Python compat

Documentation: https://tamp.readthedocs.io/en/latest/

Source Code: https://github.com/BrianPugh/tamp

Online Demo: https://brianpugh.github.io/tamp

Tamp is a low-memory, DEFLATE-inspired lossless compression library optimized for embedded and resource-constrained environments.

Tamp delivers the highest data compression ratios, while using the least amount of RAM and firmware storage.

Features

Various language implementations available:
- Pure Python reference:
  - tamp/__init__.py, tamp/compressor.py, tamp/decompressor.py
  - pip install tamp will use a python-bound C implementation optimized for speed.
- Micropython:
  - Native Module.
    - mpy_bindings/
- C library:
  - tamp/_c_src/
- Javascript/Typescript via Emscripten WASM.
  - wasm/
- Unofficial rust bindings.
  - See documentation here.
High compression ratios, low memory use, and fast.
Compact compression and decompression implementations.
- Compiled C library is <5KB (compressor + decompressor).
Mid-stream flushing.
- Allows for submission of messages while continuing to compress subsequent data.
Customizable dictionary for greater compression of small messages.
Fuzz tested with libFuzzer + AddressSanitizer/UBSan.
Convenient CLI interface.

Installation

Tamp contains several implementations:

A reference desktop CPython implementation that is optimized for readability (and not speed).
A Micropython Native Module implementation (fast).
A C implementation (with python bindings) for accelerated desktop use and to be used in C projects (very fast).
A JavaScript/TypeScript implementation via Emscripten WASM (see wasm/).

This section instructs how to install each implementation.

Desktop Python

The Tamp library requires Python >=3.9 and can be installed via:

pip install tamp

To also install the tamp command line tool:

pip install tamp[cli]

MicroPython

MicroPython Native Module

Tamp provides pre-compiled [native modules]{.title-ref} that are easy to install, are small, and are incredibly fast.

Download the appropriate .mpy file from the release page.

Match the .mpy version to your micropython version: mpy6.3 for v1.23+, mpy6.2 for v1.22, mpy6.1 for v1.20-v1.21.
Match the architecture to the microcontroller (e.g. armv6m for a pi pico).

Rename the file to tamp.mpy and transfer it to your board. If using Belay, tamp can be installed by adding the following to pyproject.toml.

[tool.belay.dependencies]
tamp = "https://github.com/BrianPugh/tamp/releases/download/v2.5.0/tamp-2.5.0-mpy6.3-armv6m.mpy"

C

Copy the tamp/_c_src/tamp folder into your project. For more information, see the documentation.

Zephyr

Tamp is a Zephyr module. Add it to your west.yml:

manifest:
  remotes:
    - name: brianpugh
      url-base: https://github.com/BrianPugh
  projects:
    - name: tamp
      remote: brianpugh
      revision: main # pin to a release tag or commit
      path: modules/lib/tamp

Then enable it in prj.conf:

CONFIG_TAMP=y

CONFIG_TAMP_COMPRESSOR and CONFIG_TAMP_DECOMPRESSOR (both default y) select which halves get compiled. Include the headers as "tamp/compressor.h" and "tamp/decompressor.h".

Usage

Tamp works on desktop python and micropython. On desktop, Tamp can be bundled with the tamp command line tool for compressing and decompressing tamp files. Install with pip install tamp[cli].

CLI

Compression

Use tamp compress to compress a file or stream. If no input file is specified, data from stdin will be read. If no output is specified, the compressed output stream will be written to stdout.

$ tamp compress --help
Usage: tamp compress [ARGS] [OPTIONS]

Compress an input file or stream.

╭─ Parameters ───────────────────────────────────────────────────────────────────────────────╮
│ INPUT,--input    -i  Input file to compress. Defaults to stdin.                            │
│ OUTPUT,--output  -o  Output compressed file. Defaults to stdout.                           │
│ --window         -w  Number of bits used to represent the dictionary window. [default: 10] │
│ --literal        -l  Number of bits used to represent a literal. [default: 8]              │
╰────────────────────────────────────────────────────────────────────────────────────────────╯

Example usage:

tamp compress enwik8 -o enwik8.tamp  # Compress a file
echo "hello world" | tamp compress | wc -c  # Compress a stream and print the compressed size.

The following options can impact compression ratios and memory usage:

window - 2^window plaintext bytes to look back to try and find a pattern. A larger window size will increase the chance of finding a longer pattern match, but will use more memory, increase compression time, and cause each pattern-token to take up more space. Try smaller window values if compressing highly repetitive data, or short messages.
literal - Number of bits used in each plaintext byte. For example, if all input data is 7-bit ASCII, then setting this to 7 will improve literal compression ratios by 11.1%. The default, 8-bits, can encode any binary data.

