Pre-release

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

rtest

A Python test runner built with Rust, featuring high-performance test collection and parallel test execution.

⚠️ Development Status: This project is in early development (v0.0.x). Expect bugs, breaking changes, and evolving features as we work toward stability.

Performance

rtest replaces pytest's import-heavy collection with static AST analysis, so it never needs to import test modules to discover tests. On smaller open-source projects this yields a 5-25x speedup; on large monorepos the advantage is far more dramatic (100-200x+) because import overhead scales with codebase size.

Test Collection (`--collect-only`)

Benchmarks performed using hyperfine with the following command:

hyperfine --warmup 3 --min-runs 20 --max-runs 20 \
  --command-name pytest --command-name rtest \
  ".venv/bin/pytest --collect-only -q tests" \
  ".venv/bin/rtest --collect-only tests"

Repository	pytest	rtest	Speedup
Valon monorepo	245 s ± 25 s	899 ms ± 25 ms	273x
flask	226 ms ± 5 ms	34 ms ± 11 ms	6.57x
click	221 ms ± 10 ms	38 ms ± 7 ms	5.77x
httpx	344 ms ± 12 ms	33 ms ± 4 ms	10.6x
pydantic	1.60 s ± 21 ms	82 ms ± 13 ms	19.5x
fastapi	1.59 s ± 20 ms	62 ms ± 5 ms	25.6x
more-itertools	156 ms ± 5 ms	29 ms ± 5 ms	5.32x
boltons	234 ms ± 7 ms	35 ms ± 3 ms	6.77x

Test Execution (`--runner native`)

For repositories that don't rely on pytest fixtures or conftest.py, the native runner can execute tests directly:

hyperfine --warmup 3 --min-runs 20 --max-runs 20 \
  --command-name pytest --command-name rtest \
  ".venv/bin/pytest tests" \
  ".venv/bin/rtest --runner native tests"

Repository	pytest	rtest	Speedup
flask	764 ms ± 15 ms	205 ms ± 5 ms	3.73x
more-itertools	8.90 s ± 194 ms	1.34 s ± 185 ms	6.64x

Note: Native runner execution benchmarks are limited to repositories that use simple test patterns (unittest.TestCase, plain assertions) without pytest fixtures. Most real-world projects use fixtures and conftest.py, which require the native runner's fixtures support (in development).

Test Execution (`--runner pytest -n 4`)

For repositories that use pytest fixtures and conftest.py, rtest can use pytest as the execution backend while still benefiting from fast Rust-based collection:

hyperfine --warmup 3 --min-runs 20 --max-runs 20 \
  --command-name pytest --command-name rtest \
  ".venv/bin/pytest -n 4 tests" \
  ".venv/bin/rtest --runner pytest -n 4 tests"

Repository	pytest	rtest	Speedup
more-itertools	8.96 s ± 218 ms	1.48 s ± 240 ms	6.05x

Note: Earlier versions had limited --runner pytest benchmarks due to test ID generation differences between rtest and pytest for certain parametrized values (e.g., escaped unicode strings, backslash escaping). This has been fixed. Some edge cases in parametrized ID generation may still exist for complex or dynamic expressions.

Quick Start

Installation

pip install rtest

Requires Python 3.10+

Basic Usage

# Collect tests (fast AST-based collection)
rtest --collect-only

# Run tests with native runner
rtest --runner native

# Run tests in parallel (4 workers)
rtest --runner native -n 4

Native Runner

The native runner (--runner native) executes tests using rtest's own decorators:

import rtest

@rtest.mark.cases("value", [1, 2, 3])
def test_example(value):
    assert value > 0

@rtest.mark.skip(reason="Not implemented yet")
def test_skipped():
    pass

The native runner respects python_files, python_classes, and python_functions patterns from your pyproject.toml under [tool.pytest.ini_options].

For compatibility, @pytest.mark.parametrize and @pytest.mark.skip decorators are also supported.

