable official wheel is unavailable. Internal CI builds are not a runtime supply channel. rsTimes does not ship, download or maintain a Polars fork or custom user runtime. Users obtain a compatible upstream Polars build; this matrix does not promise that every dependency has a public t wheel everywhere.

Every release position tests actual isolated installed wheels, with core-only, Polars-only and pandas3 configurations as applicable. Ordinary pandas2 and latest-version representatives are separate profiles. The frozen cytimes oracle is test-only and isolated from pandas3 product environments. Shared cloud runners are not used as strict performance proof; measured results name the actual artifact, ABI, workload and baseline.

Development

The repository pins Rust in rust-toolchain.toml. Inside an activated environment:

python -m pip install --upgrade pip==26.2.2
python -m pip install -r requirements-dev.txt
maturin build --release --locked --interpreter python --out dist
python -m pip install --no-deps dist/*.whl
python -I -B tools/wheel_smoke.py --expect-version 0.2.0b3 --with-dateutil --with-pandas --with-polars
python -I -B tools/run_release_tests.py --junitxml evidence/tests.xml
python -I -B tools/check_public_docs.py

Use separate output directories after source changes. Source-tree imports do not replace installed-wheel verification. On PowerShell, install wheels with Get-ChildItem dist\*.whl | ForEach-Object { python -m pip install --no-deps $_.FullName }.

For Python type checks, prepare the separate analysis environment and pinned Node/Pyright toolchain described in the type-checking guide.

Demonstrations

The four demo/*.py scripts are interactive demonstrations. Delta, Parser and Pydt use the separate requirements-oracle.txt environment to compare cytimes; Pddt uses requirements-test.txt to compare pandas3. In this development checkout, demo/runtime.json selects the verified local wheel and separate oracle environments. Public-release checkouts select their published wheel and manifest. The launcher checks version, installed location and native SHA256. It never silently loads another wheel or compiles a temporary replacement. See the demo guide. Do not force cytimes into the pandas3 environment.

Automated publication

Maintainers use the release procedure and the current approved release plan. Each release records its own source, artifacts, validation and authorization.

  • PRs run representative pilot checks; a fixed main commit runs the full48 matrix. Manual verification cannot publish. Documentation-only follow-ups have their recorded documentation/demo checks without rebuilding a frozen release.
  • Only a pushed annotated v* tag triggers publish.yml. The tag binds the exact source commit, successful complete CI run/attempt, manifest SHA256 and local performance completion receipt.
  • Publication downloads that original tested wheel/sdist bundle. It does not rebuild files. All gates must pass before GitHub Release, followed by PyPI Trusted Publishing/OIDC. No long-lived PyPI token is used.
  • Every release-matrix position downloads the published version from PyPI, checks the original SHA256, installs it in clean provider environments and exercises functionality.
  • The publisher identity is AresJef/rsTimes, publish.yml, environment pypi.

After a partial publication, retain the tag and original files. Verify remote hashes before resuming missing uploads. Never move a published tag, overwrite assets, mix incomplete CI attempts or rebuild substitutes for an existing version.

Documentation and license

Wheels include public stubs and py.typed, with annotations, docstrings and examples. rsTimes uses the MIT license; distributions include the required third-party notices.

Metadata

Release files for rsTimes 0.2.0b3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for rsTimes 0.2.0b3
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Built distributions (wheels)