Decompression

Use tamp decompress to decompress a file or stream. If no input file is specified, data from stdin will be read. If no output is specified, the compressed output stream will be written to stdout.

$ tamp decompress --help
Usage: tamp decompress [ARGS] [OPTIONS]

Decompress an input file or stream.

╭─ Parameters ───────────────────────────────────────────────────────────────────────────────╮
│ INPUT,--input    -i  Input file to decompress. Defaults to stdin.                          │
│ OUTPUT,--output  -o  Output decompressed file. Defaults to stdout.                         │
╰────────────────────────────────────────────────────────────────────────────────────────────╯

Example usage:

tamp decompress enwik8.tamp -o enwik8
echo "hello world" | tamp compress | tamp decompress

Python

The python library can perform one-shot compression, as well as operate on files/streams.

import tamp

# One-shot compression
string = b"I scream, you scream, we all scream for ice cream."
compressed_data = tamp.compress(string)
reconstructed = tamp.decompress(compressed_data)
assert reconstructed == string

# Streaming compression
with tamp.open("output.tamp", "wb") as f:
    for _ in range(10):
        f.write(string)

# Streaming decompression
with tamp.open("output.tamp", "rb") as f:
    reconstructed = f.read()

Benchmark

In the following section, we compare Tamp against:

zlib, a python builtin gzip-compatible DEFLATE compression library.
heatshrink, a data compression library for embedded/real-time systems. Heatshrink has similar goals as Tamp.

All of these are LZ-based compression algorithms, and tests were performed using a 1KB (10 bit) window. Since zlib already uses significantly more memory by default, the lowest memory level (memLevel=1) was used in these benchmarks. It should be noted that higher zlib memory levels will having greater compression ratios than Tamp. Currently, there is no micropython-compatible zlib or heatshrink compression implementation, so these numbers are provided simply as a reference.

Compression Ratio

The following table shows compression algorithm performance over a variety of input data sourced from the Silesia Corpus and Enwik8. This should give a general idea of how these algorithms perform over a variety of input data types.

dataset	raw	tamp	tamp (LazyMatching)	zlib	heatshrink
enwik8	100,000,000	51,016,917	50,625,930	56,205,166	56,110,394
RPI_PICO (.uf2)	667,648	289,454	290,577	303,763	-
silesia/dickens	10,192,446	5,538,353	5,502,834	6,049,169	6,155,768
silesia/mozilla	51,220,480	24,413,362	24,229,925	25,104,966	25,435,908
silesia/mr	9,970,564	4,520,091	4,391,864	4,864,734	5,442,180
silesia/nci	33,553,445	6,824,403	6,772,307	5,765,521	8,247,487
silesia/ooffice	6,152,192	3,773,003	3,755,046	4,077,277	3,994,589
silesia/osdb	10,085,684	8,466,875	8,464,328	8,625,159	8,747,527
silesia/reymont	6,627,202	2,818,554	2,788,774	2,897,661	2,910,251
silesia/samba	21,606,400	8,383,534	8,346,076	8,862,423	9,223,827
silesia/sao	7,251,944	6,136,077	6,100,061	6,506,417	6,400,926
silesia/webster	41,458,703	18,146,641	18,010,981	20,212,235	19,942,817
silesia/x-ray	8,474,240	7,509,449	7,404,794	7,351,750	8,059,723
silesia/xml	5,345,280	1,472,562	1,455,641	1,586,985	1,665,179

Tamp outperforms both heatshrink and zlib on most datasets, winning 12 out of 14 benchmarks. This is while using around 10x less memory than zlib during both compression and decompression (see next section).

Lazy Matching is a simple technique to improve compression ratios at the expense of CPU while requiring very little code. One can expect 50-75% more CPU usage for modest compression gains (around 0.5 - 2.0%). Because of this trade-off, it is disabled by default; however, in applications where we want to compress once on a powerful machine (like a desktop/server) and decompress on an embedded device, it may be worth it to spend a bit more compute. Lazy matched compressed data is the exact same format; it appears no different to the tamp decoder.