Roadmap

Fixtures - @rtest.fixture with function/class/module scopes and dependency resolution
conftest.py support - Fixture discovery across directory hierarchy
Distribution modes - Group tests by module/class, optimized scheduling algorithms
Built-in assertions - rtest.raises() and other assertion helpers
Additional markers - @rtest.mark.xfail, @rtest.mark.skipif
Test selection - -k expression filtering, --last-failed, --failed-first
Better error formatting - Rich diffs, colorized output, traceback filtering
Async test support - Native async def test_*() handling
Watch mode - Re-run tests automatically on file changes

Known Limitations

Parametrized Test Discovery

rtest expands parametrized tests during collection when the decorator arguments can be statically resolved. This includes:

Literal values: numbers, strings, booleans, None, lists/tuples of literals
Module-level constants: DATA = [1, 2, 3] then @cases("x", DATA)
Class constants: Config.MAX_SIZE
Enum members: Color.RED
Nested class constants: Outer.Inner.VALUE
Imported constants: from other_module import DATA / from colors import Color
Inherited class attributes: members defined on a parent class
pytest.param(..., id=...): explicit case IDs

from enum import Enum
import rtest

class Color(Enum):
    RED = 1
    GREEN = 2

DATA = [1, 2, 3]

@rtest.mark.cases("value", DATA)  # Resolves to [1, 2, 3]
def test_module_constant(value):
    assert value > 0

@rtest.mark.cases("color", [Color.RED, Color.GREEN])  # Resolves enum members
def test_enum_values(color):
    assert color.value in [1, 2]

@pytest.mark.parametrize uses pytest-compatible IDs (runtime values for primitives, Color.RED for enums). @rtest.mark.cases keeps source-path IDs (Config.MAX_SIZE, TEST_DATA[1]).

However, rtest cannot statically analyze truly dynamic expressions and will emit a warning while falling back to the base test name:

@pytest.mark.parametrize("value", get_data())  # Function call
def test_dynamic(value):
    assert value > 0

@pytest.mark.parametrize("value", [x for x in range(3)])  # Comprehension
def test_comprehension(value):
    assert value > 0

warning: Cannot statically expand test cases for 'test.py::test_dynamic': argvalues contains function call 'get_data'
warning: Cannot statically expand test cases for 'test.py::test_comprehension': argvalues contains a comprehension

Use --cannot-expand-report to control the extra machine-readable lines (rtest-cannot-expand: <nodeid>). The default is stdout. Pass stderr, a file path, or none to omit them (human-readable warnings still print).

In these cases, test execution is still functionally equivalent - pytest automatically runs all parametrized variants when given the base function name.

Path Separator Handling

rtest uses platform-specific path separators in test nodeids, while pytest normalizes all paths to use forward slashes (/) regardless of platform. For example:

On Windows:

pytest shows: tests/unit/test_example.py::test_function
rtest shows: tests\unit\test_example.py::test_function

On Unix/macOS:

Both show: tests/unit/test_example.py::test_function

This difference is intentional as rtest preserves the native path format of the operating system.

Native Runner Scope

The native runner (--runner native) does not currently support pytest fixtures or conftest.py discovery. Projects that rely on fixtures should use --runner pytest instead. Fixture support is tracked in #105.

pytest-xdist Serialization with Decimal Objects

When using --runner pytest -n N (parallel pytest execution), projects that use Decimal objects in parametrized test data may fail with a serialization error:

execnet.gateway_base.DumpError: can't serialize <class 'decimal.Decimal'>

This is a limitation of pytest-xdist's inter-process communication, which cannot serialize certain Python types. Tests pass when run without parallelization (--runner pytest without -n). See #116 for details.

Collection Failures on Complex Codebases

Some projects with complex runtime behavior (e.g., extensive use of plugins, dynamic imports, or metaclass-heavy patterns) may fail during rtest collection despite working correctly with pytest. For example, the pydantic repository encounters errors when collected by rtest. See #55 for details.

Contributing

We welcome contributions! See Contributing Guide.

License

MIT - see LICENSE file for details.

Acknowledgments

This project takes inspiration from Astral and leverages crates from [ruff].

