mstlo-python
Python bindings for mstlo (mistletoe), a Rust library for online monitoring of Signal Temporal Logic (STL) specifications. The package exposes the Rust monitoring engine through a Pythonic API, so STL formulas can be parsed and evaluated over streaming signals from Python applications and notebooks at comparable performance.
- PyPI package:
mstlo-python - Import name:
mstlo_python - Rust core crate:
mstlo
Features
- Unified semantics interface: delayed qualitative, delayed quantitative, eager qualitative and Robust Satisfaction Intervals (RoSI) behind a single
Monitorclass. - Dense-time signals: samples may arrive at arbitrary, irregular timestamps, per signal, with zero-order hold or linear interpolation between them.
- High performance: evaluation runs in the Rust engine; benchmarks show throughput exceeding existing state-of-the-art tools.
Installation
pip install mstlo-python
Usage
A formula is parsed from the DSL syntax, then a monitor is fed samples as (signal, value, timestamp), with timestamps in seconds. This monitors G[0, 10](x > 5) ("x stays above 5 for the next ten seconds") under RoSI semantics:
import mstlo_python as mstlo
# Parse formula using the DSL syntax
phi = mstlo.parse_formula("G[0, 10](x > 5)")
# Create a monitor using the selected semantics
monitor = mstlo.Monitor(phi, semantics="Rosi")
# Update the monitor with streaming data (signal_name, value, timestamp)
output = monitor.update("x", 6.0, 0.5)
print(f"Verdicts: {output.verdicts()}")
# Verdicts: [(0.5, (-inf, 1.0))] # (timestamp, (lower_bound, upper_bound) for robustness)
output = monitor.update("x", 3.0, 1.2)
print(f"Verdicts: {output.verdicts()}")
# Verdicts: [(0.5, (-inf, -2.0)), (1.2, (-inf, -2.0))] # early indication of violation
The semantics are selected with semantics= ("DelayedQualitative", "DelayedQuantitative", "EagerQualitative" or "Rosi"), the interpolation between samples with signal_interpolation= ("ZeroOrderHold" or "Linear"), and the values signals hold before their first sample with init_signals={"x": 0.0}.
Batch updates
Whole traces can be fed at once with update_batch, either signal-major (a dict of (value, timestamp) lists) or flat (an iterable of (signal, value, timestamp) tuples):
monitor = mstlo.Monitor(mstlo.parse_formula("x > 10.0"), semantics="Rosi")
output = monitor.update_batch({"x": [(5.0, 0.0), (15.0, 1.0), (8.0, 2.0)]})
output = monitor.update_batch([("x", 12.0, 3.0), ("x", 9.0, 4.0)])
More examples, including a notebook comparing the semantics, are in mstlo-python/examples.
Documentation
- Python API reference: INTO-CPS-Association.github.io/mstlo
- Signal Temporal Logic and Evaluation Semantics: the supported STL syntax and the formal definitions of the four semantics.
- Implementation: the signal model, how input is consumed, when verdicts are emitted, and settings that can hurt performance.
- Rust crate: README and docs.rs/mstlo
Building from Source
Prerequisites: Rust (stable toolchain), Python 3.9+ and maturin.
git clone https://github.com/INTO-CPS-Association/mstlo.git
cd mstlo/mstlo-python
pip install maturin pytest
maturin develop
pytest
License
This package is distributed under the INTO-CPS Association Public License (ICAPL) with GPL v3 as a supported subsidiary mode. See LICENSE for the full terms and ICA-USAGE-MODE.txt for the selected usage mode in this distribution.
Release files for mstlo-python 0.2.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| mstlo_python-0.2.1.tar.gz | 195.3 kB | Details |
Built distributions (wheels)
Total release size: 71.2 MB
Release files / mstlo_python-0.2.1.tar.gz
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| Tags | Source |
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Release files / mstlo_python-0.2.1-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / mstlo_python-0.2.1-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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| Size | 525.8 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl
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| Size | 664.0 kB |
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twine/7.0.0 CPython/3.12.3
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Release files / mstlo_python-0.2.1-cp314-cp314-win_arm64.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-win_arm64.whl |
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Release files / mstlo_python-0.2.1-cp314-cp314-win_amd64.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-win_amd64.whl |
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| Size | 442.0 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-musllinux_1_2_x86_64.whl |
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| Size | 770.7 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-musllinux_1_2_i686.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-musllinux_1_2_i686.whl |
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| Size | 871.5 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-musllinux_1_2_armv7l.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-musllinux_1_2_armv7l.whl |
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| Size | 905.1 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-musllinux_1_2_aarch64.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-musllinux_1_2_aarch64.whl |
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| Size | 704.8 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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| Size | 559.0 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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Release files / mstlo_python-0.2.1-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / mstlo_python-0.2.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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| Size | 629.1 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 526.6 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl |
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| Size | 664.3 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-macosx_11_0_arm64.whl |
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| Size | 492.9 kB |
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Release files / mstlo_python-0.2.1-cp314-cp314-macosx_10_12_x86_64.whl
| Download URL | mstlo_python-0.2.1-cp314-cp314-macosx_10_12_x86_64.whl |
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Release files / mstlo_python-0.2.1-cp313-cp313-win_arm64.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-win_arm64.whl |
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| Size | 402.7 kB |
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Release files / mstlo_python-0.2.1-cp313-cp313-win_amd64.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-win_amd64.whl |
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| Size | 442.5 kB |
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Release files / mstlo_python-0.2.1-cp313-cp313-win32.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-win32.whl |
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| Size | 496.7 kB |
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Release files / mstlo_python-0.2.1-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-musllinux_1_2_x86_64.whl |
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Release files / mstlo_python-0.2.1-cp313-cp313-musllinux_1_2_i686.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-musllinux_1_2_i686.whl |
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Release files / mstlo_python-0.2.1-cp313-cp313-musllinux_1_2_armv7l.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-musllinux_1_2_armv7l.whl |
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Release files / mstlo_python-0.2.1-cp313-cp313-musllinux_1_2_aarch64.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-musllinux_1_2_aarch64.whl |
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Release files / mstlo_python-0.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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twine/7.0.0 CPython/3.12.3
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Release files / mstlo_python-0.2.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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| Size | 629.2 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ IBM System/390x |