Ablation Study

The following table shows the effect of the extended and lazy_matching compression parameters across all benchmark datasets (window=10, literal=8).

dataset	raw	Baseline	+lazy	+extended	+lazy +extended
enwik8	100,000,000	51,635,633	51,252,694 (−0.7%)	51,016,917 (−1.2%)	50,625,930 (−2.0%)
RPI_PICO (.uf2)	667,648	331,310	329,893 (−0.4%)	289,454 (−12.6%)	290,577 (−12.3%)
silesia/dickens	10,192,446	5,546,761	5,511,681 (−0.6%)	5,538,353 (−0.2%)	5,502,834 (−0.8%)
silesia/mozilla	51,220,480	25,121,385	24,937,036 (−0.7%)	24,413,362 (−2.8%)	24,229,925 (−3.5%)
silesia/mr	9,970,564	5,027,032	4,888,930 (−2.7%)	4,520,091 (−10.1%)	4,391,864 (−12.6%)
silesia/nci	33,553,445	8,643,610	8,645,399 (+0.0%)	6,824,403 (−21.0%)	6,772,307 (−21.6%)
silesia/ooffice	6,152,192	3,814,938	3,798,393 (−0.4%)	3,773,003 (−1.1%)	3,755,046 (−1.6%)
silesia/osdb	10,085,684	8,520,835	8,518,502 (−0.0%)	8,466,875 (−0.6%)	8,464,328 (−0.7%)
silesia/reymont	6,627,202	2,847,981	2,820,948 (−0.9%)	2,818,554 (−1.0%)	2,788,774 (−2.1%)
silesia/samba	21,606,400	9,102,594	9,061,143 (−0.5%)	8,383,534 (−7.9%)	8,346,076 (−8.3%)
silesia/sao	7,251,944	6,137,755	6,101,747 (−0.6%)	6,136,077 (−0.0%)	6,100,061 (−0.6%)
silesia/webster	41,458,703	18,694,172	18,567,618 (−0.7%)	18,146,641 (−2.9%)	18,010,981 (−3.7%)
silesia/x-ray	8,474,240	7,510,606	7,406,001 (−1.4%)	7,509,449 (−0.0%)	7,404,794 (−1.4%)
silesia/xml	5,345,280	1,681,687	1,672,827 (−0.5%)	1,472,562 (−12.4%)	1,455,641 (−13.4%)

The extended parameter enables additional Huffman codes for longer pattern matches, which significantly improves compression on datasets with many long repeating patterns (e.g., nci, samba, xml). Extended support was added in v2.0.0.

Memory Usage

The following table shows approximately how much memory each algorithm uses during compression and decompression.

	Compression	Decompression
Tamp	(1 << windowBits)	(1 << windowBits)
ZLib	(1 << (windowBits + 2)) + 7KB	(1 << windowBits) + 7KB
Heatshrink	(1 << (windowBits + 1))	(1 << (windowBits + 1))
Deflate (micropython)	(1 << windowBits)	(1 << windowBits)

All libraries have a few dozen bytes of overhead in addition to the primary window buffer, but are implementation-specific and ignored for clarity here. Tamp uses significantly less memory than ZLib, and half the memory of Heatshrink.

On 64-bit x86_64/aarch64, the Python package and CLI additionally allocate a compression match index (about 128 KB plus 6 bytes per window byte) for faster compression; output is unchanged. Embedded builds don't use it.

Runtime

As a rough benchmark, here is the performance (in seconds) of these different compression algorithms on the 100MB enwik8 dataset. These tests were performed on an M3 Macbook Air.

	Compression (s)	Decompression (s)
Tamp (Pure Python Reference)	136.2	105.0
Tamp (C bindings)	5.45	0.544
ZLib	3.65	0.578
Heatshrink (with index)	4.42	0.67
Heatshrink (without index)	27.40	0.67

Heatshrink v0.4.1 was used in these benchmarks. When heathshrink uses an index, an additional (1 << (windowBits + 1)) bytes of memory are used, resulting in 4x more memory-usage than Tamp. Tamp could use a similar indexing to increase compression speed, but has chosen not to to focus on the primary goal of a low-memory compressor.

To give an idea of Tamp's speed on an embedded device, the following table shows compression/decompression in bytes/second of the first 100KB of enwik8 on a pi pico (rp2040) at the default 125MHz clock rate, with native-module measurements taken on MicroPython v1.26.1 firmware. The C benchmark does not use a filesystem nor dynamic memory allocation, so it represents the maximum speed Tamp can achieve. In all tests, a 1KB window (10 bit) was used.

	Compression (bytes/s)	Decompression (bytes/s)
Tamp (Micropython Native Module)	34,510	980,392
Tamp (C)	36,127	1,400,600
Deflate (micropython builtin)	6,885	294,985

Tamp resulted in a 50841 byte archive, while Micropython's builtin deflate resulted in a larger, 59442 byte archive.