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

rtest_forked_constants-0.0.47rc1.tar.gz (950.8 kB view details)

Uploaded Aug 31, 2026 Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

rtest_forked_constants-0.0.47rc1-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 PyPymanylinux: glibc 2.34+ ARM64

rtest_forked_constants-0.0.47rc1-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 PyPymanylinux: glibc 2.17+ x86-64

rtest_forked_constants-0.0.47rc1-pp310-pypy310_pp73-manylinux_2_34_aarch64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 PyPymanylinux: glibc 2.34+ ARM64

rtest_forked_constants-0.0.47rc1-cp314-cp314t-manylinux_2_34_aarch64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.14tmanylinux: glibc 2.34+ ARM64

rtest_forked_constants-0.0.47rc1-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.14tmanylinux: glibc 2.17+ x86-64

rtest_forked_constants-0.0.47rc1-cp314-cp314-win_amd64.whl (1.6 MB view details)

Uploaded Aug 31, 2026 CPython 3.14Windows x86-64

rtest_forked_constants-0.0.47rc1-cp314-cp314-manylinux_2_34_aarch64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.14manylinux: glibc 2.34+ ARM64

rtest_forked_constants-0.0.47rc1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.14manylinux: glibc 2.17+ x86-64

rtest_forked_constants-0.0.47rc1-cp314-cp314-macosx_11_0_arm64.whl (1.7 MB view details)

Uploaded Aug 31, 2026 CPython 3.14macOS 11.0+ ARM64

rtest_forked_constants-0.0.47rc1-cp314-cp314-macosx_10_12_x86_64.whl (1.7 MB view details)

Uploaded Aug 31, 2026 CPython 3.14macOS 10.12+ x86-64

rtest_forked_constants-0.0.47rc1-cp313-cp313-win_amd64.whl (1.6 MB view details)

Uploaded Aug 31, 2026 CPython 3.13Windows x86-64

rtest_forked_constants-0.0.47rc1-cp313-cp313-manylinux_2_34_aarch64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.13manylinux: glibc 2.34+ ARM64

rtest_forked_constants-0.0.47rc1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.13manylinux: glibc 2.17+ x86-64

rtest_forked_constants-0.0.47rc1-cp313-cp313-macosx_11_0_arm64.whl (1.7 MB view details)

Uploaded Aug 31, 2026 CPython 3.13macOS 11.0+ ARM64

rtest_forked_constants-0.0.47rc1-cp313-cp313-macosx_10_12_x86_64.whl (1.7 MB view details)

Uploaded Aug 31, 2026 CPython 3.13macOS 10.12+ x86-64

rtest_forked_constants-0.0.47rc1-cp312-cp312-win_amd64.whl (1.6 MB view details)

Uploaded Aug 31, 2026 CPython 3.12Windows x86-64

rtest_forked_constants-0.0.47rc1-cp312-cp312-manylinux_2_34_aarch64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.12manylinux: glibc 2.34+ ARM64

rtest_forked_constants-0.0.47rc1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.12manylinux: glibc 2.17+ x86-64

rtest_forked_constants-0.0.47rc1-cp312-cp312-macosx_11_0_arm64.whl (1.7 MB view details)

Uploaded Aug 31, 2026 CPython 3.12macOS 11.0+ ARM64

rtest_forked_constants-0.0.47rc1-cp312-cp312-macosx_10_12_x86_64.whl (1.7 MB view details)

Uploaded Aug 31, 2026 CPython 3.12macOS 10.12+ x86-64

rtest_forked_constants-0.0.47rc1-cp311-cp311-win_amd64.whl (1.6 MB view details)

Uploaded Aug 31, 2026 CPython 3.11Windows x86-64

rtest_forked_constants-0.0.47rc1-cp311-cp311-manylinux_2_34_aarch64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.11manylinux: glibc 2.34+ ARM64

rtest_forked_constants-0.0.47rc1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.11manylinux: glibc 2.17+ x86-64

rtest_forked_constants-0.0.47rc1-cp311-cp311-macosx_11_0_arm64.whl (1.7 MB view details)

Uploaded Aug 31, 2026 CPython 3.11macOS 11.0+ ARM64

rtest_forked_constants-0.0.47rc1-cp311-cp311-macosx_10_12_x86_64.whl (1.7 MB view details)