Table of built distributions (wheels) for rsTimes 0.2.0b3
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rstimes-0.2.0b3-cp315-cp315t-win_arm64.whl CPython 3.15 CPython 3.15 free-threading Windows ARM64 Details for rstimes-0.2.0b3-cp315-cp315t-win_arm64.whl
rstimes-0.2.0b3-cp315-cp315t-win_amd64.whl CPython 3.15 CPython 3.15 free-threading Windows x86-64 Details for rstimes-0.2.0b3-cp315-cp315t-win_amd64.whl
rstimes-0.2.0b3-cp315-cp315t-musllinux_1_2_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64 Details for rstimes-0.2.0b3-cp315-cp315t-musllinux_1_2_x86_64.whl
rstimes-0.2.0b3-cp315-cp315t-musllinux_1_2_aarch64.whl CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ ARM64 Details for rstimes-0.2.0b3-cp315-cp315t-musllinux_1_2_aarch64.whl
rstimes-0.2.0b3-cp315-cp315t-manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.28+ x86-64 Details for rstimes-0.2.0b3-cp315-cp315t-manylinux_2_28_x86_64.whl
rstimes-0.2.0b3-cp315-cp315t-manylinux_2_28_aarch64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.28+ ARM64 Details for rstimes-0.2.0b3-cp315-cp315t-manylinux_2_28_aarch64.whl
rstimes-0.2.0b3-cp315-cp315t-macosx_14_0_x86_64.whl CPython 3.15 CPython 3.15 free-threading macOS 14.0+ x86-64 Details for rstimes-0.2.0b3-cp315-cp315t-macosx_14_0_x86_64.whl
rstimes-0.2.0b3-cp315-cp315t-macosx_11_0_arm64.whl CPython 3.15 CPython 3.15 free-threading macOS 11.0+ ARM64 Details for rstimes-0.2.0b3-cp315-cp315t-macosx_11_0_arm64.whl
rstimes-0.2.0b3-cp315-cp315-win_arm64.whl CPython 3.15 CPython 3.15 Windows ARM64 Details for rstimes-0.2.0b3-cp315-cp315-win_arm64.whl
rstimes-0.2.0b3-cp315-cp315-win_amd64.whl CPython 3.15 CPython 3.15 Windows x86-64 Details for rstimes-0.2.0b3-cp315-cp315-win_amd64.whl
rstimes-0.2.0b3-cp315-cp315-musllinux_1_2_x86_64.whl CPython 3.15 CPython 3.15 Linux musl 1.2+ x86-64 Details for rstimes-0.2.0b3-cp315-cp315-musllinux_1_2_x86_64.whl
rstimes-0.2.0b3-cp315-cp315-musllinux_1_2_aarch64.whl CPython 3.15 CPython 3.15 Linux musl 1.2+ ARM64 Details for rstimes-0.2.0b3-cp315-cp315-musllinux_1_2_aarch64.whl
rstimes-0.2.0b3-cp315-cp315-manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.28+ x86-64 Details for rstimes-0.2.0b3-cp315-cp315-manylinux_2_28_x86_64.whl
rstimes-0.2.0b3-cp315-cp315-manylinux_2_28_aarch64.whl CPython 3.15 CPython 3.15 Linux glibc 2.28+ ARM64 Details for rstimes-0.2.0b3-cp315-cp315-manylinux_2_28_aarch64.whl
rstimes-0.2.0b3-cp315-cp315-macosx_11_0_x86_64.whl CPython 3.15 CPython 3.15 macOS 11.0+ x86-64 Details for rstimes-0.2.0b3-cp315-cp315-macosx_11_0_x86_64.whl
rstimes-0.2.0b3-cp315-cp315-macosx_11_0_arm64.whl CPython 3.15 CPython 3.15 macOS 11.0+ ARM64 Details for rstimes-0.2.0b3-cp315-cp315-macosx_11_0_arm64.whl
rstimes-0.2.0b3-cp314-cp314t-win_arm64.whl CPython 3.14 CPython 3.14 free-threading Windows ARM64 Details for rstimes-0.2.0b3-cp314-cp314t-win_arm64.whl
rstimes-0.2.0b3-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details for rstimes-0.2.0b3-cp314-cp314t-win_amd64.whl
rstimes-0.2.0b3-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details for rstimes-0.2.0b3-cp314-cp314t-musllinux_1_2_x86_64.whl
rstimes-0.2.0b3-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details for rstimes-0.2.0b3-cp314-cp314t-musllinux_1_2_aarch64.whl
rstimes-0.2.0b3-cp314-cp314t-manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64 Details for rstimes-0.2.0b3-cp314-cp314t-manylinux_2_28_x86_64.whl
rstimes-0.2.0b3-cp314-cp314t-manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64 Details for rstimes-0.2.0b3-cp314-cp314t-manylinux_2_28_aarch64.whl
rstimes-0.2.0b3-cp314-cp314t-macosx_14_0_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 14.0+ x86-64 Details for rstimes-0.2.0b3-cp314-cp314t-macosx_14_0_x86_64.whl