See devices/BENCHMARKS.md for this benchmark across various hardware.

Binary Size

To give an idea on the resulting binary sizes, Tamp and other libraries were compiled for the Pi Pico (armv6m). All libraries were compiled with -O3. Numbers reported in bytes. Tamp sizes were measured using arm-none-eabi-gcc 15.2.1 and MicroPython v1.27, and can be regenerated with make binary-size.

	Compressor	Decompressor	Compressor + Decompressor
Tamp (MicroPython Native)	5469	4725	9125
Tamp (C, no extended, no stream)	1932	1634	3328
Tamp (C, no extended)	2214	1872	3848
Tamp (C, extended, no stream)	3120	2452	5334
Tamp (C, extended)	3402	2690	5854
Heatshrink (C)	2956	3876	6832
uzlib (C)	2355	3963	6318

Tamp C "extended" includes tamp_compressor_compress_and_flush. Tamp C includes a high-level stream API by default. Even with no stream, Tamp includes buffer-looping functions (like tamp_compressor_compress) that Heatshrink lacks (Heatshrink only provides poll/sink primitives).

Acknowledgement

Thanks @BitsForPeople for the esp32-optimized compressor implementation.

License

Tamp is dual-licensed under either the Apache License 2.0 or the MIT License, at your option.

Metadata

Release files for tamp 2.5.0

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

Source distribution (sdist)