Uploaded Aug 31, 2026 CPython 3.11macOS 10.12+ x86-64

rtest_forked_constants-0.0.47rc1-cp310-cp310-win_amd64.whl (1.6 MB view details)

Uploaded Aug 31, 2026 CPython 3.10Windows x86-64

rtest_forked_constants-0.0.47rc1-cp310-cp310-manylinux_2_34_aarch64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.10manylinux: glibc 2.34+ ARM64

rtest_forked_constants-0.0.47rc1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded Aug 31, 2026 CPython 3.10manylinux: glibc 2.17+ x86-64

File details

Details for the file rtest_forked_constants-0.0.47rc1.tar.gz.

File metadata

Download URL: rtest_forked_constants-0.0.47rc1.tar.gz
Upload date: Aug 31, 2026
Size: 950.8 kB
Tags: Source
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for rtest_forked_constants-0.0.47rc1.tar.gz
Algorithm	Hash digest
SHA256	`4cbc6bf077222318fcc9018f99f70788939f4433ccb1c8444d657fbd5ff489f2`
MD5	`820e181d06eb02b4e1e7348bec9616ef`
BLAKE2b-256	`f6254f5e166610a04d9042124daca9cda5db795510ad736bcf6e3e2908e89f5d`

Algorithm	Hash digest
SHA256	`3621bad5fdf13fcab928bca5e4d117a72ede10435b41238a83a5f637a62cf691`
MD5	`4679200aaa3cfebc430e28c11dc4daa1`
BLAKE2b-256	`055bc67fbd4a700339b5c770da0f3fb763aad3f885ead6814cda35319a847c12`

Algorithm	Hash digest
SHA256	`28cd7aba644c2c16d670e46b6359b18f3b6fafcf91872f2d19b5612b4786202d`
MD5	`2ff036270f4216a305b6ba9ffd493ea9`
BLAKE2b-256	`1df41dce2ff31164004e0096e87d782b58d5c857bfe947583fd2106ada6622d7`

Algorithm	Hash digest
SHA256	`96543a563f249cbd188002ad1c1a2576aea83d0f047118408c9575a284aa1f60`
MD5	`5bca37b780e558573b7ed3c8707cfd80`
BLAKE2b-256	`1dcb6a5dde9bf0c6848838faa391bea198413ad5dddb8d26a0b48cd4a853958f`

Algorithm	Hash digest
SHA256	`fba5e33cf39fbebcc0afc40e2cfd1cb88ae1679f7c325bea2187851bc253ea05`
MD5	`97e95b7ab79b7f2818054db25bd8709d`
BLAKE2b-256	`dd7ba2121b82d7e53e4d213b343b620b5f84beb28319f255c4660e375bbbfe3b`

Algorithm	Hash digest
SHA256	`834bf43805a27ac8c5fad0de28395596af7ea011253b0d41d1d245b2c0ed5cb8`
MD5	`3bd52d2c58790c3c995f68c1a906a270`
BLAKE2b-256	`b9968a0473db5e3302f83b1bff5c7cd0bd830e8be08ab23ca904a381daf842fd`

Algorithm	Hash digest
SHA256	`3bf6879c7556d4f5c961773bb2b60b884b02a5b86be64c906c0b6699a5df7d00`
MD5	`0849ed4c4e7ebe093eba5bfca11fedba`
BLAKE2b-256	`ffc274fee9207d3fc329e36e264b0bb6a991598e2c9e46395e6ea311f4aad44b`

Algorithm	Hash digest
SHA256	`98a37fb073e1cce53af0abc4aeb7297c2dff1eed152a8afec5cf304252886306`
MD5	`1690271af6ff9cbc789e721f1ff1f372`
BLAKE2b-256	`8c640560d0b9a1877ec393948f1eaec0f0f51e01c06500309f7d42bcd0d95922`

Algorithm	Hash digest
SHA256	`c637d6346a6c8fe8ceeb23285a2e8546cb866c34dc5ed92aea3a90b6a68b08f9`
MD5	`13bade6b05319e934f81eb4f1a920bf0`
BLAKE2b-256	`e5d8de785d3beac3ed8e8d885f81d47f002b73ffc64af2dbeba3482348c86a31`