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Release files / mstlo_python-0.2.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | mstlo_python-0.2.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
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| Size | 590.5 kB |
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Release files / mstlo_python-0.2.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / mstlo_python-0.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / mstlo_python-0.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / mstlo_python-0.2.1-cp313-cp313-macosx_11_0_arm64.whl
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Release files / mstlo_python-0.2.1-cp313-cp313-macosx_10_12_x86_64.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-win_arm64.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-win_amd64.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-musllinux_1_2_x86_64.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-musllinux_1_2_i686.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-musllinux_1_2_armv7l.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-musllinux_1_2_aarch64.whl
| Download URL | mstlo_python-0.2.1-cp312-cp312-musllinux_1_2_aarch64.whl |
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| Size | 704.8 kB |
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Release files / mstlo_python-0.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
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| Size | 628.8 kB |
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Release files / mstlo_python-0.2.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-macosx_11_0_arm64.whl
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Release files / mstlo_python-0.2.1-cp312-cp312-macosx_10_12_x86_64.whl
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Release files / mstlo_python-0.2.1-cp311-cp311-win_amd64.whl
| Download URL | mstlo_python-0.2.1-cp311-cp311-win_amd64.whl |
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Release files / mstlo_python-0.2.1-cp311-cp311-musllinux_1_2_x86_64.whl
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Release files / mstlo_python-0.2.1-cp311-cp311-musllinux_1_2_i686.whl
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Release files / mstlo_python-0.2.1-cp311-cp311-musllinux_1_2_armv7l.whl
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Release files / mstlo_python-0.2.1-cp311-cp311-musllinux_1_2_aarch64.whl
| Download URL | mstlo_python-0.2.1-cp311-cp311-musllinux_1_2_aarch64.whl |
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Release files / mstlo_python-0.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / mstlo_python-0.2.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | mstlo_python-0.2.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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| Size | 628.1 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ IBM System/390x |
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Release files / mstlo_python-0.2.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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| Size | 590.8 kB |
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Release files / mstlo_python-0.2.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / mstlo_python-0.2.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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| Size | 527.3 kB |
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Release files / mstlo_python-0.2.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / mstlo_python-0.2.1-cp311-cp311-macosx_11_0_arm64.whl
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Release files / mstlo_python-0.2.1-cp311-cp311-macosx_10_12_x86_64.whl
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Release files / mstlo_python-0.2.1-cp310-cp310-win_amd64.whl
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| Size | 443.7 kB |
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Release files / mstlo_python-0.2.1-cp310-cp310-musllinux_1_2_x86_64.whl
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| Size | 770.9 kB |
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Release files / mstlo_python-0.2.1-cp310-cp310-musllinux_1_2_i686.whl
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Release files / mstlo_python-0.2.1-cp310-cp310-musllinux_1_2_armv7l.whl
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Release files / mstlo_python-0.2.1-cp310-cp310-musllinux_1_2_aarch64.whl
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Release files / mstlo_python-0.2.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / mstlo_python-0.2.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
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| Size | 628.5 kB |
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Release files / mstlo_python-0.2.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / mstlo_python-0.2.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / mstlo_python-0.2.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / mstlo_python-0.2.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl
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| Size | 665.6 kB |
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Release files / mstlo_python-0.2.1-cp39-cp39-musllinux_1_2_x86_64.whl
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| Size | 772.6 kB |
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Release files / mstlo_python-0.2.1-cp39-cp39-musllinux_1_2_i686.whl
| Download URL | mstlo_python-0.2.1-cp39-cp39-musllinux_1_2_i686.whl |
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| Size | 874.0 kB |
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Release files / mstlo_python-0.2.1-cp39-cp39-musllinux_1_2_armv7l.whl
| Download URL | mstlo_python-0.2.1-cp39-cp39-musllinux_1_2_armv7l.whl |
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| Size | 907.1 kB |
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Release files / mstlo_python-0.2.1-cp39-cp39-musllinux_1_2_aarch64.whl
| Download URL | mstlo_python-0.2.1-cp39-cp39-musllinux_1_2_aarch64.whl |
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| Size | 707.7 kB |
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Release files / mstlo_python-0.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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| Size | 560.8 kB |
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No |
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Release files / mstlo_python-0.2.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
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| Size | 631.0 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ IBM System/390x |
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Release files / mstlo_python-0.2.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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| Size | 593.5 kB |
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Release files / mstlo_python-0.2.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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| Size | 630.7 kB |
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No |
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Release files / mstlo_python-0.2.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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| Size | 529.1 kB |
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No |
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Release files / mstlo_python-0.2.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl
| Download URL | mstlo_python-0.2.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl |
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| Size | 668.2 kB |
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Release files / mstlo_python-0.2.1-cp38-cp38-musllinux_1_2_i686.whl
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Release files / mstlo_python-0.2.1-cp38-cp38-musllinux_1_2_aarch64.whl
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Release files / mstlo_python-0.2.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
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Release files / mstlo_python-0.2.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / mstlo_python-0.2.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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