Source distribution for tamp 2.5.0
File	Size	Uploaded
tamp-2.5.0.tar.gz	167.1 kB	Oct 14, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for tamp 2.5.0
File	Interpreter	ABI	Platform	Reset
tamp-2.5.0-cp314-cp314-win_arm64.whl 198.6 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
tamp-2.5.0-cp314-cp314-win_amd64.whl 205.9 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
tamp-2.5.0-cp314-cp314-win32.whl 184.6 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
tamp-2.5.0-cp314-cp314-musllinux_1_2_x86_64.whl 246.0 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
tamp-2.5.0-cp314-cp314-musllinux_1_2_ppc64le.whl 263.9 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.5.0-cp314-cp314-musllinux_1_2_i686.whl 234.5 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-32	Details
tamp-2.5.0-cp314-cp314-musllinux_1_2_aarch64.whl 239.7 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
tamp-2.5.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 244.4 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
tamp-2.5.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 265.2 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le	Details
tamp-2.5.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 238.9 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
tamp-2.5.0-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 233.3 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.5+ x86-32, Linux glibc 2.28+ x86-32	Details
tamp-2.5.0-cp314-cp314-macosx_11_0_arm64.whl 230.2 kB Oct 14, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
tamp-2.5.0-cp314-cp314-macosx_10_15_x86_64.whl 232.9 kB Oct 14, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
tamp-2.5.0-cp313-cp313-win_arm64.whl 192.3 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
tamp-2.5.0-cp313-cp313-win_amd64.whl 202.1 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
tamp-2.5.0-cp313-cp313-win32.whl 180.1 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
tamp-2.5.0-cp313-cp313-musllinux_1_2_x86_64.whl 245.3 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
tamp-2.5.0-cp313-cp313-musllinux_1_2_ppc64le.whl 261.9 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.5.0-cp313-cp313-musllinux_1_2_i686.whl 234.0 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-32	Details
tamp-2.5.0-cp313-cp313-musllinux_1_2_aarch64.whl 238.4 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
tamp-2.5.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 244.2 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
tamp-2.5.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 263.2 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ PowerPC 64-le, Linux glibc 2.17+ PowerPC 64-le	Details
tamp-2.5.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 237.1 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
tamp-2.5.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 232.8 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-32, Linux glibc 2.5+ x86-32	Details
tamp-2.5.0-cp313-cp313-macosx_11_0_arm64.whl 229.0 kB Oct 14, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
tamp-2.5.0-cp313-cp313-macosx_10_13_x86_64.whl 232.4 kB Oct 14, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
tamp-2.5.0-cp312-cp312-win_arm64.whl 193.4 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
tamp-2.5.0-cp312-cp312-win_amd64.whl 203.9 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
tamp-2.5.0-cp312-cp312-win32.whl 181.5 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
tamp-2.5.0-cp312-cp312-musllinux_1_2_x86_64.whl 248.1 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
tamp-2.5.0-cp312-cp312-musllinux_1_2_ppc64le.whl 265.2 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.5.0-cp312-cp312-musllinux_1_2_i686.whl 236.7 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-32	Details
tamp-2.5.0-cp312-cp312-musllinux_1_2_aarch64.whl 239.3 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
tamp-2.5.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 247.0 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
tamp-2.5.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 266.0 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ PowerPC 64-le, Linux glibc 2.17+ PowerPC 64-le	Details
tamp-2.5.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 239.3 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
tamp-2.5.0-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 235.6 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.5+ x86-32, Linux glibc 2.28+ x86-32	Details
tamp-2.5.0-cp312-cp312-macosx_11_0_arm64.whl 228.2 kB Oct 14, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
tamp-2.5.0-cp312-cp312-macosx_10_13_x86_64.whl 230.9 kB Oct 14, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
tamp-2.5.0-cp311-cp311-win_arm64.whl 193.9 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
tamp-2.5.0-cp311-cp311-win_amd64.whl 203.7 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
tamp-2.5.0-cp311-cp311-win32.whl 179.8 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
tamp-2.5.0-cp311-cp311-musllinux_1_2_x86_64.whl 248.0 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
tamp-2.5.0-cp311-cp311-musllinux_1_2_ppc64le.whl 269.6 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.5.0-cp311-cp311-musllinux_1_2_i686.whl 236.9 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-32	Details
tamp-2.5.0-cp311-cp311-musllinux_1_2_aarch64.whl 240.7 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
tamp-2.5.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 247.0 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
tamp-2.5.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 270.9 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ PowerPC 64-le, Linux glibc 2.17+ PowerPC 64-le	Details
tamp-2.5.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 240.7 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
tamp-2.5.0-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 235.6 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.5+ x86-32, Linux glibc 2.28+ x86-32	Details
tamp-2.5.0-cp311-cp311-macosx_11_0_arm64.whl 230.3 kB Oct 14, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
tamp-2.5.0-cp311-cp311-macosx_10_9_x86_64.whl 230.7 kB Oct 14, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
tamp-2.5.0-cp310-cp310-win_arm64.whl 195.0 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Windows ARM64	Details
tamp-2.5.0-cp310-cp310-win_amd64.whl 206.3 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
tamp-2.5.0-cp310-cp310-win32.whl 181.1 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
tamp-2.5.0-cp310-cp310-musllinux_1_2_x86_64.whl 248.8 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
tamp-2.5.0-cp310-cp310-musllinux_1_2_ppc64le.whl 270.7 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.5.0-cp310-cp310-musllinux_1_2_i686.whl 239.1 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-32	Details
tamp-2.5.0-cp310-cp310-musllinux_1_2_aarch64.whl 241.8 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
tamp-2.5.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 247.7 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
tamp-2.5.0-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 272.4 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le	Details
tamp-2.5.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 241.7 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
tamp-2.5.0-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 238.8 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.5+ x86-32, Linux glibc 2.28+ x86-32	Details
tamp-2.5.0-cp310-cp310-macosx_11_0_arm64.whl 231.8 kB Oct 14, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
tamp-2.5.0-cp310-cp310-macosx_10_9_x86_64.whl 232.1 kB Oct 14, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
tamp-2.5.0-cp39-cp39-win_arm64.whl 195.8 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Windows ARM64	Details
tamp-2.5.0-cp39-cp39-win_amd64.whl 207.0 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
tamp-2.5.0-cp39-cp39-win32.whl 181.7 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Windows x86-32	Details
tamp-2.5.0-cp39-cp39-musllinux_1_2_x86_64.whl 249.8 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
tamp-2.5.0-cp39-cp39-musllinux_1_2_ppc64le.whl 271.6 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.5.0-cp39-cp39-musllinux_1_2_i686.whl 240.0 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-32	Details
tamp-2.5.0-cp39-cp39-musllinux_1_2_aarch64.whl 242.7 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ ARM64	Details
tamp-2.5.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 248.7 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
tamp-2.5.0-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 273.0 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ PowerPC 64-le, Linux glibc 2.17+ PowerPC 64-le	Details
tamp-2.5.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 242.6 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
tamp-2.5.0-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 239.7 kB Oct 14, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ x86-32, Linux glibc 2.5+ x86-32	Details
tamp-2.5.0-cp39-cp39-macosx_11_0_arm64.whl 232.8 kB Oct 14, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
tamp-2.5.0-cp39-cp39-macosx_10_9_x86_64.whl 233.1 kB Oct 14, 2026	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details

Total release size: 18.3 MB

Release files / tamp-2.5.0.tar.gz

Download URL	tamp-2.5.0.tar.gz
Size	167.1 kB
Tags	Source
SHA-256 checksum How to use checksums	`47337cb5f0fefde9e5e244dba452d9f1b722b5f4ec79eb75f756da73f90f3333`
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0.tar.gz
SHA-256 checksum: 47337cb5f0fefde9e5e244dba452d9f1b722b5f4ec79eb75f756da73f90f3333 Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-win_arm64.whl