Algorithm	Hash digest
SHA256	`c6397fa062271ba50d2cf8000f3702d44471ca4e92741dcfef849809adade43c`
MD5	`aaaf3ff47aed307323cacc0b0fc440eb`
BLAKE2b-256	`113d3c4a3c854e93a00d272c350db328242b0da05e36d08135f40d4e28730a0a`

Algorithm	Hash digest
SHA256	`342b04115d49931469c9f3f21c5604ffb8c81fe2e6f74a6a13ecebf4d46bf9f8`
MD5	`0bf93896d7f88557ecb21dbdbda8661b`
BLAKE2b-256	`a2ffd6a3f96481d6351953733d50c45348edd5f2997e52c76dc7f5fc4a9f70b7`

Algorithm	Hash digest
SHA256	`f0cd27374dccb6c57cb8c6788316706c39eda9022365a05dac8ee52aef7ac573`
MD5	`bf1ed2a8e13d789df09d2a7cdd912fc1`
BLAKE2b-256	`c63e25c648602c0edc622ce97bdd4143986f5fe0060d3613d9bb6c868484bdee`

Algorithm	Hash digest
SHA256	`451b4af2a11f1b22de32ea0228d704ed6c9fcca6e1d8cb8b15451f59cc845e9b`
MD5	`a5da01b69b3e3696ce58b268b32f2d76`
BLAKE2b-256	`e3d2e2a85e4511dc15c531ad8991a7f59d9843c65dcfec06e1003a2019fc87bc`

Algorithm	Hash digest
SHA256	`9b69c2200c2d9d94ca7c83bac5fc73219ecb63a6c93d58a752580fb68a2844f0`
MD5	`4d1c06d0e2583bbb4143e127c49c963b`
BLAKE2b-256	`80c8e3f62209500d9b62969709dce6b9125d2b16fe85af47856863d5d27a4590`

Algorithm	Hash digest
SHA256	`f5f8d407a3d5e7bc9039f4cff5cee2ecce95fbbd8b7192fb955fdec5fe61cb3b`
MD5	`2603ffb6be7384e7cfb3c8e72a26c784`
BLAKE2b-256	`ed8b25cedb23f6f7500fc3b7e4943df7631a7fea0ca208fc481741e5e45c3352`

Algorithm	Hash digest
SHA256	`a7b01013bfc35a4b0a030b09e1f9030efe90971c2d1a63e75c68bb370b3abf98`
MD5	`0543fee00603b4a35fc474cf419d0aa2`
BLAKE2b-256	`d872c20344772797692123489cf90baf64d1ba0bd71ff9a4fafd18827bd0c2c4`

Algorithm	Hash digest
SHA256	`7b52fef30cecf6b70587748690ea057f8963866bb4844544e5b94d37ad6fec0a`
MD5	`a1aedb057161bc6de17c5871347182f6`
BLAKE2b-256	`320036b5ab0925c1a5c805f4d021bcade9548a1727e4e42f3797b8262bd8dbc3`

Algorithm	Hash digest
SHA256	`c4ebff0b3d529513efdc2afaf83cae7efabf58161fbfe70b0260d87ee8af0090`
MD5	`678a1f2473aa1be743cff2c5071a9d84`
BLAKE2b-256	`8aa4fddd534eab141405548abc59df4012b73d0a734c58c31188e707d1517ddf`

Algorithm	Hash digest
SHA256	`04a9bd8bb37ce6ff77214bfcbd7e9a5ca424ee1fe68c171a799d8eff561b66a2`
MD5	`5c8e54bb213da5dfad040c7bda5bd53d`
BLAKE2b-256	`56fb1ce6263a6726a5df72e49571a9c530b07f9009184902e65beb55a4e7c1aa`

Algorithm	Hash digest
SHA256	`591c7cc9b26ed39032aff127c4a2e2b56eeb41294c2c84645c19f3d9363136b9`
MD5	`ecbd8e33ae84670acd247e89b13ac59d`
BLAKE2b-256	`5c7faddc08bcbedd78b9fba3c22fee9545df1325c2652e8963926c5f8befdd04`