rstimes-0.2.0b3-cp314-cp314t-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details for rstimes-0.2.0b3-cp314-cp314t-macosx_11_0_arm64.whl
rstimes-0.2.0b3-cp314-cp314-win_arm64.whl CPython 3.14 CPython 3.14 Windows ARM64 Details for rstimes-0.2.0b3-cp314-cp314-win_arm64.whl
rstimes-0.2.0b3-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details for rstimes-0.2.0b3-cp314-cp314-win_amd64.whl
rstimes-0.2.0b3-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details for rstimes-0.2.0b3-cp314-cp314-musllinux_1_2_x86_64.whl
rstimes-0.2.0b3-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details for rstimes-0.2.0b3-cp314-cp314-musllinux_1_2_aarch64.whl
rstimes-0.2.0b3-cp314-cp314-manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64 Details for rstimes-0.2.0b3-cp314-cp314-manylinux_2_28_x86_64.whl
rstimes-0.2.0b3-cp314-cp314-manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64 Details for rstimes-0.2.0b3-cp314-cp314-manylinux_2_28_aarch64.whl
rstimes-0.2.0b3-cp314-cp314-macosx_11_0_x86_64.whl CPython 3.14 CPython 3.14 macOS 11.0+ x86-64 Details for rstimes-0.2.0b3-cp314-cp314-macosx_11_0_x86_64.whl
rstimes-0.2.0b3-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details for rstimes-0.2.0b3-cp314-cp314-macosx_11_0_arm64.whl
rstimes-0.2.0b3-cp313-cp313-win_arm64.whl CPython 3.13 CPython 3.13 Windows ARM64 Details for rstimes-0.2.0b3-cp313-cp313-win_arm64.whl
rstimes-0.2.0b3-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details for rstimes-0.2.0b3-cp313-cp313-win_amd64.whl
rstimes-0.2.0b3-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details for rstimes-0.2.0b3-cp313-cp313-musllinux_1_2_x86_64.whl
rstimes-0.2.0b3-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details for rstimes-0.2.0b3-cp313-cp313-musllinux_1_2_aarch64.whl
rstimes-0.2.0b3-cp313-cp313-manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64 Details for rstimes-0.2.0b3-cp313-cp313-manylinux_2_28_x86_64.whl
rstimes-0.2.0b3-cp313-cp313-manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64 Details for rstimes-0.2.0b3-cp313-cp313-manylinux_2_28_aarch64.whl
rstimes-0.2.0b3-cp313-cp313-macosx_11_0_x86_64.whl CPython 3.13 CPython 3.13 macOS 11.0+ x86-64 Details for rstimes-0.2.0b3-cp313-cp313-macosx_11_0_x86_64.whl
rstimes-0.2.0b3-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details for rstimes-0.2.0b3-cp313-cp313-macosx_11_0_arm64.whl
rstimes-0.2.0b3-cp312-cp312-win_arm64.whl CPython 3.12 CPython 3.12 Windows ARM64 Details for rstimes-0.2.0b3-cp312-cp312-win_arm64.whl
rstimes-0.2.0b3-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for rstimes-0.2.0b3-cp312-cp312-win_amd64.whl
rstimes-0.2.0b3-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details for rstimes-0.2.0b3-cp312-cp312-musllinux_1_2_x86_64.whl
rstimes-0.2.0b3-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details for rstimes-0.2.0b3-cp312-cp312-musllinux_1_2_aarch64.whl
rstimes-0.2.0b3-cp312-cp312-manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64 Details for rstimes-0.2.0b3-cp312-cp312-manylinux_2_28_x86_64.whl
rstimes-0.2.0b3-cp312-cp312-manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64 Details for rstimes-0.2.0b3-cp312-cp312-manylinux_2_28_aarch64.whl
rstimes-0.2.0b3-cp312-cp312-macosx_11_0_x86_64.whl CPython 3.12 CPython 3.12 macOS 11.0+ x86-64 Details for rstimes-0.2.0b3-cp312-cp312-macosx_11_0_x86_64.whl
rstimes-0.2.0b3-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details for rstimes-0.2.0b3-cp312-cp312-macosx_11_0_arm64.whl

Total release size: 336.8 MB

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Security for rsTimes 0.2.0b3

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