Download URL	tamp-2.5.0-cp314-cp314-win_arm64.whl
Size	198.6 kB
Tags	CPython 3.14 Windows ARM64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp314-cp314-win_arm64.whl
SHA-256 checksum: 81be100e7f58d36fbeb40f0631188ebbfc8e14fdc4c51e6ebbae8b27e6b128b2 Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-win_amd64.whl

Download URL	tamp-2.5.0-cp314-cp314-win_amd64.whl
Size	205.9 kB
Tags	CPython 3.14 Windows x86-64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp314-cp314-win_amd64.whl
SHA-256 checksum: 9602682f8c6f205206c13f177ea37bc2b5047ae35773056436509432169e6c8c Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-win32.whl

Download URL	tamp-2.5.0-cp314-cp314-win32.whl
Size	184.6 kB
Tags	CPython 3.14 Windows x86-32
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp314-cp314-win32.whl
SHA-256 checksum: efc5908567d5500e972ddc9af450f906a4921051583aff38ab03a7be0055c6f9 Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	tamp-2.5.0-cp314-cp314-musllinux_1_2_x86_64.whl
Size	246.0 kB
Tags	CPython 3.14 Linux musl 1.2+ x86-64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp314-cp314-musllinux_1_2_x86_64.whl
SHA-256 checksum: 19f76c353bd23709b702f65b1d97b728874e0c2fc42ad73b21db5349a2d39871 Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-musllinux_1_2_ppc64le.whl

Download URL	tamp-2.5.0-cp314-cp314-musllinux_1_2_ppc64le.whl
Size	263.9 kB
Tags	CPython 3.14 Linux musl 1.2+ PowerPC 64-le
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp314-cp314-musllinux_1_2_ppc64le.whl
SHA-256 checksum: 14d8e82a4f378f85e55304c5c6d451082af949364ff1a186643682e5b2ddb98c Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-musllinux_1_2_i686.whl

Download URL	tamp-2.5.0-cp314-cp314-musllinux_1_2_i686.whl
Size	234.5 kB
Tags	CPython 3.14 Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`a8a6a96c950a3f411b77e9663e1f14a054b4c949a58aef5afa127c0b611fc56e`
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp314-cp314-musllinux_1_2_i686.whl
SHA-256 checksum: a8a6a96c950a3f411b77e9663e1f14a054b4c949a58aef5afa127c0b611fc56e Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL	tamp-2.5.0-cp314-cp314-musllinux_1_2_aarch64.whl
Size	239.7 kB
Tags	CPython 3.14 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`67570d2d7ad48a0e91e6ff962a77d6b6977545070bcd313130291af46de7b1d9`
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp314-cp314-musllinux_1_2_aarch64.whl
SHA-256 checksum: 67570d2d7ad48a0e91e6ff962a77d6b6977545070bcd313130291af46de7b1d9 Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	tamp-2.5.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size	244.4 kB
Tags	CPython 3.14 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`9e2c289cbec7a99cbb515b67b3ee8f6797cea7af34e4dea854d38ac25882cccd`
BLAKE2b-256 checksum How to use checksums	`8375dd329047b9391284de070aebd765ef7583d6da45c48dc2c890d9e99c503d`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 9e2c289cbec7a99cbb515b67b3ee8f6797cea7af34e4dea854d38ac25882cccd Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL	tamp-2.5.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
Size	265.2 kB
Tags	CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Linux glibc 2.28+ PowerPC 64-le
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
SHA-256 checksum: d2485812c641aafb8f52b5af3e693f3017a58c162656fb452fc017af2e803ea4 Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL	tamp-2.5.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size	238.9 kB
Tags	CPython 3.14 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Artifact

Subject: tamp-2.5.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 56a80581a5e2ca2a7ff01e8016a8974541f038369ef522a6214a3b2ed861da09 Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

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SHA-256 checksum: 176df12bb4cf371db9140641e0cb0f7b2dd7a3a59b7bb4a2b4ab9c9d42d4e1f5 Verifying attestations

Release files / tamp-2.5.0-cp314-cp314-macosx_11_0_arm64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

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Release files / tamp-2.5.0-cp314-cp314-macosx_10_15_x86_64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

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Release files / tamp-2.5.0-cp313-cp313-win_arm64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp313-cp313-win_amd64.whl

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Size	202.1 kB
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Artifact

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Release files / tamp-2.5.0-cp313-cp313-win32.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