Algorithm	Hash digest
SHA256	`f2417d17bcca4869b07b1b6e08b9dcbe245c0a24ea7ae6ec198c553cedc8ac3f`
MD5	`af25735414008ededb68c9f08abdc643`
BLAKE2b-256	`58b1769734ca8624361bf40f02f1b9823f1aeb2ede0b418716c94419635b10fb`

rtest-forked-constants 0.0.47rc1

rtest

Performance

Test Collection (--collect-only)

Test Execution (--runner native)

Test Execution (--runner pytest -n 4)

Quick Start

Installation

Basic Usage

Native Runner

Roadmap

Known Limitations

Parametrized Test Discovery

Path Separator Handling

Native Runner Scope

pytest-xdist Serialization with Decimal Objects

Collection Failures on Complex Codebases

Contributing

License

Acknowledgments

Project links

Key dates

1 maintainer

Credits

GitHub Statistics

License

Requires

Provides Extra

Tags

Classifiers

Download files

Source Distribution

Built Distributions

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Test Collection (`--collect-only`)

Test Execution (`--runner native`)

Test Execution (`--runner pytest -n 4`)

Algorithm	Hash digest
SHA256	`80ba3b9bfb46ad67afb2a46a85abe45620fcecd5093235d56d0a94a63db3d4bb`
MD5	`07d8cb861533c58ac785a6a0a7f2367b`
BLAKE2b-256	`a12625343885beca282cea9a62ef56364f65c568b11d06fdba2ff2bf9ee5ed9b`

Algorithm	Hash digest
SHA256	`3a84e51d22e4a94e791b6ada614a3f25283a57d4f2010dd292e158b6305ab874`
MD5	`9e48b8066ac15e8972be050d50249dff`
BLAKE2b-256	`b937b53cb6b483a96a48983270ef4b9da1bc225307c6dcfaf6f9144e2742eeda`

Algorithm	Hash digest
SHA256	`6ab7ecf81db951f3ae52a157527ee8510b7ea08810186562e1e09dd9428ffbb7`
MD5	`ba6eee67262057013dda59414a6ab979`
BLAKE2b-256	`9eb12bbaa7425f69552c35470718bb8c4b2965247a4a90ff3e9108192a2190b8`

Algorithm	Hash digest
SHA256	`4b1e3f4cffce06ef864ee85c0b4d58462b190f0c1ae71eed673102178cbd1689`
MD5	`c09fa7161bfa4b8367d7625e9c79eef7`
BLAKE2b-256	`6ac3c3122e41c394e9cbfe8e84e2b781a4a08519c0bb2a570725e4be3bc99c6a`

Algorithm	Hash digest
SHA256	`1e7860d6a171b42acb7e815effd89aabbf2df98a21520bac71521490760514c0`
MD5	`d3372c20e25d9fd5d1367568c1d23833`
BLAKE2b-256	`55f42bd03bb56efa9ab43b1be7cba29b43a1e904bf81a888125cefacd9537cf8`

Algorithm	Hash digest
SHA256	`75ea6e66b797692b848d0e847b667993059b04716a3f43ebdc9b949a2c483431`
MD5	`152e522e2a27d799fff490feb9c3216d`
BLAKE2b-256	`630d30a634165de0d9294e9d9ee4c5a635103b9aab360469815005473f5aa71e`

Algorithm	Hash digest
SHA256	`1fc8243224aff50625fde7facb58bfcc0d827728285e30e1519aeeb5d2dbb60d`
MD5	`d9c02401de08ab85b681968c255582a2`
BLAKE2b-256	`fe1357b7910089602f24112dcb41715223a3d573d091bd8f791343a08db22546`

Algorithm	Hash digest
SHA256	`99bedbfc003d3f85b087cf1c01bd4d4f0ccf71363280c96c550c3820daad9673`
MD5	`954b050c24093759f33aada61c2d8e4e`
BLAKE2b-256	`416342f6708a1024372b45fbf656f5e6e87016edaf6610bcab612c95a0028726`