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Release files / tamp-2.5.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	tamp-2.5.0-cp313-cp313-musllinux_1_2_x86_64.whl
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

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SHA-256 checksum: 5c87aeda19687ad64314a0c875f5f8e50ee83151ae3a8be4b7b47d5baeffb8fc Verifying attestations

Release files / tamp-2.5.0-cp313-cp313-musllinux_1_2_ppc64le.whl

Download URL	tamp-2.5.0-cp313-cp313-musllinux_1_2_ppc64le.whl
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

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SHA-256 checksum: 564f57abd20334b0e65791e6137be9920c3b51f4ec08ff10f1609b20f4e33949 Verifying attestations

Release files / tamp-2.5.0-cp313-cp313-musllinux_1_2_i686.whl

Download URL	tamp-2.5.0-cp313-cp313-musllinux_1_2_i686.whl
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp313-cp313-musllinux_1_2_i686.whl
SHA-256 checksum: 2300619f99a656c6184647c63237ace358a943e5c622b59fea85c423dafd027e Verifying attestations

Release files / tamp-2.5.0-cp313-cp313-musllinux_1_2_aarch64.whl

Download URL	tamp-2.5.0-cp313-cp313-musllinux_1_2_aarch64.whl
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

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SHA-256 checksum: 824911e8bc4d3b0d6b52410d7f49c866d1f84ca62ac56dd229d7e8192ff51d15 Verifying attestations

Release files / tamp-2.5.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	tamp-2.5.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

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SHA-256 checksum: 07efc91f7edaa421b3f41d314b83b8988c35b7699f37218419d97faaccad01e5 Verifying attestations

Release files / tamp-2.5.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL	tamp-2.5.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
SHA-256 checksum: 24bd28acfa956b356817bf5489c7a140fd2f740674bc2461e201103cd825aac8 Verifying attestations

Release files / tamp-2.5.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL	tamp-2.5.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: bfd63511f85bf5ccfb8d3709fe3b3b6881011761024e2c53ea3bc51871af556f Verifying attestations

Release files / tamp-2.5.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

Download URL	tamp-2.5.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
SHA-256 checksum: 62ccabc7166591f921b63bd6ed585dbd0adea5e08d167e3b4bd5d917d7a7ff6c Verifying attestations

Release files / tamp-2.5.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	tamp-2.5.0-cp313-cp313-macosx_11_0_arm64.whl
Size	229.0 kB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`fd535de89fc8b61f3963d3a71f5f6ab6ecd965dd2004489c6c64a8adb15d4b42`
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

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SHA-256 checksum: fd535de89fc8b61f3963d3a71f5f6ab6ecd965dd2004489c6c64a8adb15d4b42 Verifying attestations

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-win_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-win_amd64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-musllinux_1_2_ppc64le.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-musllinux_1_2_i686.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-musllinux_1_2_aarch64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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SHA-256 checksum: 475bddf2c917de7b41b93de106eb998d2e83c1d0e33d020c6576f2b05cd0fe07 Verifying attestations

Release files / tamp-2.5.0-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp312-cp312-macosx_11_0_arm64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp312-cp312-macosx_10_13_x86_64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp311-cp311-win_arm64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp311-cp311-win_amd64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
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Release files / tamp-2.5.0-cp311-cp311-win32.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp311-cp311-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp311-cp311-musllinux_1_2_ppc64le.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp311-cp311-musllinux_1_2_i686.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp311-cp311-musllinux_1_2_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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SHA-256 checksum: f27acde743b044c2e562995b218fab82e52b813a0b15787e36ae4b0db41f0661 Verifying attestations

Release files / tamp-2.5.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Artifact

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Release files / tamp-2.5.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

Download URL	tamp-2.5.0-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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SHA-256 checksum: 1df8188597445cef3205249419335501afc5e0c878eb84f90e50558023692e6f Verifying attestations

Release files / tamp-2.5.0-cp311-cp311-macosx_11_0_arm64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Artifact

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Release files / tamp-2.5.0-cp311-cp311-macosx_10_9_x86_64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp310-cp310-win_arm64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp310-cp310-win_amd64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Artifact

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Release files / tamp-2.5.0-cp310-cp310-win32.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp310-cp310-musllinux_1_2_x86_64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

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Artifact

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SHA-256 checksum: bfbfbfeb29c7f9b95ff80f4b3dc848b970892cae70f419011a9ac8715ccb7ce2 Verifying attestations

Release files / tamp-2.5.0-cp310-cp310-musllinux_1_2_ppc64le.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp310-cp310-musllinux_1_2_i686.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp310-cp310-musllinux_1_2_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp310-cp310-macosx_11_0_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp310-cp310-macosx_10_9_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp39-cp39-win_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp39-cp39-musllinux_1_2_x86_64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp39-cp39-musllinux_1_2_ppc64le.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Release files / tamp-2.5.0-cp39-cp39-musllinux_1_2_i686.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

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Release files / tamp-2.5.0-cp39-cp39-musllinux_1_2_aarch64.whl

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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

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Artifact

Subject: tamp-2.5.0-cp39-cp39-musllinux_1_2_aarch64.whl
SHA-256 checksum: 3aea75b25f9055861830b33b20c8bce1696f9b2b471dbcce36a59a71c13f8d63 Verifying attestations

Release files / tamp-2.5.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	tamp-2.5.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size	248.7 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`0e0c99ef30618befcfca3096998c90903f3ea1ea1997cd053558438830801770`
BLAKE2b-256 checksum How to use checksums	`9cdcbaba9fb035f26071d585ca8fcdb4e5396fd442fae2cc924199734ffedbb7`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 0e0c99ef30618befcfca3096998c90903f3ea1ea1997cd053558438830801770 Verifying attestations

Release files / tamp-2.5.0-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL	tamp-2.5.0-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
Size	273.0 kB
Tags	CPython 3.9 Linux glibc 2.17+ PowerPC 64-le Linux glibc 2.28+ PowerPC 64-le
SHA-256 checksum How to use checksums	`34c415a32420fbba8b0dba650273f5e178455b362e716466844096b344ffea43`
BLAKE2b-256 checksum How to use checksums	`0d59cfe15b47d0e183eee568a1535cf14deb525baa63494926d81b3d06f84cd2`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
SHA-256 checksum: 34c415a32420fbba8b0dba650273f5e178455b362e716466844096b344ffea43 Verifying attestations

Release files / tamp-2.5.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL	tamp-2.5.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size	242.6 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`fe234de915531033a515b9c58c263801c70b8b81745e79980e82ca693aeac036`
BLAKE2b-256 checksum How to use checksums	`173dc7a864cb6b1b5cfeb4e3ff8185168406d099ced838067df7865006eda872`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: fe234de915531033a515b9c58c263801c70b8b81745e79980e82ca693aeac036 Verifying attestations

Release files / tamp-2.5.0-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

Download URL	tamp-2.5.0-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
Size	239.7 kB
Tags	CPython 3.9 Linux glibc 2.28+ x86-32 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`fb1ee957a12179c596637a02086afc55696a4b5089b5bfa666e848a16c44cee8`
BLAKE2b-256 checksum How to use checksums	`3642f0f3b7472c9a65870f39babe24e0646282fa34d479510aef6e12041ef1be`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
SHA-256 checksum: fb1ee957a12179c596637a02086afc55696a4b5089b5bfa666e848a16c44cee8 Verifying attestations

Release files / tamp-2.5.0-cp39-cp39-macosx_11_0_arm64.whl

Download URL	tamp-2.5.0-cp39-cp39-macosx_11_0_arm64.whl
Size	232.8 kB
Tags	CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`66c2ef5a76b263d0fe033c3faf8be9981ca485921c1cea011506115a074559be`
BLAKE2b-256 checksum How to use checksums	`00887ef27f1476476ba5570550ac99e6e91b4a82dacf83e7a5042ef94bcafd4a`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp39-cp39-macosx_11_0_arm64.whl
SHA-256 checksum: 66c2ef5a76b263d0fe033c3faf8be9981ca485921c1cea011506115a074559be Verifying attestations

Release files / tamp-2.5.0-cp39-cp39-macosx_10_9_x86_64.whl

Download URL	tamp-2.5.0-cp39-cp39-macosx_10_9_x86_64.whl
Size	233.1 kB
Tags	CPython 3.9 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`3884b7a4c64c12bc7d2b6d6905c87cbfa3acd8917104e14c9535e8ea02cfe49d`
BLAKE2b-256 checksum How to use checksums	`030508a4f4297f04a322979ea20d087a74a3311a6e51cf9b909359b589b4af05`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/70706ba834d3601888b8292a87154a8ce4e97287

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/70706ba834d3601888b8292a87154a8ce4e97287/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/38589209388/attempts/1

Artifact

Subject: tamp-2.5.0-cp39-cp39-macosx_10_9_x86_64.whl
SHA-256 checksum: 3884b7a4c64c12bc7d2b6d6905c87cbfa3acd8917104e14c9535e8ea02cfe49d Verifying attestations